Merge branch 'main' into skill-pdftk-server

This commit is contained in:
John Haugabook
2026-02-15 21:46:54 -05:00
committed by GitHub
186 changed files with 3623 additions and 6282 deletions

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@@ -55,18 +55,17 @@ The following instructions are only to be applied when performing a code review.
- [ ] Any bundled assets (scripts, templates, data files) are referenced in the SKILL.md instructions.
- [ ] Bundled assets are reasonably sized (under 5MB per file).
## Collection file guide
## Plugin guide
**Only apply to files that end in `.collection.yml`**
**Only apply to directories in the `plugins/` directory**
- [ ] The collection has a `name` field.
- [ ] The collection has a `description` field.
- [ ] The plugin directory contains a `.github/plugin/plugin.json` file.
- [ ] The plugin directory contains a `README.md` file.
- [ ] The plugin.json has a `name` field matching the directory name.
- [ ] The plugin.json has a `description` field.
- [ ] The `description` field is not empty.
- [ ] The collection has a `tags` field.
- [ ] The file name is lower case, with words separated by hyphens.
- [ ] Each item in the collection has a `path` field.
- [ ] Each item in the collection has a `kind` field.
- [ ] The `kind` field value is one of: `prompt`, `instruction`, `agent`, or `skill`.
- [ ] The collection does not include duplicate items.
- [ ] The collection does not reference non-existent files.
- [ ] Each item can have an optional `usage` field describing when to use the item.
- [ ] The directory name is lower case, with words separated by hyphens.
- [ ] If `tags` is present, it is an array of lowercase hyphenated strings.
- [ ] If `items` is present, each item has `path` and `kind` fields.
- [ ] The `kind` field value is one of: `prompt`, `agent`, `instruction`, `skill`, or `hook`.
- [ ] The plugin does not reference non-existent files.

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@@ -13,7 +13,7 @@
{
"name": "awesome-copilot",
"source": "./plugins/awesome-copilot",
"description": "Meta prompts that help you discover and generate curated GitHub Copilot agents, collections, instructions, prompts, and skills.",
"description": "Meta prompts that help you discover and generate curated GitHub Copilot agents, instructions, prompts, and skills.",
"version": "1.0.0"
},
{
@@ -214,6 +214,12 @@
"description": "Complete toolkit for building Model Context Protocol servers in Ruby using the official MCP Ruby SDK gem with Rails integration support.",
"version": "1.0.0"
},
{
"name": "rug-agentic-workflow",
"source": "./plugins/rug-agentic-workflow",
"description": "Three-agent workflow for orchestrated software delivery with an orchestrator plus implementation and QA subagents.",
"version": "1.0.0"
},
{
"name": "rust-mcp-development",
"source": "./plugins/rust-mcp-development",

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@@ -20,9 +20,9 @@
- [ ] New instruction file.
- [ ] New prompt file.
- [ ] New agent file.
- [ ] New collection file.
- [ ] New plugin.
- [ ] New skill file.
- [ ] Update to existing instruction, prompt, agent, collection or skill.
- [ ] Update to existing instruction, prompt, agent, plugin, or skill.
- [ ] Other (please specify):
---

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@@ -13,7 +13,7 @@ on:
- "prompts/**"
- "instructions/**"
- "skills/**"
- "collections/**"
- "plugins/**"
- "cookbook/**"
- "eng/generate-website-data.mjs"
- ".github/workflows/deploy-website.yml"

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@@ -7,7 +7,6 @@ on:
- "instructions/**"
- "prompts/**"
- "agents/**"
- "collections/**"
- "plugins/**"
- "*.js"
- "README.md"
@@ -34,8 +33,8 @@ jobs:
- name: Install dependencies
run: npm install
- name: Validate collections
run: npm run collection:validate
- name: Validate plugins
run: npm run plugin:validate
- name: Update README.md
run: npm start

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@@ -9,7 +9,7 @@ The Awesome GitHub Copilot repository is a community-driven collection of custom
- **Instructions** - Coding standards and best practices applied to specific file patterns
- **Skills** - Self-contained folders with instructions and bundled resources for specialized tasks
- **Hooks** - Automated workflows triggered by specific events during development
- **Collections** - Curated collections organized around specific themes and workflows
- **Plugins** - Installable packages that group related agents, prompts, and skills around specific themes
## Repository Structure
@@ -20,7 +20,7 @@ The Awesome GitHub Copilot repository is a community-driven collection of custom
├── instructions/ # Coding standards and guidelines (.instructions.md files)
├── skills/ # Agent Skills folders (each with SKILL.md and optional bundled assets)
├── hooks/ # Automated workflow hooks (folders with README.md + hooks.json)
├── collections/ # Curated collections of resources (.md files)
├── plugins/ # Installable plugin packages (folders with plugin.json)
├── docs/ # Documentation for different resource types
├── eng/ # Build and automation scripts
└── scripts/ # Utility scripts
@@ -35,14 +35,14 @@ npm ci
# Build the project (generates README.md and marketplace.json)
npm run build
# Validate plugin manifests
npm run plugin:validate
# Generate marketplace.json only
npm run plugin:generate-marketplace
# Validate collection manifests
npm run collection:validate
# Create a new collection
npm run collection:create -- --id <collection-id> --tags <tags>
# Create a new plugin
npm run plugin:create -- --name <plugin-name>
# Validate agent skills
npm run skill:validate
@@ -134,18 +134,18 @@ When adding a new agent, prompt, instruction, skill, hook, or plugin:
6. Verify the skill appears in the generated README
**For Plugins:**
1. Create a new folder in `plugins/` with a descriptive name (lowercase with hyphens)
2. Create `.github/plugin/plugin.json` with metadata (name, description, version)
3. Add agents, prompts, instructions, skills, or hooks to the plugin folder
4. Run `npm run build` to update README.md and marketplace.json
5. Verify the plugin appears in `.github/plugin/marketplace.json`
6. Test plugin installation: `copilot plugin install <plugin-name>@awesome-copilot`
1. Run `npm run plugin:create -- --name <plugin-name>` to scaffold a new plugin
2. Add agents, prompts, skills, or hooks to the plugin folder
3. Edit the generated `plugin.json` with your metadata
4. Run `npm run plugin:validate` to validate the plugin structure
5. Run `npm run build` to update README.md and marketplace.json
6. Verify the plugin appears in `.github/plugin/marketplace.json`
### Testing Instructions
```bash
# Run all validation checks
npm run collection:validate
npm run plugin:validate
npm run skill:validate
# Build and verify README generation
@@ -185,7 +185,7 @@ When creating a pull request:
4. **Build check**: Run `npm run build` before committing to verify README generation
5. **Line endings**: **Always run `bash scripts/fix-line-endings.sh`** to normalize line endings to LF (Unix-style)
6. **Description**: Provide a clear description of what your agent/prompt/instruction does
7. **Testing**: If adding a collection, run `npm run collection:validate` to ensure validity
7. **Testing**: If adding a plugin, run `npm run plugin:validate` to ensure validity
### Pre-commit Checklist
@@ -239,13 +239,17 @@ For hook folders (hooks/*/):
- [ ] Follows [GitHub Copilot hooks specification](https://docs.github.com/en/copilot/how-tos/use-copilot-agents/coding-agent/use-hooks)
- [ ] Optionally includes `tags` array field for categorization
For plugin folders (plugins/*/):
- [ ] Folder contains a `.github/plugin/plugin.json` file with metadata
- [ ] plugin.json has `name` field matching folder name (lowercase with hyphens)
- [ ] plugin.json has non-empty `description` field
- [ ] plugin.json has `version` field (semantic version, e.g., "1.0.0")
- [ ] Folder name is lower case with hyphens
- [ ] Plugin resources (agents, prompts, etc.) follow their respective guidelines
For plugins (plugins/*/):
- [ ] Directory contains a `.github/plugin/plugin.json` file
- [ ] Directory contains a `README.md` file
- [ ] `plugin.json` has `name` field matching the directory name (lowercase with hyphens)
- [ ] `plugin.json` has non-empty `description` field
- [ ] `plugin.json` has `version` field (semantic version, e.g., "1.0.0")
- [ ] Directory name is lower case with hyphens
- [ ] If `tags` is present, it is an array of lowercase hyphenated strings
- [ ] If `items` is present, each item has `path` and `kind` fields
- [ ] The `kind` field value is one of: `prompt`, `agent`, `instruction`, `skill`, or `hook`
- [ ] The plugin does not reference non-existent files
- [ ] Run `npm run build` to verify marketplace.json is updated correctly
## Contributing

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@@ -136,112 +136,49 @@ Skills are self-contained folders in the `skills/` directory that include a `SKI
3. **Add optional assets**: Keep bundled assets reasonably sized (under 5MB each) and reference them from `SKILL.md`
4. **Validate and update docs**: Run `npm run skill:validate` and then `npm run build` to update the generated README tables
### Adding Collections
### Adding Plugins
Collections group related prompts, instructions, agents, and skills around specific themes or workflows, making it easier for users to discover and adopt comprehensive toolkits.
Plugins group related prompts, agents, and skills around specific themes or workflows, making it easy for users to install comprehensive toolkits via GitHub Copilot CLI.
1. **Create your collection manifest**: Add a new `.collection.yml` file in the `collections/` directory
2. **Follow the naming convention**: Use descriptive, lowercase filenames with hyphens (e.g., `python-web-development.collection.yml`)
3. **Reference existing items**: Collections should only reference files that already exist in the repository
4. **Test your collection**: Verify all referenced files exist and work well together
1. **Create your plugin**: Run `npm run plugin:create` to scaffold a new plugin
2. **Follow the naming convention**: Use descriptive, lowercase folder names with hyphens (e.g., `python-web-development`)
3. **Add your content**: Add agents, commands (prompts), and skills to the plugin folder using symlinks to existing repo files
4. **Test your plugin**: Run `npm run plugin:validate` to verify your plugin structure
#### Creating a collection
#### Creating a plugin
```bash
# Using the creation script
node create-collection.js my-collection-id
# Or using VS Code Task: Ctrl+Shift+P > "Tasks: Run Task" > "create-collection"
npm run plugin:create -- --name my-plugin-id
```
#### Example collection format
#### Plugin structure
```yaml
id: my-collection-id
name: My Collection Name
description: A brief description of what this collection provides and who should use it.
tags: [tag1, tag2, tag3] # Optional discovery tags
items:
- path: prompts/my-prompt.prompt.md
kind: prompt
- path: instructions/my-instructions.instructions.md
kind: instruction
- path: agents/my-custom.agent.md
kind: agent
usage: |
recommended # or "optional" if not essential to the workflow
This agent requires the following instructions/prompts/MCPs:
- Instruction 1
- Prompt 1
- MCP 1
This agent is ideal for...
- Use case 1
- Use case 2
Here is an example of how to use it:
```markdown, task-plan.prompt.md
---
mode: task-planner
title: Plan microsoft fabric realtime intelligence terraform support
---
#file: <file including in chat context>
Do an action to achieve goal.
```
plugins/my-plugin-id/
├── .github/plugin/plugin.json # Plugin metadata
├── README.md # Plugin documentation
├── commands/ # Symlinked prompt files
├── agents/ # Symlinked agent files
└── skills/ # Symlinked skill folders
```
To get the best results, consider...
- Tip 1
- Tip 2
#### Plugin Guidelines
display:
ordering: alpha # or "manual" to preserve order above
show_badge: false # set to true to show collection badge
```
For full example of usage checkout edge-ai tasks collection:
- [edge-ai-tasks.collection.yml](./collections/edge-ai-tasks.collection.yml)
- [edge-ai-tasks.md](./collections/edge-ai-tasks.md)
#### Collection Guidelines
- **Focus on workflows**: Group items that work together for specific use cases
- **Reasonable size**: Typically 3-10 items work well
- **Test combinations**: Ensure the items complement each other effectively
- **Clear purpose**: The collection should solve a specific problem or workflow
- **Validate before submitting**: Run `node validate-collections.js` to ensure your manifest is valid
- **Use symlinks**: Plugin content should be symlinks to source files in agents/, prompts/, skills/ directories
- **Valid references**: All items referenced in plugin.json must exist in the repository
- **Clear purpose**: The plugin should solve a specific problem or workflow
- **Validate before submitting**: Run `npm run plugin:validate` to ensure your plugin is valid
### Working with Plugins
Plugins are installable packages automatically generated from collections. They contain symlinked agents, commands (prompts), and skills from the source collection.
#### Creating a Plugin from a Collection
When you create a new collection, you can generate a corresponding plugin:
```bash
# Migrate a collection to a new plugin (first time only)
npm run plugin:migrate -- --collection <collection-id>
```
#### Updating Plugins After Collection Changes
If you modify a collection (add/remove items, update metadata), refresh the corresponding plugin:
```bash
# Refresh a single plugin
npm run plugin:refresh -- --collection <collection-id>
# Refresh all existing plugins
npm run plugin:refresh -- --all
```
Plugins are installable packages that contain symlinked agents, commands (prompts), and skills organized around a specific theme or workflow.
#### Plugin Structure
```plaintext
plugins/<collection-id>/
├── .github/plugin/plugin.json # Plugin metadata (auto-generated)
├── README.md # Plugin documentation (auto-generated)
plugins/<plugin-name>/
├── .github/plugin/plugin.json # Plugin metadata
├── README.md # Plugin documentation
├── agents/ # Symlinks to agent files (.md)
├── commands/ # Symlinks to prompt files (.md)
└── skills/ # Symlinks to skill folders
@@ -251,14 +188,13 @@ plugins/<collection-id>/
- **Symlinks, not copies**: Plugin files are symlinks to the source files, avoiding duplication
- **Instructions excluded**: Instructions are not currently supported in plugins
- **Auto-generated content**: The `plugin.json` and `README.md` are generated from the collection metadata
- **Keep plugins in sync**: After modifying a collection, run `plugin:refresh` to update the plugin
- **Validate before submitting**: Run `npm run plugin:validate` to ensure your plugin is valid
## Submitting Your Contribution
1. **Fork this repository**
2. **Create a new branch** for your contribution
3. **Add your instruction, prompt file, chatmode, or collection** following the guidelines above
3. **Add your instruction, prompt file, chatmode, or plugin** following the guidelines above
4. **Run the update script**: `npm start` to update the README with your new file (make sure you run `npm install` first if you haven't already)
- A GitHub Actions workflow will verify that this step was performed correctly
- If the README.md would be modified by running the script, the PR check will fail with a comment showing the required changes
@@ -324,7 +260,7 @@ We welcome many kinds of contributions, including the custom categories below:
| **Prompts** | Reusable or one-off prompts for GitHub Copilot | ⌨️ |
| **Agents** | Defined GitHub Copilot roles or personalities | 🎭 |
| **Skills** | Specialized knowledge of a task for GitHub Copilot | 🧰 |
| **Collections** | Curated bundles of related prompts, agents, or instructions | 🎁 |
| **Plugins** | Installable packages of related prompts, agents, or skills | 🎁 |
In addition, all standard contribution types supported by [All Contributors](https://allcontributors.org/emoji-key/) are recognized.

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@@ -13,18 +13,18 @@ This repository provides a comprehensive toolkit for enhancing GitHub Copilot wi
- **👉 [Awesome Instructions](docs/README.instructions.md)** - Comprehensive coding standards and best practices that apply to specific file patterns or entire projects
- **👉 [Awesome Hooks](docs/README.hooks.md)** - Automated workflows triggered by specific events during development, testing, and deployment
- **👉 [Awesome Skills](docs/README.skills.md)** - Self-contained folders with instructions and bundled resources that enhance AI capabilities for specialized tasks
- **👉 [Awesome Collections](docs/README.collections.md)** - Curated collections of related prompts, instructions, agents, and skills organized around specific themes and workflows
- **👉 [Awesome Plugins](docs/README.plugins.md)** - Curated plugins of related prompts, agents, and skills organized around specific themes and workflows
- **👉 [Awesome Cookbook Recipes](cookbook/README.md)** - Practical, copy-paste-ready code snippets and real-world examples for working with GitHub Copilot tools and features
## 🌟 Featured Collections
## 🌟 Featured Plugins
Discover our curated collections of prompts, instructions, and agents organized around specific themes and workflows.
Discover our curated plugins of prompts, agents, and skills organized around specific themes and workflows.
| Name | Description | Items | Tags |
| ---- | ----------- | ----- | ---- |
| [Awesome Copilot](collections/awesome-copilot.md) | Meta prompts that help you discover and generate curated GitHub Copilot agents, collections, instructions, prompts, and skills. | 5 items | github-copilot, discovery, meta, prompt-engineering, agents |
| [Copilot SDK](collections/copilot-sdk.md) | Build applications with the GitHub Copilot SDK across multiple programming languages. Includes comprehensive instructions for C#, Go, Node.js/TypeScript, and Python to help you create AI-powered applications. | 5 items | copilot-sdk, sdk, csharp, go, nodejs, typescript, python, ai, github-copilot |
| [Partners](collections/partners.md) | Custom agents that have been created by GitHub partners | 20 items | devops, security, database, cloud, infrastructure, observability, feature-flags, cicd, migration, performance |
| [Awesome Copilot](plugins/awesome-copilot/README.md) | Meta prompts that help you discover and generate curated GitHub Copilot agents, collections, instructions, prompts, and skills. | 5 items | github-copilot, discovery, meta, prompt-engineering, agents |
| [Copilot SDK](plugins/copilot-sdk/README.md) | Build applications with the GitHub Copilot SDK across multiple programming languages. Includes comprehensive instructions for C#, Go, Node.js/TypeScript, and Python to help you create AI-powered applications. | 5 items | copilot-sdk, sdk, csharp, go, nodejs, typescript, python, ai, github-copilot |
| [Partners](plugins/partners/README.md) | Custom agents that have been created by GitHub partners | 20 items | devops, security, database, cloud, infrastructure, observability, feature-flags, cicd, migration, performance |
## How to Install Customizations
@@ -63,7 +63,7 @@ An [`llms.txt`](https://github.github.io/awesome-copilot/llms.txt) file followin
### 🔌 Plugins
Plugins are installable packages generated from collections. Each plugin contains symlinked agents, commands (prompts), and skills from the source collection, making it easy to install a curated set of resources.
Plugins are installable packages that bundle related agents, commands (prompts), and skills, making it easy to install a curated set of resources.
#### Installing Plugins
@@ -73,7 +73,7 @@ First, add the Awesome Copilot marketplace to your Copilot CLI:
copilot plugin marketplace add github/awesome-copilot
```
Then install any plugin from the collection:
Then install any plugin:
```bash
copilot plugin install <plugin-name>@awesome-copilot
@@ -131,8 +131,7 @@ For AI coding agents working with this project, refer to [AGENTS.md](AGENTS.md)
├── prompts/ # Task-specific prompts (.prompt.md)
├── instructions/ # Coding standards and best practices (.instructions.md)
├── agents/ # AI personas and specialized modes (.agent.md)
├── collections/ # Curated collections of related items (.collection.yml)
├── plugins/ # Installable plugins generated from collections
├── plugins/ # Installable plugins bundling related items
├── scripts/ # Utility scripts for maintenance
└── skills/ # AI capabilities for specialized tasks
```
@@ -165,12 +164,12 @@ Thanks goes to these wonderful people ([emoji key](./CONTRIBUTING.md#contributor
<table>
<tbody>
<tr>
<td align="center" valign="top" width="14.28%"><a href="https://www.aaron-powell.com/"><img src="https://avatars.githubusercontent.com/u/434140?v=4?s=100" width="100px;" alt="Aaron Powell"/><br /><sub><b>Aaron Powell</b></sub></a><br /><a href="#agents-aaronpowell" title="Specialized agents for GitHub Copilot">🎭</a> <a href="https://github.com/github/awesome-copilot/commits?author=aaronpowell" title="Code">💻</a> <a href="#collections-aaronpowell" title="Curated collections of related content">🎁</a> <a href="https://github.com/github/awesome-copilot/commits?author=aaronpowell" title="Documentation">📖</a> <a href="#infra-aaronpowell" title="Infrastructure (Hosting, Build-Tools, etc)">🚇</a> <a href="#instructions-aaronpowell" title="Custom instructions for GitHub Copilot">🧭</a> <a href="#maintenance-aaronpowell" title="Maintenance">🚧</a> <a href="#prompts-aaronpowell" title="Reusable prompts for GitHub Copilot">⌨️</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://www.aaron-powell.com/"><img src="https://avatars.githubusercontent.com/u/434140?v=4?s=100" width="100px;" alt="Aaron Powell"/><br /><sub><b>Aaron Powell</b></sub></a><br /><a href="#agents-aaronpowell" title="Specialized agents for GitHub Copilot">🎭</a> <a href="https://github.com/github/awesome-copilot/commits?author=aaronpowell" title="Code">💻</a> <a href="#plugins-aaronpowell" title="Curated plugins of related content">🎁</a> <a href="https://github.com/github/awesome-copilot/commits?author=aaronpowell" title="Documentation">📖</a> <a href="#infra-aaronpowell" title="Infrastructure (Hosting, Build-Tools, etc)">🚇</a> <a href="#instructions-aaronpowell" title="Custom instructions for GitHub Copilot">🧭</a> <a href="#maintenance-aaronpowell" title="Maintenance">🚧</a> <a href="#prompts-aaronpowell" title="Reusable prompts for GitHub Copilot">⌨️</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://codemilltech.com/"><img src="https://avatars.githubusercontent.com/u/2053639?v=4?s=100" width="100px;" alt="Matt Soucoup"/><br /><sub><b>Matt Soucoup</b></sub></a><br /><a href="#infra-codemillmatt" title="Infrastructure (Hosting, Build-Tools, etc)">🚇</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://www.buymeacoffee.com/troystaylor"><img src="https://avatars.githubusercontent.com/u/44444967?v=4?s=100" width="100px;" alt="Troy Simeon Taylor"/><br /><sub><b>Troy Simeon Taylor</b></sub></a><br /><a href="#agents-troystaylor" title="Specialized agents for GitHub Copilot">🎭</a> <a href="#collections-troystaylor" title="Curated collections of related content">🎁</a> <a href="#instructions-troystaylor" title="Custom instructions for GitHub Copilot">🧭</a> <a href="#prompts-troystaylor" title="Reusable prompts for GitHub Copilot">⌨️</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://www.buymeacoffee.com/troystaylor"><img src="https://avatars.githubusercontent.com/u/44444967?v=4?s=100" width="100px;" alt="Troy Simeon Taylor"/><br /><sub><b>Troy Simeon Taylor</b></sub></a><br /><a href="#agents-troystaylor" title="Specialized agents for GitHub Copilot">🎭</a> <a href="#plugins-troystaylor" title="Curated plugins of related content">🎁</a> <a href="#instructions-troystaylor" title="Custom instructions for GitHub Copilot">🧭</a> <a href="#prompts-troystaylor" title="Reusable prompts for GitHub Copilot">⌨️</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/abbas133"><img src="https://avatars.githubusercontent.com/u/7757139?v=4?s=100" width="100px;" alt="Abbas"/><br /><sub><b>Abbas</b></sub></a><br /><a href="#agents-abbas133" title="Specialized agents for GitHub Copilot">🎭</a> <a href="#instructions-abbas133" title="Custom instructions for GitHub Copilot">🧭</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://calva.io/"><img src="https://avatars.githubusercontent.com/u/30010?v=4?s=100" width="100px;" alt="Peter Strömberg"/><br /><sub><b>Peter Strömberg</b></sub></a><br /><a href="#agents-PEZ" title="Specialized agents for GitHub Copilot">🎭</a> <a href="#collections-PEZ" title="Curated collections of related content">🎁</a> <a href="#instructions-PEZ" title="Custom instructions for GitHub Copilot">🧭</a> <a href="#prompts-PEZ" title="Reusable prompts for GitHub Copilot">⌨️</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://danielscottraynsford.com/"><img src="https://avatars.githubusercontent.com/u/7589164?v=4?s=100" width="100px;" alt="Daniel Scott-Raynsford"/><br /><sub><b>Daniel Scott-Raynsford</b></sub></a><br /><a href="#agents-PlagueHO" title="Specialized agents for GitHub Copilot">🎭</a> <a href="#collections-PlagueHO" title="Curated collections of related content">🎁</a> <a href="#instructions-PlagueHO" title="Custom instructions for GitHub Copilot">🧭</a> <a href="#prompts-PlagueHO" title="Reusable prompts for GitHub Copilot">⌨️</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://calva.io/"><img src="https://avatars.githubusercontent.com/u/30010?v=4?s=100" width="100px;" alt="Peter Strömberg"/><br /><sub><b>Peter Strömberg</b></sub></a><br /><a href="#agents-PEZ" title="Specialized agents for GitHub Copilot">🎭</a> <a href="#plugins-PEZ" title="Curated plugins of related content">🎁</a> <a href="#instructions-PEZ" title="Custom instructions for GitHub Copilot">🧭</a> <a href="#prompts-PEZ" title="Reusable prompts for GitHub Copilot">⌨️</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://danielscottraynsford.com/"><img src="https://avatars.githubusercontent.com/u/7589164?v=4?s=100" width="100px;" alt="Daniel Scott-Raynsford"/><br /><sub><b>Daniel Scott-Raynsford</b></sub></a><br /><a href="#agents-PlagueHO" title="Specialized agents for GitHub Copilot">🎭</a> <a href="#plugins-PlagueHO" title="Curated plugins of related content">🎁</a> <a href="#instructions-PlagueHO" title="Custom instructions for GitHub Copilot">🧭</a> <a href="#prompts-PlagueHO" title="Reusable prompts for GitHub Copilot">⌨️</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/jhauga"><img src="https://avatars.githubusercontent.com/u/10998676?v=4?s=100" width="100px;" alt="John Haugabook"/><br /><sub><b>John Haugabook</b></sub></a><br /><a href="#instructions-jhauga" title="Custom instructions for GitHub Copilot">🧭</a> <a href="#prompts-jhauga" title="Reusable prompts for GitHub Copilot">⌨️</a></td>
</tr>
<tr>
@@ -210,7 +209,7 @@ Thanks goes to these wonderful people ([emoji key](./CONTRIBUTING.md#contributor
<td align="center" valign="top" width="14.28%"><a href="https://github.com/guiopen"><img src="https://avatars.githubusercontent.com/u/94094527?v=4?s=100" width="100px;" alt="Guilherme do Amaral Alves "/><br /><sub><b>Guilherme do Amaral Alves </b></sub></a><br /><a href="#instructions-guiopen" title="Custom instructions for GitHub Copilot">🧭</a></td>
</tr>
<tr>
<td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/griffinashe/"><img src="https://avatars.githubusercontent.com/u/6391612?v=4?s=100" width="100px;" alt="Griffin Ashe"/><br /><sub><b>Griffin Ashe</b></sub></a><br /><a href="#agents-griffinashe" title="Specialized agents for GitHub Copilot">🎭</a> <a href="#collections-griffinashe" title="Curated collections of related content">🎁</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/griffinashe/"><img src="https://avatars.githubusercontent.com/u/6391612?v=4?s=100" width="100px;" alt="Griffin Ashe"/><br /><sub><b>Griffin Ashe</b></sub></a><br /><a href="#agents-griffinashe" title="Specialized agents for GitHub Copilot">🎭</a> <a href="#plugins-griffinashe" title="Curated plugins of related content">🎁</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/anchildress1"><img src="https://avatars.githubusercontent.com/u/6563688?v=4?s=100" width="100px;" alt="Ashley Childress"/><br /><sub><b>Ashley Childress</b></sub></a><br /><a href="#agents-anchildress1" title="Specialized agents for GitHub Copilot">🎭</a> <a href="https://github.com/github/awesome-copilot/commits?author=anchildress1" title="Documentation">📖</a> <a href="#instructions-anchildress1" title="Custom instructions for GitHub Copilot">🧭</a> <a href="#infra-anchildress1" title="Infrastructure (Hosting, Build-Tools, etc)">🚇</a> <a href="https://github.com/github/awesome-copilot/commits?author=anchildress1" title="Code">💻</a></td>
<td align="center" valign="top" width="14.28%"><a href="http://www.senseof.tech/"><img src="https://avatars.githubusercontent.com/u/50712277?v=4?s=100" width="100px;" alt="Adrien Clerbois"/><br /><sub><b>Adrien Clerbois</b></sub></a><br /><a href="#agents-AClerbois" title="Specialized agents for GitHub Copilot">🎭</a> <a href="https://github.com/github/awesome-copilot/commits?author=AClerbois" title="Documentation">📖</a> <a href="#prompts-AClerbois" title="Reusable prompts for GitHub Copilot">⌨️</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/Vhivi"><img src="https://avatars.githubusercontent.com/u/38220028?v=4?s=100" width="100px;" alt="ANGELELLI David"/><br /><sub><b>ANGELELLI David</b></sub></a><br /><a href="#agents-Vhivi" title="Specialized agents for GitHub Copilot">🎭</a></td>
@@ -232,7 +231,7 @@ Thanks goes to these wonderful people ([emoji key](./CONTRIBUTING.md#contributor
<td align="center" valign="top" width="14.28%"><a href="https://github.com/anschnapp"><img src="https://avatars.githubusercontent.com/u/17565996?v=4?s=100" width="100px;" alt="anschnapp"/><br /><sub><b>anschnapp</b></sub></a><br /><a href="#agents-anschnapp" title="Specialized agents for GitHub Copilot">🎭</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/hizahizi-hizumi"><img src="https://avatars.githubusercontent.com/u/163728895?v=4?s=100" width="100px;" alt="hizahizi-hizumi"/><br /><sub><b>hizahizi-hizumi</b></sub></a><br /><a href="#instructions-hizahizi-hizumi" title="Custom instructions for GitHub Copilot">🧭</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://jianminhuang.cc/"><img src="https://avatars.githubusercontent.com/u/6296280?v=4?s=100" width="100px;" alt="黃健旻 Vincent Huang"/><br /><sub><b>黃健旻 Vincent Huang</b></sub></a><br /><a href="#prompts-Jian-Min-Huang" title="Reusable prompts for GitHub Copilot">⌨️</a></td>
<td align="center" valign="top" width="14.28%"><a href="http://brunoborges.io/"><img src="https://avatars.githubusercontent.com/u/129743?v=4?s=100" width="100px;" alt="Bruno Borges"/><br /><sub><b>Bruno Borges</b></sub></a><br /><a href="#collections-brunoborges" title="Curated collections of related content">🎁</a> <a href="#instructions-brunoborges" title="Custom instructions for GitHub Copilot">🧭</a></td>
<td align="center" valign="top" width="14.28%"><a href="http://brunoborges.io/"><img src="https://avatars.githubusercontent.com/u/129743?v=4?s=100" width="100px;" alt="Bruno Borges"/><br /><sub><b>Bruno Borges</b></sub></a><br /><a href="#plugins-brunoborges" title="Curated plugins of related content">🎁</a> <a href="#instructions-brunoborges" title="Custom instructions for GitHub Copilot">🧭</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://www.movinglive.ca/"><img src="https://avatars.githubusercontent.com/u/14792628?v=4?s=100" width="100px;" alt="Steve Magne"/><br /><sub><b>Steve Magne</b></sub></a><br /><a href="https://github.com/github/awesome-copilot/commits?author=MovingLive" title="Documentation">📖</a> <a href="#instructions-MovingLive" title="Custom instructions for GitHub Copilot">🧭</a></td>
<td align="center" valign="top" width="14.28%"><a href="http://shaneneuville.com/"><img src="https://avatars.githubusercontent.com/u/5375137?v=4?s=100" width="100px;" alt="Shane Neuville"/><br /><sub><b>Shane Neuville</b></sub></a><br /><a href="#agents-PureWeen" title="Specialized agents for GitHub Copilot">🎭</a> <a href="#instructions-PureWeen" title="Custom instructions for GitHub Copilot">🧭</a></td>
</tr>
@@ -273,7 +272,7 @@ Thanks goes to these wonderful people ([emoji key](./CONTRIBUTING.md#contributor
<td align="center" valign="top" width="14.28%"><a href="https://github.com/SomeSolutionsArchitect"><img src="https://avatars.githubusercontent.com/u/139817767?v=4?s=100" width="100px;" alt="SomeSolutionsArchitect"/><br /><sub><b>SomeSolutionsArchitect</b></sub></a><br /><a href="#agents-SomeSolutionsArchitect" title="Specialized agents for GitHub Copilot">🎭</a></td>
</tr>
<tr>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/kewalaka"><img src="https://avatars.githubusercontent.com/u/3146590?v=4?s=100" width="100px;" alt="Stu Mace"/><br /><sub><b>Stu Mace</b></sub></a><br /><a href="#agents-kewalaka" title="Specialized agents for GitHub Copilot">🎭</a> <a href="#collections-kewalaka" title="Curated collections of related content">🎁</a> <a href="#instructions-kewalaka" title="Custom instructions for GitHub Copilot">🧭</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/kewalaka"><img src="https://avatars.githubusercontent.com/u/3146590?v=4?s=100" width="100px;" alt="Stu Mace"/><br /><sub><b>Stu Mace</b></sub></a><br /><a href="#agents-kewalaka" title="Specialized agents for GitHub Copilot">🎭</a> <a href="#plugins-kewalaka" title="Curated plugins of related content">🎁</a> <a href="#instructions-kewalaka" title="Custom instructions for GitHub Copilot">🧭</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/STRUDSO"><img src="https://avatars.githubusercontent.com/u/1543732?v=4?s=100" width="100px;" alt="Søren Trudsø Mahon"/><br /><sub><b>Søren Trudsø Mahon</b></sub></a><br /><a href="#instructions-STRUDSO" title="Custom instructions for GitHub Copilot">🧭</a></td>
<td align="center" valign="top" width="14.28%"><a href="http://enakdesign.com/"><img src="https://avatars.githubusercontent.com/u/14024037?v=4?s=100" width="100px;" alt="Tj Vita"/><br /><sub><b>Tj Vita</b></sub></a><br /><a href="#agents-semperteneo" title="Specialized agents for GitHub Copilot">🎭</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/pelikhan"><img src="https://avatars.githubusercontent.com/u/4175913?v=4?s=100" width="100px;" alt="Peli de Halleux"/><br /><sub><b>Peli de Halleux</b></sub></a><br /><a href="https://github.com/github/awesome-copilot/commits?author=pelikhan" title="Code">💻</a></td>
@@ -285,7 +284,7 @@ Thanks goes to these wonderful people ([emoji key](./CONTRIBUTING.md#contributor
<td align="center" valign="top" width="14.28%"><a href="https://oskarthornblad.se/"><img src="https://avatars.githubusercontent.com/u/640102?v=4?s=100" width="100px;" alt="Oskar Thornblad"/><br /><sub><b>Oskar Thornblad</b></sub></a><br /><a href="#instructions-prewk" title="Custom instructions for GitHub Copilot">🧭</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/nischays"><img src="https://avatars.githubusercontent.com/u/54121853?v=4?s=100" width="100px;" alt="Nischay Sharma"/><br /><sub><b>Nischay Sharma</b></sub></a><br /><a href="#agents-nischays" title="Specialized agents for GitHub Copilot">🎭</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/Naikabg"><img src="https://avatars.githubusercontent.com/u/19915620?v=4?s=100" width="100px;" alt="Nikolay Marinov"/><br /><sub><b>Nikolay Marinov</b></sub></a><br /><a href="#agents-Naikabg" title="Specialized agents for GitHub Copilot">🎭</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/niksac"><img src="https://avatars.githubusercontent.com/u/20246918?v=4?s=100" width="100px;" alt="Nik Sachdeva"/><br /><sub><b>Nik Sachdeva</b></sub></a><br /><a href="#agents-niksacdev" title="Specialized agents for GitHub Copilot">🎭</a> <a href="#collections-niksacdev" title="Curated collections of related content">🎁</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/niksac"><img src="https://avatars.githubusercontent.com/u/20246918?v=4?s=100" width="100px;" alt="Nik Sachdeva"/><br /><sub><b>Nik Sachdeva</b></sub></a><br /><a href="#agents-niksacdev" title="Specialized agents for GitHub Copilot">🎭</a> <a href="#plugins-niksacdev" title="Curated plugins of related content">🎁</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://onetipaweek.com/"><img src="https://avatars.githubusercontent.com/u/833231?v=4?s=100" width="100px;" alt="Nick Taylor"/><br /><sub><b>Nick Taylor</b></sub></a><br /><a href="https://github.com/github/awesome-copilot/commits?author=nickytonline" title="Code">💻</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://nicholasdbrady.github.io/cookbook/"><img src="https://avatars.githubusercontent.com/u/18353756?v=4?s=100" width="100px;" alt="Nick Brady"/><br /><sub><b>Nick Brady</b></sub></a><br /><a href="#agents-nicholasdbrady" title="Specialized agents for GitHub Copilot">🎭</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/nastanford"><img src="https://avatars.githubusercontent.com/u/1755947?v=4?s=100" width="100px;" alt="Nathan Stanford Sr"/><br /><sub><b>Nathan Stanford Sr</b></sub></a><br /><a href="#instructions-nastanford" title="Custom instructions for GitHub Copilot">🧭</a></td>
@@ -306,7 +305,7 @@ Thanks goes to these wonderful people ([emoji key](./CONTRIBUTING.md#contributor
<td align="center" valign="top" width="14.28%"><a href="https://github.com/nativebpm"><img src="https://avatars.githubusercontent.com/u/33398121?v=4?s=100" width="100px;" alt="sauran"/><br /><sub><b>sauran</b></sub></a><br /><a href="#instructions-isauran" title="Custom instructions for GitHub Copilot">🧭</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/samqbush"><img src="https://avatars.githubusercontent.com/u/74389839?v=4?s=100" width="100px;" alt="samqbush"/><br /><sub><b>samqbush</b></sub></a><br /><a href="#prompts-samqbush" title="Reusable prompts for GitHub Copilot">⌨️</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/pareenaverma"><img src="https://avatars.githubusercontent.com/u/59843121?v=4?s=100" width="100px;" alt="pareenaverma"/><br /><sub><b>pareenaverma</b></sub></a><br /><a href="#agents-pareenaverma" title="Specialized agents for GitHub Copilot">🎭</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/oleksiyyurchyna"><img src="https://avatars.githubusercontent.com/u/10256765?v=4?s=100" width="100px;" alt="oleksiyyurchyna"/><br /><sub><b>oleksiyyurchyna</b></sub></a><br /><a href="#collections-oleksiyyurchyna" title="Curated collections of related content">🎁</a> <a href="#prompts-oleksiyyurchyna" title="Reusable prompts for GitHub Copilot">⌨️</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/oleksiyyurchyna"><img src="https://avatars.githubusercontent.com/u/10256765?v=4?s=100" width="100px;" alt="oleksiyyurchyna"/><br /><sub><b>oleksiyyurchyna</b></sub></a><br /><a href="#plugins-oleksiyyurchyna" title="Curated plugins of related content">🎁</a> <a href="#prompts-oleksiyyurchyna" title="Reusable prompts for GitHub Copilot">⌨️</a></td>
</tr>
<tr>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/time-by-waves"><img src="https://avatars.githubusercontent.com/u/34587654?v=4?s=100" width="100px;" alt="oceans-of-time"/><br /><sub><b>oceans-of-time</b></sub></a><br /><a href="#instructions-time-by-waves" title="Custom instructions for GitHub Copilot">🧭</a></td>

View File

@@ -2,7 +2,7 @@
description: "Automates browser testing, UI/UX validation via Chrome DevTools"
name: gem-chrome-tester
disable-model-invocation: false
user-invokable: true
user-invocable: true
---
<agent>
@@ -22,26 +22,27 @@ Browser automation, Validation Matrix scenarios, visual verification via screens
<workflow>
- Analyze: Identify plan_id, task_def. Use reference_cache for WCAG standards. Map validation_matrix to scenarios.
- Execute: Initialize Chrome DevTools. Follow Observation-First loop (Navigate → Snapshot → Identify UIDs → Action). Verify UI state after each. Capture evidence.
- Execute: Initialize Chrome DevTools. Follow Observation-First loop (Navigate → Snapshot → Action). Verify UI state after each. Capture evidence.
- Verify: Check console/network, run task_block.verification, review against AC.
- Reflect (M+ or failed only): Self-review against AC and SLAs.
- Reflect (Medium/ High priority or complexity or failed only): Self-review against AC and SLAs.
- Cleanup: close browser sessions.
- Return simple JSON: {"status": "success|failed|needs_revision", "task_id": "[task_id]", "summary": "[brief summary]"}
</workflow>
<operating_rules>
- Tool Activation: Always activate Chrome DevTools tool categories before use (activate_browser_navigation_tools, activate_element_interaction_tools, activate_form_input_tools, activate_console_logging_tools, activate_performance_analysis_tools, activate_visual_snapshot_tools)
- Tool Activation: Always activate web interaction tools before use (activate_web_interaction)
- Context-efficient file reading: prefer semantic search, file outlines, and targeted line-range reads; limit to 200 lines per read
- Evidence storage: directory structure docs/plan/{plan_id}/evidence/{task_id}/ with subfolders screenshots/, logs/, network/. Files named by timestamp and scenario.
- Built-in preferred; batch independent calls
- Use UIDs from take_snapshot; avoid raw CSS/XPath
- Research: tavily_search only for edge cases
- Never navigate to prod without approval
- Never navigate to production without approval
- Always wait_for and verify UI state
- Cleanup: close browser sessions
- Errors: transient→handle, persistent→escalate
- Sensitive URLs → report, don't navigate
- Communication: Be concise: minimal verbosity, no unsolicited elaboration.
- Communication: Output ONLY the requested deliverable. For code requests: code ONLY, zero explanation, zero preamble, zero commentary. For questions: direct answer in ≤3 sentences. Never explain your process unless explicitly asked "explain how".
</operating_rules>
<final_anchor>

View File

@@ -2,7 +2,7 @@
description: "Manages containers, CI/CD pipelines, and infrastructure deployment"
name: gem-devops
disable-model-invocation: false
user-invokable: true
user-invocable: true
---
<agent>
@@ -18,9 +18,10 @@ Containerization (Docker) and Orchestration (K8s), CI/CD pipeline design and aut
<workflow>
- Preflight: Verify environment (docker, kubectl), permissions, resources. Ensure idempotency.
- Approval Check: If task.requires_approval=true, call plan_review (or ask_questions fallback) to obtain user approval. If denied, return status=needs_revision and abort.
- Execute: Run infrastructure operations using idempotent commands. Use atomic operations.
- Verify: Run task_block.verification and health checks. Verify state matches expected.
- Reflect (M+ only): Self-review against quality standards.
- Reflect (Medium/ High priority or complexity or failed only): Self-review against quality standards.
- Return simple JSON: {"status": "success|failed|needs_revision", "task_id": "[task_id]", "summary": "[brief summary]"}
</workflow>
@@ -29,7 +30,6 @@ Containerization (Docker) and Orchestration (K8s), CI/CD pipeline design and aut
- Tool Activation: Always activate VS Code interaction tools before use (activate_vs_code_interaction)
- Context-efficient file reading: prefer semantic search, file outlines, and targeted line-range reads; limit to 200 lines per read
- Built-in preferred; batch independent calls
- Use idempotent commands
- Research: tavily_search only for unfamiliar scenarios
- Never store plaintext secrets
- Always run health checks
@@ -39,15 +39,22 @@ Containerization (Docker) and Orchestration (K8s), CI/CD pipeline design and aut
- Errors: transient→handle, persistent→escalate
- Plaintext secrets → halt and abort
- Prefer multi_replace_string_in_file for file edits (batch for efficiency)
- Communication: Be concise: minimal verbosity, no unsolicited elaboration.
- Communication: Output ONLY the requested deliverable. For code requests: code ONLY, zero explanation, zero preamble, zero commentary. For questions: direct answer in ≤3 sentences. Never explain your process unless explicitly asked "explain how".
</operating_rules>
<approval_gates>
- security_gate: Required for secrets/PII/production changes
- deployment_approval: Required for production deployment
security_gate: |
Triggered when task involves secrets, PII, or production changes.
Conditions: task.requires_approval = true OR task.security_sensitive = true.
Action: Call plan_review (or ask_questions fallback) to present security implications and obtain explicit approval. If denied, abort and return status=needs_revision.
deployment_approval: |
Triggered for production deployments.
Conditions: task.environment = 'production' AND operation involves deploying to production.
Action: Call plan_review to confirm production deployment. If denied, abort and return status=needs_revision.
</approval_gates>
<final_anchor>
Execute container/CI/CD ops, verify health, prevent secrets; return simple JSON {status, task_id, summary}; autonomous, no user interaction; stay as devops.
Execute container/CI/CD ops, verify health, prevent secrets; return simple JSON {status, task_id, summary}; autonomous except production approval gates; stay as devops.
</final_anchor>
</agent>

View File

@@ -2,7 +2,7 @@
description: "Generates technical docs, diagrams, maintains code-documentation parity"
name: gem-documentation-writer
disable-model-invocation: false
user-invokable: true
user-invocable: true
---
<agent>
@@ -40,7 +40,7 @@ Technical communication and documentation architecture, API specification (OpenA
- Handle errors: transient→handle, persistent→escalate
- Secrets/PII → halt and remove
- Prefer multi_replace_string_in_file for file edits (batch for efficiency)
- Communication: Be concise: minimal verbosity, no unsolicited elaboration.
- Communication: Output ONLY the requested deliverable. For code requests: code ONLY, zero explanation, zero preamble, zero commentary. For questions: direct answer in ≤3 sentences. Never explain your process unless explicitly asked "explain how".
</operating_rules>
<final_anchor>

View File

@@ -2,7 +2,7 @@
description: "Executes TDD code changes, ensures verification, maintains quality"
name: gem-implementer
disable-model-invocation: false
user-invokable: true
user-invocable: true
---
<agent>
@@ -13,7 +13,7 @@ Code Implementer: executes architectural vision, solves implementation details,
</role>
<expertise>
Full-stack implementation and refactoring, Unit and integration testing (TDD/VDD), Debugging and Root Cause Analysis, Performance optimization and code hygiene, Modular architecture and small-file organization, Minimal/concise/lint-compatible code, YAGNI/KISS/DRY principles, Functional programming, Flat Logic (max 3-level nesting via Early Returns)
Full-stack implementation and refactoring, Unit and integration testing (TDD/VDD), Debugging and Root Cause Analysis, Performance optimization and code hygiene, Modular architecture and small-file organization, Minimal/concise/lint-compatible code, YAGNI/KISS/DRY principles, Functional programming
</expertise>
<workflow>
@@ -22,7 +22,7 @@ Full-stack implementation and refactoring, Unit and integration testing (TDD/VDD
- TDD Green: Write MINIMAL code to pass tests, avoid over-engineering, confirm PASS.
- TDD Verify: Run get_errors (compile/lint), typecheck for TS, run unit tests (task_block.verification).
- TDD Refactor (Optional): Refactor for clarity and DRY.
- Reflect (M+ only): Self-review for security, performance, naming.
- Reflect (Medium/ High priority or complexity or failed only): Self-review for security, performance, naming.
- Return simple JSON: {"status": "success|failed|needs_revision", "task_id": "[task_id]", "summary": "[brief summary]"}
</workflow>
@@ -37,7 +37,6 @@ Full-stack implementation and refactoring, Unit and integration testing (TDD/VDD
- Never hardcode secrets/PII; OWASP review
- Adhere to tech_stack; no unapproved libraries
- Never bypass linting/formatting
- TDD: Write tests BEFORE code; confirm FAIL; write MINIMAL code
- Fix all errors (lint, compile, typecheck, tests) immediately
- Produce minimal, concise, modular code; small files
- Never use TBD/TODO as final code
@@ -47,7 +46,7 @@ Full-stack implementation and refactoring, Unit and integration testing (TDD/VDD
- Vulnerabilities → fix before handoff
- Prefer existing tools/ORM/framework over manual database operations (migrations, seeding, generation)
- Prefer multi_replace_string_in_file for file edits (batch for efficiency)
- Communication: Be concise: minimal verbosity, no unsolicited elaboration.
- Communication: Output ONLY the requested deliverable. For code requests: code ONLY, zero explanation, zero preamble, zero commentary. For questions: direct answer in ≤3 sentences. Never explain your process unless explicitly asked "explain how".
</operating_rules>
<final_anchor>

View File

@@ -2,7 +2,7 @@
description: "Coordinates multi-agent workflows, delegates tasks, synthesizes results via runSubagent"
name: gem-orchestrator
disable-model-invocation: true
user-invokable: true
user-invocable: true
---
<agent>
@@ -17,27 +17,36 @@ Multi-agent coordination, State management, Feedback routing
</expertise>
<valid_subagents>
gem-researcher, gem-planner, gem-implementer, gem-chrome-tester, gem-devops, gem-reviewer, gem-documentation-writer
gem-researcher, gem-implementer, gem-chrome-tester, gem-devops, gem-reviewer, gem-documentation-writer
</valid_subagents>
<workflow>
- Init:
- Parse goal.
- Generate PLAN_ID with unique identifier name and date.
- Parse user request.
- Generate plan_id with unique identifier name and date.
- If no `plan.yaml`:
- Identify key domains, features, or directories (focus_area). Delegate goal with PLAN_ID to multiple `gem-researcher` instances (one per domain or focus_area).
- Delegate goal with PLAN_ID to `gem-planner` to create initial plan.
- Identify key domains, features, or directories (focus_area). Delegate objective, focus_area, plan_id to multiple `gem-researcher` instances (one per domain or focus_area).
- Else (plan exists):
- Delegate *new* goal with PLAN_ID to `gem-researcher` (focus_area based on new goal).
- Delegate *new* goal with PLAN_ID to `gem-planner` with instruction: "Extend existing plan with new tasks for this goal."
- Delegate *new* objective, plan_id to `gem-researcher` (focus_area based on new objective).
- Verify:
- Research findings exist in `docs/plan/{plan_id}/research_findings_*.yaml`
- If missing, delegate to `gem-researcher` with objective, focus_area, plan_id for missing focus_area.
- Plan:
- Ensure research findings exist in `docs/plan/{plan_id}/research_findings*.yaml`
- Delegate objective, plan_id to `gem-planner` to create/update plan (planner detects mode: initial|replan|extension).
- Delegate:
- Read `plan.yaml`. Identify tasks (up to 4) where `status=pending` and `dependencies=completed` or no dependencies.
- Update status to `in_progress` in plan and `manage_todos` for each identified task.
- For all identified tasks, generate and emit the runSubagent calls simultaneously in a single turn. Each call must use the `task.agent` and instruction: 'Execute task. Return JSON with status, task_id, and summary only.
- For all identified tasks, generate and emit the runSubagent calls simultaneously in a single turn. Each call must use the `task.agent` with agent-specific context:
- gem-researcher: Pass objective, focus_area, plan_id from task
- gem-planner: Pass objective, plan_id from task
- gem-implementer/gem-chrome-tester/gem-devops/gem-reviewer/gem-documentation-writer: Pass task_id, plan_id (agent reads plan.yaml for full task context)
- Each call instruction: 'Execute your assigned task. Return JSON with status, plan_id/task_id, and summary only.
- Synthesize: Update `plan.yaml` status based on subagent result.
- FAILURE/NEEDS_REVISION: Delegate to `gem-planner` (replan) or `gem-implementer` (fix).
- FAILURE/NEEDS_REVISION: Delegate objective, plan_id to `gem-planner` (replan) or task_id, plan_id to `gem-implementer` (fix).
- CHECK: If `requires_review` or security-sensitive, Route to `gem-reviewer`.
- Loop: Repeat Delegate/Synthesize until all tasks=completed.
- Loop: Repeat Delegate/Synthesize until all tasks=completed from plan.
- Validate: Make sure all tasks are completed. If any pending/in_progress, identify blockers and delegate to `gem-planner` for resolution.
- Terminate: Present summary via `walkthrough_review`.
</workflow>
@@ -45,23 +54,21 @@ gem-researcher, gem-planner, gem-implementer, gem-chrome-tester, gem-devops, gem
- Context-efficient file reading: prefer semantic search, file outlines, and targeted line-range reads; limit to 200 lines per read
- Built-in preferred; batch independent calls
- CRITICAL: Delegate ALL tasks via runSubagent - NO direct execution
- Simple tasks and verifications MUST also be delegated
- CRITICAL: Delegate ALL tasks via runSubagent - NO direct execution, not even simple tasks or verifications
- Max 4 concurrent agents
- Match task type to valid_subagents
- ask_questions: ONLY for critical blockers OR as fallback when walkthrough_review unavailable
- User Interaction: ONLY for critical blockers or final summary presentation
- ask_questions: As fallback when plan_review/walkthrough_review unavailable
- plan_review: Use for findings presentation and plan approval (pause points)
- walkthrough_review: ALWAYS when ending/response/summary
- Fallback: If walkthrough_review tool unavailable, use ask_questions to present summary
- After user interaction: ALWAYS route feedback to `gem-planner`
- After user interaction: ALWAYS route objective, plan_id to `gem-planner`
- Stay as orchestrator, no mode switching
- Be autonomous between pause points
- Context Hygiene: Discard sub-agent output details (code, diffs). Only retain status/summary.
- Use memory create/update for project decisions during walkthrough
- Memory CREATE: Include citations (file:line) and follow /memories/memory-system-patterns.md format
- Memory UPDATE: Refresh timestamp when verifying existing memories
- Persist product vision, norms in memories
- Prefer multi_replace_string_in_file for file edits (batch for efficiency)
- Communication: Be concise: minimal verbosity, no unsolicited elaboration.
- Communication: Direct answers in ≤3 sentences. Status updates and summaries only. Never explain your process unless explicitly asked "explain how".
</operating_rules>
<final_anchor>

View File

@@ -2,7 +2,7 @@
description: "Creates DAG-based plans with pre-mortem analysis and task decomposition from research findings"
name: gem-planner
disable-model-invocation: false
user-invokable: true
user-invocable: true
---
<agent>
@@ -13,28 +13,25 @@ Strategic Planner: synthesis, DAG design, pre-mortem, task decomposition
</role>
<expertise>
System architecture and DAG-based task decomposition, Risk assessment and mitigation (Pre-Mortem), Verification-Driven Development (VDD) planning, Task granularity and dependency optimization
System architecture and DAG-based task decomposition, Risk assessment and mitigation (Pre-Mortem), Verification-Driven Development (VDD) planning, Task granularity and dependency optimization, Deliverable-focused outcome framing
</expertise>
<workflow>
- Analyze: Parse plan_id, objective. Read ALL `docs/plan/{PLAN_ID}/research_findings*.md` files. Detect mode (initial vs replan vs extension).
- Analyze: Parse plan_id, objective. Read ALL `docs/plan/{plan_id}/research_findings*.md` files. Detect mode using explicit conditions:
- initial: if `docs/plan/{plan_id}/plan.yaml` does NOT exist → create new plan from scratch
- replan: if orchestrator routed with failure flag OR objective differs significantly from existing plan's objective → rebuild DAG from research
- extension: if new objective is additive to existing completed tasks → append new tasks only
- Synthesize:
- If initial: Design DAG of atomic tasks.
- If extension: Create NEW tasks for the new objective. Append to existing plan.
- Determine for new tasks:
- Relevant files and context for each task
- Appropriate agent for each task
- Dependencies between tasks (can depend on existing completed tasks)
- Verification scripts
- Acceptance criteria
- Failure modes: For each task (especially high/medium), identify ≥1 failure scenario with likelihood, impact, mitigation.
- Populate all task fields per plan_format_guide. For high/medium priority tasks, include ≥1 failure mode with likelihood, impact, mitigation.
- Pre-Mortem: (Optional/Complex only) Identify failure scenarios for new tasks.
- Plan: Create plan as per plan_format guide.
- Plan: Create plan as per plan_format_guide.
- Verify: Check circular dependencies (topological sort), validate YAML syntax, verify required fields present, and ensure each high/medium priority task includes at least one failure mode.
- Save/ update `docs/plan/{PLAN_ID}/plan.yaml`.
- Present: Show plan via `plan_review`. Wait for user approval.
- Save/ update `docs/plan/{plan_id}/plan.yaml`.
- Present: Show plan via `plan_review`. Wait for user approval or feedback.
- Iterate: If feedback received, update plan and re-present. Loop until approved.
- Return simple JSON: {"status": "success|failed|needs_revision", "task_id": "[task_id]", "summary": "[brief summary]"}
- Return simple JSON: {"status": "success|failed|needs_revision", "plan_id": "[plan_id]", "summary": "[brief summary]"}
</workflow>
<operating_rules>
@@ -46,26 +43,25 @@ System architecture and DAG-based task decomposition, Risk assessment and mitiga
- Memory CREATE: Include citations (file:line) and follow /memories/memory-system-patterns.md format
- Memory UPDATE: Refresh timestamp when verifying existing memories
- Persist design patterns, tech stack decisions in memories
- NO research tools - research by gem-researcher
- Use file_search ONLY to verify file existence
- Never invoke agents; planning only
- Atomic subtasks (S/M effort, 2-3 files, 1-2 deps)
- Deliverable-focused: Frame tasks as user-visible outcomes, not code changes. Say "Add search API" not "Create SearchHandler module". Focus on value delivered, not implementation mechanics.
- Prefer simpler solutions: Reuse existing patterns, avoid introducing new dependencies/frameworks unless necessary. Keep in mind YAGNI/KISS/DRY principles, Functional programming. Avoid over-engineering.
- Sequential IDs: task-001, task-002 (no hierarchy)
- Use ONLY agents from available_agents
- Design for parallel execution
- Subagents cannot call other subagents
- Base tasks on research_findings; note gaps in open_questions
- REQUIRED: TL;DR, Open Questions, 3-7 tasks
- REQUIRED: TL;DR, Open Questions, tasks as needed (prefer fewer, well-scoped tasks that deliver clear user value)
- plan_review: MANDATORY for plan presentation (pause point)
- Fallback: If plan_review tool unavailable, use ask_questions to present plan and gather approval
- Iterate on feedback until user approves
- Verify YAML syntax and required fields
- Stay architectural: requirements/design, not line numbers
- Halt on circular deps, syntax errors
- If research confidence low, add open questions
- Handle errors: missing research→reject, circular deps→halt, security→halt
- Prefer multi_replace_string_in_file for file edits (batch for efficiency)
- Communication: Be concise: minimal verbosity, no unsolicited elaboration.
- Communication: Output ONLY the requested deliverable. For code requests: code ONLY, zero explanation, zero preamble, zero commentary. For questions: direct answer in ≤3 sentences. Never explain your process unless explicitly asked "explain how".
</operating_rules>
<task_size_limits>
@@ -169,6 +165,6 @@ tasks:
</plan_format_guide>
<final_anchor>
Create validated plan.yaml; present for user approval; iterate until approved; return simple JSON {status, task_id, summary}; no agent calls; stay as planner
Create validated plan.yaml; present for user approval; iterate until approved; return simple JSON {status, plan_id, summary}; no agent calls; stay as planner
</final_anchor>
</agent>

View File

@@ -2,14 +2,14 @@
description: "Research specialist: gathers codebase context, identifies relevant files/patterns, returns structured findings"
name: gem-researcher
disable-model-invocation: false
user-invokable: true
user-invocable: true
---
<agent>
detailed thinking on
<role>
Research Specialist: codebase exploration, context mapping, pattern identification
Research Specialist: neutral codebase exploration, factual context mapping, objective pattern identification
</role>
<expertise>
@@ -17,27 +17,55 @@ Codebase navigation and discovery, Pattern recognition (conventions, architectur
</expertise>
<workflow>
- Analyze: Parse objective from parent agent. Identify focus_area if provided.
- Research: Examine actual code/implementation FIRST via semantic_search and read_file. Use file_search to verify file existence. Fallback to tavily_search ONLY if local code insufficient. Prefer code analysis over documentation for fact finding.
- Explore: Read relevant files, identify key functions/classes, note patterns and conventions.
- Synthesize: Create structured research report with:
- Relevant Files: list with brief descriptions
- Key Functions/Classes: names and locations (file:line)
- Patterns/Conventions: what codebase follows
- Open Questions: uncertainties needing clarification
- Dependencies: external libraries, APIs, services involved
- Handoff: Generate non-opinionated research findings with:
- clarified_instructions: Task refined with specifics
- open_questions: Ambiguities needing clarification
- file_relationships: How discovered files relate to each other
- selected_context: Files, slices, and codemaps (token-optimized)
- NO solution bias - facts only
- Evaluate: Assign confidence_level based on coverage and clarity.
- level: high | medium | low
- Analyze: Parse plan_id, objective, focus_area from parent agent.
- Research: Examine actual code/implementation FIRST via hybrid retrieval + relationship discovery + iterative multi-pass:
- Stage 0: Determine task complexity (for iterative mode):
* Simple: Single concept, narrow scope → 1 pass (current mode)
* Medium: Multiple concepts, moderate scope → 2 passes
* Complex: Broad scope, many aspects → 3 passes
- Stage 1-N: Multi-pass research (iterate based on complexity):
* Pass 1: Initial discovery (broad search)
- Stage 1: semantic_search for conceptual discovery (what things DO)
- Stage 2: grep_search for exact pattern matching (function/class names, keywords)
- Stage 3: Merge and deduplicate results from both stages
- Stage 4: Discover relationships using direct tool queries (stateless approach):
+ Dependencies: grep_search('^import |^from .* import ', files=merged) → Parse results to extract file→[imports]
+ Dependents: For each file, grep_search(f'^import {file}|^from {file} import') → Returns files that import this file
+ Subclasses: grep_search(f'class \\w+\\({class_name}\\)') → Returns all subclasses
+ Callers (simple): semantic_search(f"functions that call {function_name}") → Returns functions that call this
+ Callees: read_file(file_path) → Find function definition → Extract calls within function → Return list of called functions
- Stage 5: Use relationship insights to expand understanding and identify related components
- Stage 6: read_file for detailed examination of merged results with relationship context
- Analyze gaps: Identify what was missed or needs deeper exploration
* Pass 2 (if complexity ≥ medium): Refinement (focus on findings from Pass 1)
- Refine search queries based on gaps from Pass 1
- Repeat Stages 1-6 with focused queries
- Analyze gaps: Identify remaining gaps
* Pass 3 (if complexity = complex): Deep dive (specific aspects)
- Focus on remaining gaps from Pass 2
- Repeat Stages 1-6 with specific queries
- COMPLEMENTARY: Use sequential thinking for COMPLEX analysis tasks (e.g., "Analyze circular dependencies", "Trace data flow")
- Synthesize: Create structured research report with DOMAIN-SCOPED YAML coverage:
- Metadata: methodology, tools used, scope, confidence, coverage
- Files Analyzed: detailed breakdown with key elements, locations, descriptions (focus_area only)
- Patterns Found: categorized patterns (naming, structure, architecture, etc.) with examples (domain-specific)
- Related Architecture: ONLY components, interfaces, data flow relevant to this domain
- Related Technology Stack: ONLY languages, frameworks, libraries used in this domain
- Related Conventions: ONLY naming, structure, error handling, testing, documentation patterns in this domain
- Related Dependencies: ONLY internal/external dependencies this domain uses
- Domain Security Considerations: IF APPLICABLE - only if domain handles sensitive data/auth/validation
- Testing Patterns: IF APPLICABLE - only if domain has specific testing approach
- Open Questions: questions that emerged during research with context
- Gaps: identified gaps with impact assessment
- NO suggestions, recommendations, or action items - pure factual research only
- Evaluate: Document confidence, coverage, and gaps in research_metadata section.
- confidence: high | medium | low
- coverage: percentage of relevant files examined
- gaps: list of missing information
- Save report to `docs/plan/{PLAN_ID}/research_findings_{focus_area_normalized}.md` (or `_main.md` if no focus area).
- Return simple JSON: {"status": "success|failed|needs_revision", "task_id": "[task_id]", "summary": "[brief summary]"}
- gaps: documented in gaps section with impact assessment
- Format: Structure findings using the comprehensive research_format_guide (YAML with full coverage).
- Save report to `docs/plan/{plan_id}/research_findings_{focus_area_normalized}.yaml`.
- Return simple JSON: {"status": "success|failed|needs_revision", "plan_id": "[plan_id]", "summary": "[brief summary]"}
</workflow>
<operating_rules>
@@ -45,29 +73,153 @@ Codebase navigation and discovery, Pattern recognition (conventions, architectur
- Tool Activation: Always activate research tool categories before use (activate_website_crawling_and_mapping_tools, activate_research_and_information_gathering_tools)
- Context-efficient file reading: prefer semantic search, file outlines, and targeted line-range reads; limit to 200 lines per read
- Built-in preferred; batch independent calls
- semantic_search FIRST for broad discovery
- file_search to verify file existence
- Hybrid Retrieval: Use semantic_search FIRST for conceptual discovery, then grep_search for exact pattern matching (function/class names, keywords). Merge and deduplicate results before detailed examination.
- Iterative Agency: Determine task complexity (simple/medium/complex) → Execute 1-3 passes accordingly:
* Simple (1 pass): Broad search, read top results, return findings
* Medium (2 passes): Pass 1 (broad) → Analyze gaps → Pass 2 (refined) → Return findings
* Complex (3 passes): Pass 1 (broad) → Analyze gaps → Pass 2 (refined) → Analyze gaps → Pass 3 (deep dive) → Return findings
* Each pass refines queries based on previous findings and gaps
* Stateless: Each pass is independent, no state between passes (except findings)
- Explore:
* Read relevant files within the focus_area only, identify key functions/classes, note patterns and conventions specific to this domain.
* Skip full file content unless needed; use semantic search, file outlines, grep_search to identify relevant sections, follow function/ class/ variable names.
- Use memory view/search to check memories for project context before exploration
- Memory READ: Verify citations (file:line) before using stored memories
- Use existing knowledge to guide discovery and identify patterns
- tavily_search ONLY for external/framework docs
- tavily_search ONLY for external/framework docs or internet search
- NEVER create plan.yaml or tasks
- NEVER invoke other agents
- NEVER pause for user feedback
- Research ONLY: stop at 90% confidence, return findings
- Research ONLY: return findings with confidence assessment
- If context insufficient, mark confidence=low and list gaps
- Provide specific file paths and line numbers
- Include code snippets for key patterns
- Distinguish between what exists vs assumptions
- Flag security-sensitive areas
- Note testing patterns and existing coverage
- DOMAIN-SCOPED: Only document architecture, tech stack, conventions, dependencies, security, and testing patterns RELEVANT to focus_area. Skip inapplicable sections.
- Document open_questions with context and gaps with impact assessment
- Work autonomously to completion
- Handle errors: research failure→retry once, tool errors→handle/escalate
- Prefer multi_replace_string_in_file for file edits (batch for efficiency)
- Communication: Be concise: minimal verbosity, no unsolicited elaboration.
- Communication: Output ONLY the requested deliverable. For code requests: code ONLY, zero explanation, zero preamble, zero commentary. For questions: direct answer in ≤3 sentences. Never explain your process unless explicitly asked "explain how".
</operating_rules>
<research_format_guide>
```yaml
plan_id: string
objective: string
focus_area: string # Domain/directory examined
created_at: string
created_by: string
status: string # in_progress | completed | needs_revision
tldr: | # Use literal scalar (|) to handle colons and preserve formatting
research_metadata:
methodology: string # How research was conducted (hybrid retrieval: semantic_search + grep_search, relationship discovery: direct queries, sequential thinking for complex analysis, file_search, read_file, tavily_search)
tools_used:
- string
scope: string # breadth and depth of exploration
confidence: string # high | medium | low
coverage: number # percentage of relevant files examined
files_analyzed: # REQUIRED
- file: string
path: string
purpose: string # What this file does
key_elements:
- element: string
type: string # function | class | variable | pattern
location: string # file:line
description: string
language: string
lines: number
patterns_found: # REQUIRED
- category: string # naming | structure | architecture | error_handling | testing
pattern: string
description: string
examples:
- file: string
location: string
snippet: string
prevalence: string # common | occasional | rare
related_architecture: # REQUIRED - Only architecture relevant to this domain
components_relevant_to_domain:
- component: string
responsibility: string
location: string # file or directory
relationship_to_domain: string # "domain depends on this" | "this uses domain outputs"
interfaces_used_by_domain:
- interface: string
location: string
usage_pattern: string
data_flow_involving_domain: string # How data moves through this domain
key_relationships_to_domain:
- from: string
to: string
relationship: string # imports | calls | inherits | composes
related_technology_stack: # REQUIRED - Only tech used in this domain
languages_used_in_domain:
- string
frameworks_used_in_domain:
- name: string
usage_in_domain: string
libraries_used_in_domain:
- name: string
purpose_in_domain: string
external_apis_used_in_domain: # IF APPLICABLE - Only if domain makes external API calls
- name: string
integration_point: string
related_conventions: # REQUIRED - Only conventions relevant to this domain
naming_patterns_in_domain: string
structure_of_domain: string
error_handling_in_domain: string
testing_in_domain: string
documentation_in_domain: string
related_dependencies: # REQUIRED - Only dependencies relevant to this domain
internal:
- component: string
relationship_to_domain: string
direction: inbound | outbound | bidirectional
external: # IF APPLICABLE - Only if domain depends on external packages
- name: string
purpose_for_domain: string
domain_security_considerations: # IF APPLICABLE - Only if domain handles sensitive data/auth/validation
sensitive_areas:
- area: string
location: string
concern: string
authentication_patterns_in_domain: string
authorization_patterns_in_domain: string
data_validation_in_domain: string
testing_patterns: # IF APPLICABLE - Only if domain has specific testing patterns
framework: string
coverage_areas:
- string
test_organization: string
mock_patterns:
- string
open_questions: # REQUIRED
- question: string
context: string # Why this question emerged during research
gaps: # REQUIRED
- area: string
description: string
impact: string # How this gap affects understanding of the domain
```
</research_format_guide>
<final_anchor>
Save `research_findings*{focus_area}.md`; return simple JSON {status, task_id, summary}; no planning; autonomous, no user interaction; stay as researcher.
Save `research_findings*{focus_area}.yaml`; return simple JSON {status, plan_id, summary}; no planning; no suggestions; no recommendations; purely factual research; autonomous, no user interaction; stay as researcher.
</final_anchor>
</agent>

View File

@@ -2,7 +2,7 @@
description: "Security gatekeeper for critical tasks—OWASP, secrets, compliance"
name: gem-reviewer
disable-model-invocation: false
user-invokable: true
user-invocable: true
---
<agent>
@@ -38,31 +38,21 @@ Security auditing (OWASP, Secrets, PII), Specification compliance and architectu
- Built-in preferred; batch independent calls
- Use grep_search (Regex) for scanning; list_code_usages for impact
- Use tavily_search ONLY for HIGH risk/production tasks
- Read-only: No execution/modification
- Fallback: static analysis/regex if web research fails
- Review Depth: See review_criteria section below
- Status: failed (critical), needs_revision (non-critical), success (none)
- Quality Bar: "Would a staff engineer approve this?"
- JSON handoff required with review_status and review_depth
- Stay as reviewer; read-only; never modify code
- Halt immediately on critical security issues
- Complete security scan appropriate to review_depth
- Handle errors: security issues→must fail, missing context→blocked, invalid handoff→blocked
- Communication: Be concise: minimal verbosity, no unsolicited elaboration.
- Communication: Output ONLY the requested deliverable. For code requests: code ONLY, zero explanation, zero preamble, zero commentary. For questions: direct answer in ≤3 sentences. Never explain your process unless explicitly asked "explain how".
</operating_rules>
<review_criteria>
FULL:
- HIGH priority OR security OR PII OR prod OR retry≥2
- Architecture changes
- Performance impacts
STANDARD:
- MEDIUM priority
- Feature additions
LIGHTWEIGHT:
- LOW priority
- Bug fixes
- Minor refactors
FULL: - HIGH priority OR security OR PII OR prod OR retry≥2 - Architecture changes - Performance impacts
STANDARD: - MEDIUM priority - Feature additions
LIGHTWEIGHT: - LOW priority - Bug fixes - Minor refactors
</review_criteria>
<final_anchor>

View File

@@ -0,0 +1,93 @@
---
name: 'QA'
description: 'Meticulous QA subagent for test planning, bug hunting, edge-case analysis, and implementation verification.'
tools: ['vscode', 'execute', 'read', 'agent', 'edit', 'search', 'web', 'todo']
---
## Identity
You are **QA** — a senior quality assurance engineer who treats software like an adversary. Your job is to find what's broken, prove what works, and make sure nothing slips through. You think in edge cases, race conditions, and hostile inputs. You are thorough, skeptical, and methodical.
## Core Principles
1. **Assume it's broken until proven otherwise.** Don't trust happy-path demos. Probe boundaries, null states, error paths, and concurrent access.
2. **Reproduce before you report.** A bug without reproduction steps is just a rumor. Pin down the exact inputs, state, and sequence that trigger the issue.
3. **Requirements are your contract.** Every test traces back to a requirement or expected behavior. If requirements are vague, surface that as a finding before writing tests.
4. **Automate what you'll run twice.** Manual exploration discovers bugs; automated tests prevent regressions. Both matter.
5. **Be precise, not dramatic.** Report findings with exact details — what happened, what was expected, what was observed, and the severity. Skip the editorializing.
## Workflow
```
1. UNDERSTAND THE SCOPE
- Read the feature code, its tests, and any specs or tickets.
- Identify inputs, outputs, state transitions, and integration points.
- List the explicit and implicit requirements.
2. BUILD A TEST PLAN
- Enumerate test cases organized by category:
• Happy path — normal usage with valid inputs.
• Boundary — min/max values, empty inputs, off-by-one.
• Negative — invalid inputs, missing fields, wrong types.
• Error handling — network failures, timeouts, permission denials.
• Concurrency — parallel access, race conditions, idempotency.
• Security — injection, authz bypass, data leakage.
- Prioritize by risk and impact.
3. WRITE / EXECUTE TESTS
- Follow the project's existing test framework and conventions.
- Each test has a clear name describing the scenario and expected outcome.
- One assertion per logical concept. Avoid mega-tests.
- Use factories/fixtures for setup — keep tests independent and repeatable.
- Include both unit and integration tests where appropriate.
4. EXPLORATORY TESTING
- Go off-script. Try unexpected combinations.
- Test with realistic data volumes, not just toy examples.
- Check UI states: loading, empty, error, overflow, rapid interaction.
- Verify accessibility basics if UI is involved.
5. REPORT
- For each finding, provide:
• Summary (one line)
• Steps to reproduce
• Expected vs. actual behavior
• Severity: Critical / High / Medium / Low
• Evidence: error messages, screenshots, logs
- Separate confirmed bugs from potential improvements.
```
## Test Quality Standards
- **Deterministic:** Tests must not flake. No sleep-based waits, no reliance on external services without mocks, no order-dependent execution.
- **Fast:** Unit tests run in milliseconds. Slow tests go in a separate suite.
- **Readable:** A failing test name should tell you what broke without reading the implementation.
- **Isolated:** Each test sets up its own state and cleans up after itself. No shared mutable state between tests.
- **Maintainable:** Don't over-mock. Test behavior, not implementation details. When internals change, tests should only break if behavior actually changed.
## Bug Report Format
```
**Title:** [Component] Brief description of the defect
**Severity:** Critical | High | Medium | Low
**Steps to Reproduce:**
1. ...
2. ...
3. ...
**Expected:** What should happen.
**Actual:** What actually happens.
**Environment:** OS, browser, version, relevant config.
**Evidence:** Error log, screenshot, or failing test.
```
## Anti-Patterns (Never Do These)
- Write tests that pass regardless of the implementation (tautological tests).
- Skip error-path testing because "it probably works."
- Mark flaky tests as skip/pending instead of fixing the root cause.
- Couple tests to implementation details like private method names or internal state shapes.
- Report vague bugs like "it doesn't work" without reproduction steps.

View File

@@ -0,0 +1,224 @@
---
name: 'RUG'
description: 'Pure orchestration agent that decomposes requests, delegates all work to subagents, validates outcomes, and repeats until complete.'
tools: ['vscode', 'execute', 'read', 'agent', 'edit', 'search', 'web', 'todo']
agents: ['SWE', 'QA']
---
## Identity
You are RUG — a **pure orchestrator**. You are a manager, not an engineer. You **NEVER** write code, edit files, run commands, or do implementation work yourself. Your only job is to decompose work, launch subagents, validate results, and repeat until done.
## The Cardinal Rule
**YOU MUST NEVER DO IMPLEMENTATION WORK YOURSELF. EVERY piece of actual work — writing code, editing files, running terminal commands, reading files for analysis, searching codebases, fetching web pages — MUST be delegated to a subagent.**
This is not a suggestion. This is your core architectural constraint. The reason: your context window is limited. Every token you spend doing work yourself is a token that makes you dumber and less capable of orchestrating. Subagents get fresh context windows. That is your superpower — use it.
If you catch yourself about to use any tool other than `runSubagent` and `manage_todo_list`, STOP. You are violating the protocol. Reframe the action as a subagent task and delegate it.
The ONLY tools you are allowed to use directly:
- `runSubagent` — to delegate work
- `manage_todo_list` — to track progress
Everything else goes through a subagent. No exceptions. No "just a quick read." No "let me check one thing." **Delegate it.**
## The RUG Protocol
RUG = **Repeat Until Good**. Your workflow is:
```
1. DECOMPOSE the user's request into discrete, independently-completable tasks
2. CREATE a todo list tracking every task
3. For each task:
a. Mark it in-progress
b. LAUNCH a subagent with an extremely detailed prompt
c. LAUNCH a validation subagent to verify the work
d. If validation fails → re-launch the work subagent with failure context
e. If validation passes → mark task completed
4. After all tasks complete, LAUNCH a final integration-validation subagent
5. Return results to the user
```
## Task Decomposition
Large tasks MUST be broken into smaller subagent-sized pieces. A single subagent should handle a task that can be completed in one focused session. Rules of thumb:
- **One file = one subagent** (for file creation/major edits)
- **One logical concern = one subagent** (e.g., "add validation" is separate from "add tests")
- **Research vs. implementation = separate subagents** (first a subagent to research/plan, then subagents to implement)
- **Never ask a single subagent to do more than ~3 closely related things**
If the user's request is small enough for one subagent, that's fine — but still use a subagent. You never do the work.
### Decomposition Workflow
For complex tasks, start with a **planning subagent**:
> "Analyze the user's request: [FULL REQUEST]. Examine the codebase structure, understand the current state, and produce a detailed implementation plan. Break the work into discrete, ordered steps. For each step, specify: (1) what exactly needs to be done, (2) which files are involved, (3) dependencies on other steps, (4) acceptance criteria. Return the plan as a numbered list."
Then use that plan to populate your todo list and launch implementation subagents for each step.
## Subagent Prompt Engineering
The quality of your subagent prompts determines everything. Every subagent prompt MUST include:
1. **Full context** — The original user request (quoted verbatim), plus your decomposed task description
2. **Specific scope** — Exactly which files to touch, which functions to modify, what to create
3. **Acceptance criteria** — Concrete, verifiable conditions for "done"
4. **Constraints** — What NOT to do (don't modify unrelated files, don't change the API, etc.)
5. **Output expectations** — Tell the subagent exactly what to report back (files changed, tests run, etc.)
### Prompt Template
```
CONTEXT: The user asked: "[original request]"
YOUR TASK: [specific decomposed task]
SCOPE:
- Files to modify: [list]
- Files to create: [list]
- Files to NOT touch: [list]
REQUIREMENTS:
- [requirement 1]
- [requirement 2]
- ...
ACCEPTANCE CRITERIA:
- [ ] [criterion 1]
- [ ] [criterion 2]
- ...
SPECIFIED TECHNOLOGIES (non-negotiable):
- The user specified: [technology/library/framework/language if any]
- You MUST use exactly these. Do NOT substitute alternatives, rewrite in a different language, or use a different library — even if you believe it's better.
- If you find yourself reaching for something other than what's specified, STOP and re-read this section.
CONSTRAINTS:
- Do NOT [constraint 1]
- Do NOT [constraint 2]
- Do NOT use any technology/framework/language other than what is specified above
WHEN DONE: Report back with:
1. List of all files created/modified
2. Summary of changes made
3. Any issues or concerns encountered
4. Confirmation that each acceptance criterion is met
```
### Anti-Laziness Measures
Subagents will try to cut corners. Counteract this by:
- Being extremely specific in your prompts — vague prompts get vague results
- Including "DO NOT skip..." and "You MUST complete ALL of..." language
- Listing every file that should be modified, not just the main ones
- Asking subagents to confirm each acceptance criterion individually
- Telling subagents: "Do not return until every requirement is fully implemented. Partial work is not acceptable."
### Specification Adherence
When the user specifies a particular technology, library, framework, language, or approach, that specification is a **hard constraint** — not a suggestion. Subagent prompts MUST:
- **Echo the spec explicitly** — If the user says "use X", the subagent prompt must say: "You MUST use X. Do NOT use any alternative for this functionality."
- **Include a negative constraint for every positive spec** — For every "use X", add "Do NOT substitute any alternative to X. Do NOT rewrite this in a different language, framework, or approach."
- **Name the violation pattern** — Tell subagents: "A common failure mode is ignoring the specified technology and substituting your own preference. This is unacceptable. If the user said to use X, you use X — even if you think something else is better."
The validation subagent MUST also explicitly verify specification adherence:
- Check that the specified technology/library/language/approach is actually used in the implementation
- Check that no unauthorized substitutions were made
- FAIL the validation if the implementation uses a different stack than what was specified, regardless of whether it "works"
## Validation
After each work subagent completes, launch a **separate validation subagent**. Never trust a work subagent's self-assessment.
### Validation Subagent Prompt Template
```
A previous agent was asked to: [task description]
The acceptance criteria were:
- [criterion 1]
- [criterion 2]
- ...
VALIDATE the work by:
1. Reading the files that were supposedly modified/created
2. Checking that each acceptance criterion is actually met (not just claimed)
3. **SPECIFICATION COMPLIANCE CHECK**: Verify the implementation actually uses the technologies/libraries/languages the user specified. If the user said "use X" and the agent used Y instead, this is an automatic FAIL regardless of whether Y works.
4. Looking for bugs, missing edge cases, or incomplete implementations
5. Running any relevant tests or type checks if applicable
6. Checking for regressions in related code
REPORT:
- SPECIFICATION COMPLIANCE: List each specified technology → confirm it is used in the implementation, or FAIL if substituted
- For each acceptance criterion: PASS or FAIL with evidence
- List any bugs or issues found
- List any missing functionality
- Overall verdict: PASS or FAIL (auto-FAIL if specification compliance fails)
```
If validation fails, launch a NEW work subagent with:
- The original task prompt
- The validation failure report
- Specific instructions to fix the identified issues
Do NOT reuse mental context from the failed attempt — give the new subagent fresh, complete instructions.
## Progress Tracking
Use `manage_todo_list` obsessively:
- Create the full task list BEFORE launching any subagents
- Mark tasks in-progress as you launch subagents
- Mark tasks complete only AFTER validation passes
- Add new tasks if subagents discover additional work needed
This is your memory. Your context window will fill up. The todo list keeps you oriented.
## Common Failure Modes (AVOID THESE)
### 1. "Let me just quickly..." syndrome
You think: "I'll just read this one file to understand the structure."
WRONG. Launch a subagent: "Read [file] and report back its structure, exports, and key patterns."
### 2. Monolithic delegation
You think: "I'll ask one subagent to do the whole thing."
WRONG. Break it down. One giant subagent will hit context limits and degrade just like you would.
### 3. Trusting self-reported completion
Subagent says: "Done! Everything works!"
WRONG. It's probably lying. Launch a validation subagent to verify.
### 4. Giving up after one failure
Validation fails, you think: "This is too hard, let me tell the user."
WRONG. Retry with better instructions. RUG means repeat until good.
### 5. Doing "just the orchestration logic" yourself
You think: "I'll write the code that ties the pieces together."
WRONG. That's implementation work. Delegate it to a subagent.
### 6. Summarizing instead of completing
You think: "I'll tell the user what needs to be done."
WRONG. You launch subagents to DO it. Then you tell the user it's DONE.
### 7. Specification substitution
The user specifies a technology, language, or approach and the subagent substitutes something entirely different because it "knows better."
WRONG. The user's technology choices are hard constraints. Your subagent prompts must echo every specified technology as a non-negotiable requirement AND explicitly forbid alternatives. Validation must check what was actually used, not just whether the code works.
## Termination Criteria
You may return control to the user ONLY when ALL of the following are true:
- Every task in your todo list is marked completed
- Every task has been validated by a separate validation subagent
- A final integration-validation subagent has confirmed everything works together
- You have not done any implementation work yourself
If any of these conditions are not met, keep going.
## Final Reminder
You are a **manager**. Managers don't write code. They plan, delegate, verify, and iterate. Your context window is sacred — don't pollute it with implementation details. Every subagent gets a fresh mind. That's how you stay sharp across massive tasks.
**When in doubt: launch a subagent.**

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---
name: 'SWE'
description: 'Senior software engineer subagent for implementation tasks: feature development, debugging, refactoring, and testing.'
tools: ['vscode', 'execute', 'read', 'agent', 'edit', 'search', 'web', 'todo']
---
## Identity
You are **SWE** — a senior software engineer with 10+ years of professional experience across the full stack. You write clean, production-grade code. You think before you type. You treat every change as if it ships to millions of users tomorrow.
## Core Principles
1. **Understand before acting.** Read the relevant code, tests, and docs before making any change. Never guess at architecture — discover it.
2. **Minimal, correct diffs.** Change only what needs to change. Don't refactor unrelated code unless asked. Smaller diffs are easier to review, test, and revert.
3. **Leave the codebase better than you found it.** Fix adjacent issues only when the cost is trivial (a typo, a missing null-check on the same line). Flag larger improvements as follow-ups.
4. **Tests are not optional.** If the project has tests, your change should include them. If it doesn't, suggest adding them. Prefer unit tests; add integration tests for cross-boundary changes.
5. **Communicate through code.** Use clear names, small functions, and meaningful comments (why, not what). Avoid clever tricks that sacrifice readability.
## Workflow
```
1. GATHER CONTEXT
- Read the files involved and their tests.
- Trace call sites and data flow.
- Check for existing patterns, helpers, and conventions.
2. PLAN
- State the approach in 2-4 bullet points before writing code.
- Identify edge cases and failure modes up front.
- If the task is ambiguous, clarify assumptions explicitly rather than guessing.
3. IMPLEMENT
- Follow the project's existing style, naming conventions, and architecture.
- Use the language/framework idiomatically.
- Handle errors explicitly — no swallowed exceptions, no silent failures.
- Prefer composition over inheritance. Prefer pure functions where practical.
4. VERIFY
- Run existing tests if possible. Fix any you break.
- Write new tests covering the happy path and at least one edge case.
- Check for lint/type errors after editing.
5. DELIVER
- Summarize what you changed and why in 2-3 sentences.
- Flag any risks, trade-offs, or follow-up work.
```
## Technical Standards
- **Error handling:** Fail fast and loud. Propagate errors with context. Never return `null` when you mean "error."
- **Naming:** Variables describe *what* they hold. Functions describe *what* they do. Booleans read as predicates (`isReady`, `hasPermission`).
- **Dependencies:** Don't add a library for something achievable in <20 lines. When you do add one, prefer well-maintained, small-footprint packages.
- **Security:** Sanitize inputs. Parameterize queries. Never log secrets. Think about authz on every endpoint.
- **Performance:** Don't optimize prematurely, but don't be negligent. Avoid O(n²) when O(n) is straightforward. Be mindful of memory allocations in hot paths.
## Anti-Patterns (Never Do These)
- Ship code you haven't mentally or actually tested.
- Ignore existing abstractions and reinvent them.
- Write "TODO: fix later" without a concrete plan or ticket reference.
- Add console.log/print debugging and leave it in.
- Make sweeping style changes in the same commit as functional changes.

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# Collections Template
Use this template to create a new collection of related prompts, instructions, and chat modes.
## Basic Template
```yaml
id: my-collection-id
name: My Collection Name
description: A brief description of what this collection provides and who should use it.
tags: [tag1, tag2, tag3] # Optional discovery tags
items:
- path: prompts/my-prompt.prompt.md
kind: prompt
- path: instructions/my-instructions.instructions.md
kind: instruction
- path: agents/my-chatmode.agent.md
kind: agent
display:
ordering: alpha # or "manual" to preserve order above
show_badge: false # set to true to show collection badge
```
## Field Descriptions
- **id**: Unique identifier using lowercase letters, numbers, and hyphens only
- **name**: Display name for the collection
- **description**: Brief explanation of the collection's purpose (1-500 characters)
- **tags**: Optional array of discovery tags (max 10, each 1-30 characters)
- **items**: Array of items in the collection (1-50 items)
- **path**: Relative path from repository root to the file
- **kind**: Must be `prompt`, `instruction`, or `chat-mode`
- **display**: Optional display settings
- **ordering**: `alpha` (alphabetical) or `manual` (preserve order)
- **show_badge**: Show collection badge on items (true/false)
## Creating a New Collection
### Using VS Code Tasks
1. Press `Ctrl+Shift+P` (or `Cmd+Shift+P` on Mac)
2. Type "Tasks: Run Task"
3. Select "create-collection"
4. Enter your collection ID when prompted
### Using Command Line
```bash
node create-collection.js my-collection-id
```
### Manual Creation
1. Create `collections/my-collection-id.collection.yml`
2. Use the template above as starting point
3. Add your items and customize settings
4. Run `npm run validate:collections` to validate
5. Run `npm start` to generate documentation
## Validation
Collections are automatically validated to ensure:
- Required fields are present and valid
- File paths exist and match the item kind
- IDs are unique across collections
- Tags and display settings follow the schema
Run validation manually:
```bash
npm run validate:collections
```
## File Organization
Collections don't require reorganizing existing files. Items can be located anywhere in the repository as long as the paths are correct in the manifest.
## Best Practices
1. **Meaningful Collections**: Group items that work well together for a specific workflow or use case
2. **Clear Naming**: Use descriptive names and IDs that reflect the collection's purpose
3. **Good Descriptions**: Explain who should use the collection and what benefit it provides
4. **Relevant Tags**: Add discovery tags that help users find related collections
5. **Reasonable Size**: Keep collections focused - typically 3-10 items work well
6. **Test Items**: Ensure all referenced files exist and are functional before adding to a collection

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id: awesome-copilot
name: Awesome Copilot
description: "Meta prompts that help you discover and generate curated GitHub Copilot agents, collections, instructions, prompts, and skills."
tags: [github-copilot, discovery, meta, prompt-engineering, agents]
items:
- path: prompts/suggest-awesome-github-copilot-collections.prompt.md
kind: prompt
- path: prompts/suggest-awesome-github-copilot-instructions.prompt.md
kind: prompt
- path: prompts/suggest-awesome-github-copilot-prompts.prompt.md
kind: prompt
- path: prompts/suggest-awesome-github-copilot-agents.prompt.md
kind: prompt
- path: agents/meta-agentic-project-scaffold.agent.md
kind: agent
display:
ordering: alpha # or "manual" to preserve the order above
show_badge: true # set to true to show collection badge on items
featured: true

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# Awesome Copilot
Meta prompts that help you discover and generate curated GitHub Copilot agents, collections, instructions, prompts, and skills.
**Tags:** github-copilot, discovery, meta, prompt-engineering, agents
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Meta Agentic Project Scaffold](../agents/meta-agentic-project-scaffold.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fmeta-agentic-project-scaffold.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fmeta-agentic-project-scaffold.agent.md) | Agent | Meta agentic project creation assistant to help users create and manage project workflows effectively. | |
| [Suggest Awesome GitHub Copilot Collections](../prompts/suggest-awesome-github-copilot-collections.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fsuggest-awesome-github-copilot-collections.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fsuggest-awesome-github-copilot-collections.prompt.md) | Prompt | Suggest relevant GitHub Copilot collections from the awesome-copilot repository based on current repository context and chat history, providing automatic download and installation of collection assets, and identifying outdated collection assets that need updates. | |
| [Suggest Awesome GitHub Copilot Custom Agents](../prompts/suggest-awesome-github-copilot-agents.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fsuggest-awesome-github-copilot-agents.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fsuggest-awesome-github-copilot-agents.prompt.md) | Prompt | Suggest relevant GitHub Copilot Custom Agents files from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates with existing custom agents in this repository, and identifying outdated agents that need updates. | |
| [Suggest Awesome GitHub Copilot Instructions](../prompts/suggest-awesome-github-copilot-instructions.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fsuggest-awesome-github-copilot-instructions.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fsuggest-awesome-github-copilot-instructions.prompt.md) | Prompt | Suggest relevant GitHub Copilot instruction files from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates with existing instructions in this repository, and identifying outdated instructions that need updates. | |
| [Suggest Awesome GitHub Copilot Prompts](../prompts/suggest-awesome-github-copilot-prompts.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fsuggest-awesome-github-copilot-prompts.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fsuggest-awesome-github-copilot-prompts.prompt.md) | Prompt | Suggest relevant GitHub Copilot prompt files from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates with existing prompts in this repository, and identifying outdated prompts that need updates. | |
---
*This collection includes 5 curated items for **Awesome Copilot**.*

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@@ -1,64 +0,0 @@
id: azure-cloud-development
name: Azure & Cloud Development
description: Comprehensive Azure cloud development tools including Infrastructure as Code, serverless functions, architecture patterns, and cost optimization for building scalable cloud applications.
tags:
[
azure,
cloud,
infrastructure,
bicep,
terraform,
serverless,
architecture,
devops,
]
items:
# Azure Expert Chat Modes
- path: agents/azure-principal-architect.agent.md
kind: agent
- path: agents/azure-saas-architect.agent.md
kind: agent
- path: agents/azure-logic-apps-expert.agent.md
kind: agent
- path: agents/azure-verified-modules-bicep.agent.md
kind: agent
- path: agents/azure-verified-modules-terraform.agent.md
kind: agent
- path: agents/terraform-azure-planning.agent.md
kind: agent
- path: agents/terraform-azure-implement.agent.md
kind: agent
# Infrastructure as Code Instructions
- path: instructions/bicep-code-best-practices.instructions.md
kind: instruction
- path: instructions/terraform.instructions.md
kind: instruction
- path: instructions/terraform-azure.instructions.md
kind: instruction
- path: instructions/azure-verified-modules-terraform.instructions.md
kind: instruction
# Azure Development Instructions
- path: instructions/azure-functions-typescript.instructions.md
kind: instruction
- path: instructions/azure-logic-apps-power-automate.instructions.md
kind: instruction
- path: instructions/azure-devops-pipelines.instructions.md
kind: instruction
# Infrastructure & Deployment Instructions
- path: instructions/containerization-docker-best-practices.instructions.md
kind: instruction
- path: instructions/kubernetes-deployment-best-practices.instructions.md
kind: instruction
# Azure Prompts
- path: prompts/azure-resource-health-diagnose.prompt.md
kind: prompt
- path: prompts/az-cost-optimize.prompt.md
kind: prompt
display:
ordering: alpha
show_badge: true

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@@ -1,31 +0,0 @@
# Azure & Cloud Development
Comprehensive Azure cloud development tools including Infrastructure as Code, serverless functions, architecture patterns, and cost optimization for building scalable cloud applications.
**Tags:** azure, cloud, infrastructure, bicep, terraform, serverless, architecture, devops
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Azure AVM Bicep mode](../agents/azure-verified-modules-bicep.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fazure-verified-modules-bicep.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fazure-verified-modules-bicep.agent.md) | Agent | Create, update, or review Azure IaC in Bicep using Azure Verified Modules (AVM). | |
| [Azure AVM Terraform mode](../agents/azure-verified-modules-terraform.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fazure-verified-modules-terraform.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fazure-verified-modules-terraform.agent.md) | Agent | Create, update, or review Azure IaC in Terraform using Azure Verified Modules (AVM). | |
| [Azure Cost Optimize](../prompts/az-cost-optimize.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Faz-cost-optimize.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Faz-cost-optimize.prompt.md) | Prompt | Analyze Azure resources used in the app (IaC files and/or resources in a target rg) and optimize costs - creating GitHub issues for identified optimizations. | |
| [Azure DevOps Pipeline YAML Best Practices](../instructions/azure-devops-pipelines.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fazure-devops-pipelines.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fazure-devops-pipelines.instructions.md) | Instruction | Best practices for Azure DevOps Pipeline YAML files | |
| [Azure Functions Typescript](../instructions/azure-functions-typescript.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fazure-functions-typescript.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fazure-functions-typescript.instructions.md) | Instruction | TypeScript patterns for Azure Functions | |
| [Azure Logic Apps and Power Automate Instructions](../instructions/azure-logic-apps-power-automate.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fazure-logic-apps-power-automate.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fazure-logic-apps-power-automate.instructions.md) | Instruction | Guidelines for developing Azure Logic Apps and Power Automate workflows with best practices for Workflow Definition Language (WDL), integration patterns, and enterprise automation | |
| [Azure Logic Apps Expert Mode](../agents/azure-logic-apps-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fazure-logic-apps-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fazure-logic-apps-expert.agent.md) | Agent | Expert guidance for Azure Logic Apps development focusing on workflow design, integration patterns, and JSON-based Workflow Definition Language. | |
| [Azure Principal Architect mode instructions](../agents/azure-principal-architect.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fazure-principal-architect.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fazure-principal-architect.agent.md) | Agent | Provide expert Azure Principal Architect guidance using Azure Well-Architected Framework principles and Microsoft best practices. | |
| [Azure Resource Health & Issue Diagnosis](../prompts/azure-resource-health-diagnose.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fazure-resource-health-diagnose.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fazure-resource-health-diagnose.prompt.md) | Prompt | Analyze Azure resource health, diagnose issues from logs and telemetry, and create a remediation plan for identified problems. | |
| [Azure SaaS Architect mode instructions](../agents/azure-saas-architect.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fazure-saas-architect.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fazure-saas-architect.agent.md) | Agent | Provide expert Azure SaaS Architect guidance focusing on multitenant applications using Azure Well-Architected SaaS principles and Microsoft best practices. | |
| [Azure Terraform Best Practices](../instructions/terraform-azure.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fterraform-azure.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fterraform-azure.instructions.md) | Instruction | Create or modify solutions built using Terraform on Azure. | |
| [Azure Terraform IaC Implementation Specialist](../agents/terraform-azure-implement.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterraform-azure-implement.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterraform-azure-implement.agent.md) | Agent | Act as an Azure Terraform Infrastructure as Code coding specialist that creates and reviews Terraform for Azure resources. | |
| [Azure Terraform Infrastructure Planning](../agents/terraform-azure-planning.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterraform-azure-planning.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterraform-azure-planning.agent.md) | Agent | Act as implementation planner for your Azure Terraform Infrastructure as Code task. | |
| [Azure Verified Modules (AVM) Terraform](../instructions/azure-verified-modules-terraform.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fazure-verified-modules-terraform.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fazure-verified-modules-terraform.instructions.md) | Instruction | Azure Verified Modules (AVM) and Terraform | |
| [Bicep Code Best Practices](../instructions/bicep-code-best-practices.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fbicep-code-best-practices.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fbicep-code-best-practices.instructions.md) | Instruction | Infrastructure as Code with Bicep | |
| [Containerization & Docker Best Practices](../instructions/containerization-docker-best-practices.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcontainerization-docker-best-practices.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcontainerization-docker-best-practices.instructions.md) | Instruction | Comprehensive best practices for creating optimized, secure, and efficient Docker images and managing containers. Covers multi-stage builds, image layer optimization, security scanning, and runtime best practices. | |
| [Kubernetes Deployment Best Practices](../instructions/kubernetes-deployment-best-practices.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fkubernetes-deployment-best-practices.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fkubernetes-deployment-best-practices.instructions.md) | Instruction | Comprehensive best practices for deploying and managing applications on Kubernetes. Covers Pods, Deployments, Services, Ingress, ConfigMaps, Secrets, health checks, resource limits, scaling, and security contexts. | |
| [Terraform Conventions](../instructions/terraform.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fterraform.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fterraform.instructions.md) | Instruction | Terraform Conventions and Guidelines | |
---
*This collection includes 18 curated items for **Azure & Cloud Development**.*

View File

@@ -1,41 +0,0 @@
id: cast-imaging
name: CAST Imaging Agents
description: A comprehensive collection of specialized agents for software analysis, impact assessment, structural quality advisories, and architectural review using CAST Imaging.
tags: [cast-imaging, software-analysis, architecture, quality, impact-analysis, devops]
items:
- path: agents/cast-imaging-software-discovery.agent.md
kind: agent
usage: |
This agent is designed for comprehensive software application discovery and architectural mapping. It helps users understand code structure, dependencies, and architectural patterns, including database schemas and physical source file locations.
Ideal for:
- Exploring available applications and getting overviews.
- Understanding system architecture and component structure.
- Analyzing dependencies and database schemas (tables/columns).
- Locating and analyzing physical source files.
- path: agents/cast-imaging-impact-analysis.agent.md
kind: agent
usage: |
This agent specializes in comprehensive change impact assessment and risk analysis. It assists users in understanding ripple effects of code changes, identifying architectural coupling (shared resources), and developing testing strategies.
Ideal for:
- Assessing potential impacts of code modifications.
- Identifying architectural coupling and shared code risks.
- Analyzing impacts spanning multiple applications.
- Developing targeted testing approaches based on change scope.
- path: agents/cast-imaging-structural-quality-advisor.agent.md
kind: agent
usage: |
This agent focuses on identifying, analyzing, and providing remediation guidance for structural quality issues. It supports specialized standards including Security (CVE), Green IT deficiencies, and ISO-5055 compliance.
Ideal for:
- Identifying and understanding code quality issues and structural flaws.
- Checking compliance with Security (CVE), Green IT, and ISO-5055 standards.
- Prioritizing quality issues based on business impact and risk.
- Analyzing quality trends and providing remediation guidance.
display:
ordering: manual
show_badge: true

View File

@@ -1,53 +0,0 @@
# CAST Imaging Agents
A comprehensive collection of specialized agents for software analysis, impact assessment, structural quality advisories, and architectural review using CAST Imaging.
**Tags:** cast-imaging, software-analysis, architecture, quality, impact-analysis, devops
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [CAST Imaging Software Discovery Agent](../agents/cast-imaging-software-discovery.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-software-discovery.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-software-discovery.agent.md) | Agent | Specialized agent for comprehensive software application discovery and architectural mapping through static code analysis using CAST Imaging [see usage](#cast-imaging-software-discovery-agent) | imaging-structural-search<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=imaging-structural-search&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=imaging-structural-search&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D) |
| [CAST Imaging Impact Analysis Agent](../agents/cast-imaging-impact-analysis.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-impact-analysis.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-impact-analysis.agent.md) | Agent | Specialized agent for comprehensive change impact assessment and risk analysis in software systems using CAST Imaging [see usage](#cast-imaging-impact-analysis-agent) | imaging-impact-analysis<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=imaging-impact-analysis&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=imaging-impact-analysis&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D) |
| [CAST Imaging Structural Quality Advisor Agent](../agents/cast-imaging-structural-quality-advisor.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-structural-quality-advisor.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-structural-quality-advisor.agent.md) | Agent | Specialized agent for identifying, analyzing, and providing remediation guidance for code quality issues using CAST Imaging [see usage](#cast-imaging-structural-quality-advisor-agent) | imaging-structural-quality<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=imaging-structural-quality&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=imaging-structural-quality&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D) |
## Collection Usage
### CAST Imaging Software Discovery Agent
This agent is designed for comprehensive software application discovery and architectural mapping. It helps users understand code structure, dependencies, and architectural patterns, including database schemas and physical source file locations.
Ideal for:
- Exploring available applications and getting overviews.
- Understanding system architecture and component structure.
- Analyzing dependencies and database schemas (tables/columns).
- Locating and analyzing physical source files.
---
### CAST Imaging Impact Analysis Agent
This agent specializes in comprehensive change impact assessment and risk analysis. It assists users in understanding ripple effects of code changes, identifying architectural coupling (shared resources), and developing testing strategies.
Ideal for:
- Assessing potential impacts of code modifications.
- Identifying architectural coupling and shared code risks.
- Analyzing impacts spanning multiple applications.
- Developing targeted testing approaches based on change scope.
---
### CAST Imaging Structural Quality Advisor Agent
This agent focuses on identifying, analyzing, and providing remediation guidance for structural quality issues. It supports specialized standards including Security (CVE), Green IT deficiencies, and ISO-5055 compliance.
Ideal for:
- Identifying and understanding code quality issues and structural flaws.
- Checking compliance with Security (CVE), Green IT, and ISO-5055 standards.
- Prioritizing quality issues based on business impact and risk.
- Analyzing quality trends and providing remediation guidance.
---
*This collection includes 3 curated items for **CAST Imaging Agents**.*

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id: clojure-interactive-programming
name: Clojure Interactive Programming
description: Tools for REPL-first Clojure workflows featuring Clojure instructions, the interactive programming chat mode and supporting guidance.
tags: [clojure, repl, interactive-programming]
items:
- path: instructions/clojure.instructions.md
kind: instruction
- path: agents/clojure-interactive-programming.agent.md
kind: agent
- path: prompts/remember-interactive-programming.prompt.md
kind: prompt
display:
ordering: manual
show_badge: true

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# Clojure Interactive Programming
Tools for REPL-first Clojure workflows featuring Clojure instructions, the interactive programming chat mode and supporting guidance.
**Tags:** clojure, repl, interactive-programming
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Clojure Development Instructions](../instructions/clojure.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fclojure.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fclojure.instructions.md) | Instruction | Clojure-specific coding patterns, inline def usage, code block templates, and namespace handling for Clojure development. | |
| [Clojure Interactive Programming](../agents/clojure-interactive-programming.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fclojure-interactive-programming.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fclojure-interactive-programming.agent.md) | Agent | Expert Clojure pair programmer with REPL-first methodology, architectural oversight, and interactive problem-solving. Enforces quality standards, prevents workarounds, and develops solutions incrementally through live REPL evaluation before file modifications. | |
| [Interactive Programming Nudge](../prompts/remember-interactive-programming.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fremember-interactive-programming.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fremember-interactive-programming.prompt.md) | Prompt | A micro-prompt that reminds the agent that it is an interactive programmer. Works great in Clojure when Copilot has access to the REPL (probably via Backseat Driver). Will work with any system that has a live REPL that the agent can use. Adapt the prompt with any specific reminders in your workflow and/or workspace. | |
---
*This collection includes 3 curated items for **Clojure Interactive Programming**.*

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id: context-engineering
name: Context Engineering
description: Tools and techniques for maximizing GitHub Copilot effectiveness through better context management. Includes guidelines for structuring code, an agent for planning multi-file changes, and prompts for context-aware development.
tags: [context, productivity, refactoring, best-practices, architecture]
items:
- path: instructions/context-engineering.instructions.md
kind: instruction
- path: agents/context-architect.agent.md
kind: agent
usage: |
recommended
The Context Architect agent helps plan multi-file changes by mapping dependencies
and identifying all relevant files before making modifications.
Use this agent when:
- Planning refactors that span multiple files
- Adding features that touch several modules
- Investigating unfamiliar parts of the codebase
Example usage:
```
@context-architect I need to add rate limiting to all API endpoints.
What files are involved and what's the best approach?
```
For best results:
- Describe the high-level goal, not just the immediate task
- Let the agent search before you provide files
- Review the context map before approving changes
- path: prompts/context-map.prompt.md
kind: prompt
usage: |
optional
Use before any significant change to understand the blast radius.
Produces a structured map of files, dependencies, and tests.
- path: prompts/what-context-needed.prompt.md
kind: prompt
usage: |
optional
Use when Copilot gives a generic or incorrect answer.
Asks Copilot to explicitly list what files it needs to see.
- path: prompts/refactor-plan.prompt.md
kind: prompt
usage: |
optional
Use for multi-file refactors. Produces a phased plan with
verification steps and rollback procedures.
display:
ordering: manual
show_badge: true

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# Context Engineering
Tools and techniques for maximizing GitHub Copilot effectiveness through better context management. Includes guidelines for structuring code, an agent for planning multi-file changes, and prompts for context-aware development.
**Tags:** context, productivity, refactoring, best-practices, architecture
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Context Engineering](../instructions/context-engineering.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcontext-engineering.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcontext-engineering.instructions.md) | Instruction | Guidelines for structuring code and projects to maximize GitHub Copilot effectiveness through better context management | |
| [Context Architect](../agents/context-architect.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcontext-architect.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcontext-architect.agent.md) | Agent | An agent that helps plan and execute multi-file changes by identifying relevant context and dependencies [see usage](#context-architect) | |
| [Context Map](../prompts/context-map.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fcontext-map.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fcontext-map.prompt.md) | Prompt | Generate a map of all files relevant to a task before making changes [see usage](#context-map) | |
| [What Context Do You Need?](../prompts/what-context-needed.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fwhat-context-needed.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fwhat-context-needed.prompt.md) | Prompt | Ask Copilot what files it needs to see before answering a question [see usage](#what-context-do-you-need?) | |
| [Refactor Plan](../prompts/refactor-plan.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Frefactor-plan.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Frefactor-plan.prompt.md) | Prompt | Plan a multi-file refactor with proper sequencing and rollback steps [see usage](#refactor-plan) | |
## Collection Usage
### Context Architect
recommended
The Context Architect agent helps plan multi-file changes by mapping dependencies
and identifying all relevant files before making modifications.
Use this agent when:
- Planning refactors that span multiple files
- Adding features that touch several modules
- Investigating unfamiliar parts of the codebase
Example usage:
```
@context-architect I need to add rate limiting to all API endpoints.
What files are involved and what's the best approach?
```
For best results:
- Describe the high-level goal, not just the immediate task
- Let the agent search before you provide files
- Review the context map before approving changes
---
### Context Map
optional
Use before any significant change to understand the blast radius.
Produces a structured map of files, dependencies, and tests.
---
### What Context Do You Need?
optional
Use when Copilot gives a generic or incorrect answer.
Asks Copilot to explicitly list what files it needs to see.
---
### Refactor Plan
optional
Use for multi-file refactors. Produces a phased plan with
verification steps and rollback procedures.
---
*This collection includes 5 curated items for **Context Engineering**.*

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@@ -1,19 +0,0 @@
id: copilot-sdk
name: Copilot SDK
description: Build applications with the GitHub Copilot SDK across multiple programming languages. Includes comprehensive instructions for C#, Go, Node.js/TypeScript, and Python to help you create AI-powered applications.
tags: [copilot-sdk, sdk, csharp, go, nodejs, typescript, python, ai, github-copilot]
items:
- path: instructions/copilot-sdk-csharp.instructions.md
kind: instruction
- path: instructions/copilot-sdk-go.instructions.md
kind: instruction
- path: instructions/copilot-sdk-nodejs.instructions.md
kind: instruction
- path: instructions/copilot-sdk-python.instructions.md
kind: instruction
- path: skills/copilot-sdk/SKILL.md
kind: skill
display:
ordering: manual
show_badge: true
featured: true

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@@ -1,18 +0,0 @@
# Copilot SDK
Build applications with the GitHub Copilot SDK across multiple programming languages. Includes comprehensive instructions for C#, Go, Node.js/TypeScript, and Python to help you create AI-powered applications.
**Tags:** copilot-sdk, sdk, csharp, go, nodejs, typescript, python, ai, github-copilot
## Items in this Collection
| Title | Type | Description |
| ----- | ---- | ----------- |
| [GitHub Copilot SDK C# Instructions](../instructions/copilot-sdk-csharp.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcopilot-sdk-csharp.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcopilot-sdk-csharp.instructions.md) | Instruction | This file provides guidance on building C# applications using GitHub Copilot SDK. |
| [GitHub Copilot SDK Go Instructions](../instructions/copilot-sdk-go.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcopilot-sdk-go.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcopilot-sdk-go.instructions.md) | Instruction | This file provides guidance on building Go applications using GitHub Copilot SDK. |
| [GitHub Copilot SDK Node.js Instructions](../instructions/copilot-sdk-nodejs.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcopilot-sdk-nodejs.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcopilot-sdk-nodejs.instructions.md) | Instruction | This file provides guidance on building Node.js/TypeScript applications using GitHub Copilot SDK. |
| [GitHub Copilot SDK Python Instructions](../instructions/copilot-sdk-python.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcopilot-sdk-python.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcopilot-sdk-python.instructions.md) | Instruction | This file provides guidance on building Python applications using GitHub Copilot SDK. |
| [Copilot Sdk](../skills/copilot-sdk/SKILL.md) | Skill | Build agentic applications with GitHub Copilot SDK. Use when embedding AI agents in apps, creating custom tools, implementing streaming responses, managing sessions, connecting to MCP servers, or creating custom agents. Triggers on Copilot SDK, GitHub SDK, agentic app, embed Copilot, programmable agent, MCP server, custom agent. |
---
*This collection includes 5 curated items for **Copilot SDK**.*

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@@ -1,24 +0,0 @@
id: csharp-dotnet-development
name: C# .NET Development
description: Essential prompts, instructions, and chat modes for C# and .NET development including testing, documentation, and best practices.
tags: [csharp, dotnet, aspnet, testing]
items:
- path: prompts/csharp-async.prompt.md
kind: prompt
- path: prompts/aspnet-minimal-api-openapi.prompt.md
kind: prompt
- path: instructions/csharp.instructions.md
kind: instruction
- path: instructions/dotnet-architecture-good-practices.instructions.md
kind: instruction
- path: agents/expert-dotnet-software-engineer.agent.md
kind: agent
- path: prompts/csharp-xunit.prompt.md
kind: prompt
- path: prompts/dotnet-best-practices.prompt.md
kind: prompt
- path: prompts/dotnet-upgrade.prompt.md
kind: prompt
display:
ordering: alpha
show_badge: false

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@@ -1,18 +0,0 @@
# C# .NET Development
Essential prompts, instructions, and chat modes for C# and .NET development including testing, documentation, and best practices.
**Tags:** csharp, dotnet, aspnet, testing
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [.NET Upgrade Analysis Prompts](../prompts/dotnet-upgrade.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fdotnet-upgrade.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fdotnet-upgrade.prompt.md) | Prompt | Ready-to-use prompts for comprehensive .NET framework upgrade analysis and execution | |
| [.NET/C# Best Practices](../prompts/dotnet-best-practices.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fdotnet-best-practices.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fdotnet-best-practices.prompt.md) | Prompt | Ensure .NET/C# code meets best practices for the solution/project. | |
| [ASP.NET Minimal API with OpenAPI](../prompts/aspnet-minimal-api-openapi.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Faspnet-minimal-api-openapi.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Faspnet-minimal-api-openapi.prompt.md) | Prompt | Create ASP.NET Minimal API endpoints with proper OpenAPI documentation | |
| [C# Async Programming Best Practices](../prompts/csharp-async.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fcsharp-async.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fcsharp-async.prompt.md) | Prompt | Get best practices for C# async programming | |
| [C# Development](../instructions/csharp.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcsharp.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcsharp.instructions.md) | Instruction | Guidelines for building C# applications | |
| [DDD Systems & .NET Guidelines](../instructions/dotnet-architecture-good-practices.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdotnet-architecture-good-practices.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdotnet-architecture-good-practices.instructions.md) | Instruction | DDD and .NET architecture guidelines | |
| [Expert .NET software engineer mode instructions](../agents/expert-dotnet-software-engineer.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fexpert-dotnet-software-engineer.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fexpert-dotnet-software-engineer.agent.md) | Agent | Provide expert .NET software engineering guidance using modern software design patterns. | |
| [XUnit Best Practices](../prompts/csharp-xunit.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fcsharp-xunit.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fcsharp-xunit.prompt.md) | Prompt | Get best practices for XUnit unit testing, including data-driven tests | |

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@@ -1,32 +0,0 @@
id: csharp-mcp-development
name: C# MCP Server Development
description: Complete toolkit for building Model Context Protocol (MCP) servers in C# using the official SDK. Includes instructions for best practices, a prompt for generating servers, and an expert chat mode for guidance.
tags: [csharp, mcp, model-context-protocol, dotnet, server-development]
items:
- path: instructions/csharp-mcp-server.instructions.md
kind: instruction
- path: prompts/csharp-mcp-server-generator.prompt.md
kind: prompt
- path: agents/csharp-mcp-expert.agent.md
kind: agent
usage: |
recommended
This chat mode provides expert guidance for building MCP servers in C#.
This chat mode is ideal for:
- Creating new MCP server projects
- Implementing tools and prompts
- Debugging protocol issues
- Optimizing server performance
- Learning MCP best practices
To get the best results, consider:
- Using the instruction file to set context for all Copilot interactions
- Using the prompt to generate initial project structure
- Switching to the expert chat mode for detailed implementation help
- Providing specific details about what tools or functionality you need
display:
ordering: manual
show_badge: true

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@@ -1,38 +0,0 @@
# C# MCP Server Development
Complete toolkit for building Model Context Protocol (MCP) servers in C# using the official SDK. Includes instructions for best practices, a prompt for generating servers, and an expert chat mode for guidance.
**Tags:** csharp, mcp, model-context-protocol, dotnet, server-development
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [C# MCP Server Development](../instructions/csharp-mcp-server.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcsharp-mcp-server.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcsharp-mcp-server.instructions.md) | Instruction | Instructions for building Model Context Protocol (MCP) servers using the C# SDK | |
| [Generate C# MCP Server](../prompts/csharp-mcp-server-generator.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fcsharp-mcp-server-generator.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fcsharp-mcp-server-generator.prompt.md) | Prompt | Generate a complete MCP server project in C# with tools, prompts, and proper configuration | |
| [C# MCP Server Expert](../agents/csharp-mcp-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcsharp-mcp-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcsharp-mcp-expert.agent.md) | Agent | Expert assistant for developing Model Context Protocol (MCP) servers in C# [see usage](#c#-mcp-server-expert) | |
## Collection Usage
### C# MCP Server Expert
recommended
This chat mode provides expert guidance for building MCP servers in C#.
This chat mode is ideal for:
- Creating new MCP server projects
- Implementing tools and prompts
- Debugging protocol issues
- Optimizing server performance
- Learning MCP best practices
To get the best results, consider:
- Using the instruction file to set context for all Copilot interactions
- Using the prompt to generate initial project structure
- Switching to the expert chat mode for detailed implementation help
- Providing specific details about what tools or functionality you need
---
*This collection includes 3 curated items for **C# MCP Server Development**.*

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@@ -1,40 +0,0 @@
id: database-data-management
name: Database & Data Management
description: Database administration, SQL optimization, and data management tools for PostgreSQL, SQL Server, and general database development best practices.
tags:
[
database,
sql,
postgresql,
sql-server,
dba,
optimization,
queries,
data-management,
]
items:
# Database Expert Chat Modes
- path: agents/postgresql-dba.agent.md
kind: agent
- path: agents/ms-sql-dba.agent.md
kind: agent
# Database Instructions
- path: instructions/ms-sql-dba.instructions.md
kind: instruction
- path: instructions/sql-sp-generation.instructions.md
kind: instruction
# Database Optimization Prompts
- path: prompts/sql-optimization.prompt.md
kind: prompt
- path: prompts/sql-code-review.prompt.md
kind: prompt
- path: prompts/postgresql-optimization.prompt.md
kind: prompt
- path: prompts/postgresql-code-review.prompt.md
kind: prompt
display:
ordering: alpha
show_badge: true

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@@ -1,21 +0,0 @@
# Database & Data Management
Database administration, SQL optimization, and data management tools for PostgreSQL, SQL Server, and general database development best practices.
**Tags:** database, sql, postgresql, sql-server, dba, optimization, queries, data-management
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [MS SQL Database Administrator](../agents/ms-sql-dba.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fms-sql-dba.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fms-sql-dba.agent.md) | Agent | Work with Microsoft SQL Server databases using the MS SQL extension. | |
| [MS-SQL DBA Chat Mode Instructions](../instructions/ms-sql-dba.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fms-sql-dba.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fms-sql-dba.instructions.md) | Instruction | Instructions for customizing GitHub Copilot behavior for MS-SQL DBA chat mode. | |
| [PostgreSQL Code Review Assistant](../prompts/postgresql-code-review.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpostgresql-code-review.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpostgresql-code-review.prompt.md) | Prompt | PostgreSQL-specific code review assistant focusing on PostgreSQL best practices, anti-patterns, and unique quality standards. Covers JSONB operations, array usage, custom types, schema design, function optimization, and PostgreSQL-exclusive security features like Row Level Security (RLS). | |
| [PostgreSQL Database Administrator](../agents/postgresql-dba.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpostgresql-dba.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpostgresql-dba.agent.md) | Agent | Work with PostgreSQL databases using the PostgreSQL extension. | |
| [PostgreSQL Development Assistant](../prompts/postgresql-optimization.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpostgresql-optimization.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpostgresql-optimization.prompt.md) | Prompt | PostgreSQL-specific development assistant focusing on unique PostgreSQL features, advanced data types, and PostgreSQL-exclusive capabilities. Covers JSONB operations, array types, custom types, range/geometric types, full-text search, window functions, and PostgreSQL extensions ecosystem. | |
| [SQL Code Review](../prompts/sql-code-review.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fsql-code-review.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fsql-code-review.prompt.md) | Prompt | Universal SQL code review assistant that performs comprehensive security, maintainability, and code quality analysis across all SQL databases (MySQL, PostgreSQL, SQL Server, Oracle). Focuses on SQL injection prevention, access control, code standards, and anti-pattern detection. Complements SQL optimization prompt for complete development coverage. | |
| [SQL Development](../instructions/sql-sp-generation.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fsql-sp-generation.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fsql-sp-generation.instructions.md) | Instruction | Guidelines for generating SQL statements and stored procedures | |
| [SQL Performance Optimization Assistant](../prompts/sql-optimization.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fsql-optimization.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fsql-optimization.prompt.md) | Prompt | Universal SQL performance optimization assistant for comprehensive query tuning, indexing strategies, and database performance analysis across all SQL databases (MySQL, PostgreSQL, SQL Server, Oracle). Provides execution plan analysis, pagination optimization, batch operations, and performance monitoring guidance. | |
---
*This collection includes 8 curated items for **Database & Data Management**.*

View File

@@ -1,42 +0,0 @@
id: dataverse-sdk-for-python
name: Dataverse SDK for Python
description: Comprehensive collection for building production-ready Python integrations with Microsoft Dataverse. Includes official documentation, best practices, advanced features, file operations, and code generation prompts.
tags: [dataverse, python, integration, sdk]
items:
- path: instructions/dataverse-python-sdk.instructions.md
kind: instruction
- path: instructions/dataverse-python-api-reference.instructions.md
kind: instruction
- path: instructions/dataverse-python-modules.instructions.md
kind: instruction
- path: instructions/dataverse-python-best-practices.instructions.md
kind: instruction
- path: instructions/dataverse-python-advanced-features.instructions.md
kind: instruction
- path: instructions/dataverse-python-agentic-workflows.instructions.md
kind: instruction
- path: instructions/dataverse-python-authentication-security.instructions.md
kind: instruction
- path: instructions/dataverse-python-error-handling.instructions.md
kind: instruction
- path: instructions/dataverse-python-file-operations.instructions.md
kind: instruction
- path: instructions/dataverse-python-pandas-integration.instructions.md
kind: instruction
- path: instructions/dataverse-python-performance-optimization.instructions.md
kind: instruction
- path: instructions/dataverse-python-real-world-usecases.instructions.md
kind: instruction
- path: instructions/dataverse-python-testing-debugging.instructions.md
kind: instruction
- path: prompts/dataverse-python-quickstart.prompt.md
kind: prompt
- path: prompts/dataverse-python-advanced-patterns.prompt.md
kind: prompt
- path: prompts/dataverse-python-production-code.prompt.md
kind: prompt
- path: prompts/dataverse-python-usecase-builder.prompt.md
kind: prompt
display:
ordering: alpha
show_badge: true

View File

@@ -1,30 +0,0 @@
# Dataverse SDK for Python
Comprehensive collection for building production-ready Python integrations with Microsoft Dataverse. Includes official documentation, best practices, advanced features, file operations, and code generation prompts.
**Tags:** dataverse, python, integration, sdk
## Items in this Collection
| Title | Type | Description |
| ----- | ---- | ----------- |
| [Dataverse Python Production Code Generator](../prompts/dataverse-python-production-code.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fdataverse-python-production-code.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fdataverse-python-production-code.prompt.md) | Prompt | Generate production-ready Python code using Dataverse SDK with error handling, optimization, and best practices |
| [Dataverse Python Use Case Solution Builder](../prompts/dataverse-python-usecase-builder.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fdataverse-python-usecase-builder.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fdataverse-python-usecase-builder.prompt.md) | Prompt | Generate complete solutions for specific Dataverse SDK use cases with architecture recommendations |
| [Dataverse Python Advanced Patterns](../prompts/dataverse-python-advanced-patterns.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fdataverse-python-advanced-patterns.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fdataverse-python-advanced-patterns.prompt.md) | Prompt | Generate production code for Dataverse SDK using advanced patterns, error handling, and optimization techniques. |
| [Dataverse Python Quickstart Generator](../prompts/dataverse-python-quickstart.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fdataverse-python-quickstart.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fdataverse-python-quickstart.prompt.md) | Prompt | Generate Python SDK setup + CRUD + bulk + paging snippets using official patterns. |
| [Dataverse SDK for Python - Advanced Features Guide](../instructions/dataverse-python-advanced-features.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-advanced-features.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-advanced-features.instructions.md) | Instruction | No description |
| [Dataverse SDK for Python - Agentic Workflows Guide](../instructions/dataverse-python-agentic-workflows.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-agentic-workflows.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-agentic-workflows.instructions.md) | Instruction | No description |
| [Dataverse SDK for Python - Best Practices Guide](../instructions/dataverse-python-best-practices.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-best-practices.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-best-practices.instructions.md) | Instruction | No description |
| [Dataverse SDK for Python - File Operations & Practical Examples](../instructions/dataverse-python-file-operations.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-file-operations.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-file-operations.instructions.md) | Instruction | No description |
| [Dataverse SDK for Python - Pandas Integration Guide](../instructions/dataverse-python-pandas-integration.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-pandas-integration.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-pandas-integration.instructions.md) | Instruction | No description |
| [Dataverse SDK for Python — API Reference Guide](../instructions/dataverse-python-api-reference.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-api-reference.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-api-reference.instructions.md) | Instruction | No description |
| [Dataverse SDK for Python — Authentication & Security Patterns](../instructions/dataverse-python-authentication-security.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-authentication-security.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-authentication-security.instructions.md) | Instruction | No description |
| [Dataverse SDK for Python — Complete Module Reference](../instructions/dataverse-python-modules.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-modules.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-modules.instructions.md) | Instruction | No description |
| [Dataverse SDK for Python — Error Handling & Troubleshooting Guide](../instructions/dataverse-python-error-handling.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-error-handling.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-error-handling.instructions.md) | Instruction | No description |
| [Dataverse SDK for Python — Official Quickstart](../instructions/dataverse-python-sdk.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-sdk.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-sdk.instructions.md) | Instruction | No description |
| [Dataverse SDK for Python — Performance & Optimization Guide](../instructions/dataverse-python-performance-optimization.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-performance-optimization.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-performance-optimization.instructions.md) | Instruction | No description |
| [Dataverse SDK for Python — Real-World Use Cases & Templates](../instructions/dataverse-python-real-world-usecases.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-real-world-usecases.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-real-world-usecases.instructions.md) | Instruction | No description |
| [Dataverse SDK for Python — Testing & Debugging Strategies](../instructions/dataverse-python-testing-debugging.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-testing-debugging.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdataverse-python-testing-debugging.instructions.md) | Instruction | No description |
---
*This collection includes 17 curated items for **Dataverse SDK for Python**.*

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@@ -1,18 +0,0 @@
id: devops-oncall
name: DevOps On-Call
description: A focused set of prompts, instructions, and a chat mode to help triage incidents and respond quickly with DevOps tools and Azure resources.
tags: [devops, incident-response, oncall, azure]
items:
- path: prompts/azure-resource-health-diagnose.prompt.md
kind: prompt
- path: instructions/devops-core-principles.instructions.md
kind: instruction
- path: instructions/containerization-docker-best-practices.instructions.md
kind: instruction
- path: agents/azure-principal-architect.agent.md
kind: agent
- path: prompts/multi-stage-dockerfile.prompt.md
kind: prompt
display:
ordering: manual
show_badge: true

View File

@@ -1,18 +0,0 @@
# DevOps On-Call
A focused set of prompts, instructions, and a chat mode to help triage incidents and respond quickly with DevOps tools and Azure resources.
**Tags:** devops, incident-response, oncall, azure
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Azure Resource Health & Issue Diagnosis](../prompts/azure-resource-health-diagnose.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fazure-resource-health-diagnose.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fazure-resource-health-diagnose.prompt.md) | Prompt | Analyze Azure resource health, diagnose issues from logs and telemetry, and create a remediation plan for identified problems. | |
| [DevOps Core Principles](../instructions/devops-core-principles.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdevops-core-principles.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fdevops-core-principles.instructions.md) | Instruction | Foundational instructions covering core DevOps principles, culture (CALMS), and key metrics (DORA) to guide GitHub Copilot in understanding and promoting effective software delivery. | |
| [Containerization & Docker Best Practices](../instructions/containerization-docker-best-practices.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcontainerization-docker-best-practices.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcontainerization-docker-best-practices.instructions.md) | Instruction | Comprehensive best practices for creating optimized, secure, and efficient Docker images and managing containers. Covers multi-stage builds, image layer optimization, security scanning, and runtime best practices. | |
| [Azure Principal Architect mode instructions](../agents/azure-principal-architect.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fazure-principal-architect.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fazure-principal-architect.agent.md) | Agent | Provide expert Azure Principal Architect guidance using Azure Well-Architected Framework principles and Microsoft best practices. | |
| [Multi Stage Dockerfile](../prompts/multi-stage-dockerfile.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fmulti-stage-dockerfile.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fmulti-stage-dockerfile.prompt.md) | Prompt | Create optimized multi-stage Dockerfiles for any language or framework | |
---
*This collection includes 5 curated items for **DevOps On-Call**.*

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@@ -1,90 +0,0 @@
id: edge-ai-tasks
name: Tasks by microsoft/edge-ai
description: Task Researcher and Task Planner for intermediate to expert users and large codebases - Brought to you by microsoft/edge-ai
tags: [architecture, planning, research, tasks, implementation]
items:
# Planning Chat Modes
- path: agents/task-researcher.agent.md
kind: agent
usage: |
Now you can iterate on research for your tasks!
```markdown, research.prompt.md
---
mode: task-researcher
title: Research microsoft fabric realtime intelligence terraform support
---
Review the microsoft documentation for fabric realtime intelligence
and come up with ideas on how to implement this support into our terraform components.
```
Research is dumped out into a .copilot-tracking/research/*-research.md file and will include discoveries for GHCP along with examples and schema that will be useful during implementation.
Also, task-researcher will provide additional ideas for implementation which you can work with GitHub Copilot on selecting the right one to focus on.
- path: agents/task-planner.agent.md
kind: agent
usage: |
Also, task-researcher will provide additional ideas for implementation which you can work with GitHub Copilot on selecting the right one to focus on.
```markdown, task-plan.prompt.md
---
mode: task-planner
title: Plan microsoft fabric realtime intelligence terraform support
---
#file: .copilot-tracking/research/*-fabric-rti-blueprint-modification-research.md
Build a plan to support adding fabric rti to this project
```
`task-planner` will help you create a plan for implementing your task(s). It will use your fully researched ideas or build new research if not already provided.
`task-planner` will produce three (3) files that will be used by `task-implementation.instructions.md`.
* `.copilot-tracking/plan/*-plan.instructions.md`
* A newly generated instructions file that has the plan as a checklist of Phases and Tasks.
* `.copilot-tracking/details/*-details.md`
* The details for the implementation, the plan file refers to this file for specific details (important if you have a big plan).
* `.copilot-tracking/prompts/implement-*.prompt.md`
* A newly generated prompt file that will create a `.copilot-tracking/changes/*-changes.md` file and proceed to implement the changes.
Continue to use `task-planner` to iterate on the plan until you have exactly what you want done to your codebase.
# Planning Instructions
- path: instructions/task-implementation.instructions.md
kind: instruction
usage: |
Continue to use `task-planner` to iterate on the plan until you have exactly what you want done to your codebase.
When you are ready to implement the plan, **create a new chat** and switch to `Agent` mode then fire off the newly generated prompt.
```markdown, implement-fabric-rti-changes.prompt.md
---
mode: agent
title: Implement microsoft fabric realtime intelligence terraform support
---
/implement-fabric-rti-blueprint-modification phaseStop=true
```
This prompt has the added benefit of attaching the plan as instructions, which helps with keeping the plan in context throughout the whole conversation.
**Expert Warning** ->>Use `phaseStop=false` to have Copilot implement the whole plan without stopping. Additionally, you can use `taskStop=true` to have Copilot stop after every Task implementation for finer detail control.
To use these generated instructions and prompts, you'll need to update your `settings.json` accordingly:
```json
"chat.instructionsFilesLocations": {
// Existing instructions folders...
".copilot-tracking/plans": true
},
"chat.promptFilesLocations": {
// Existing prompts folders...
".copilot-tracking/prompts": true
},
```
display:
ordering: alpha # or "manual" to preserve the order above
show_badge: false # set to true to show collection badge on items

View File

@@ -1,99 +0,0 @@
# Tasks by microsoft/edge-ai
Task Researcher and Task Planner for intermediate to expert users and large codebases - Brought to you by microsoft/edge-ai
**Tags:** architecture, planning, research, tasks, implementation
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Task Plan Implementation Instructions](../instructions/task-implementation.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Ftask-implementation.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Ftask-implementation.instructions.md) | Instruction | Instructions for implementing task plans with progressive tracking and change record - Brought to you by microsoft/edge-ai [see usage](#task-plan-implementation-instructions) | |
| [Task Planner Instructions](../agents/task-planner.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Ftask-planner.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Ftask-planner.agent.md) | Agent | Task planner for creating actionable implementation plans - Brought to you by microsoft/edge-ai [see usage](#task-planner-instructions) | |
| [Task Researcher Instructions](../agents/task-researcher.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Ftask-researcher.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Ftask-researcher.agent.md) | Agent | Task research specialist for comprehensive project analysis - Brought to you by microsoft/edge-ai [see usage](#task-researcher-instructions) | |
## Collection Usage
### Task Plan Implementation Instructions
Continue to use `task-planner` to iterate on the plan until you have exactly what you want done to your codebase.
When you are ready to implement the plan, **create a new chat** and switch to `Agent` mode then fire off the newly generated prompt.
```markdown, implement-fabric-rti-changes.prompt.md
---
mode: agent
title: Implement microsoft fabric realtime intelligence terraform support
---
/implement-fabric-rti-blueprint-modification phaseStop=true
```
This prompt has the added benefit of attaching the plan as instructions, which helps with keeping the plan in context throughout the whole conversation.
**Expert Warning** ->>Use `phaseStop=false` to have Copilot implement the whole plan without stopping. Additionally, you can use `taskStop=true` to have Copilot stop after every Task implementation for finer detail control.
To use these generated instructions and prompts, you'll need to update your `settings.json` accordingly:
```json
"chat.instructionsFilesLocations": {
// Existing instructions folders...
".copilot-tracking/plans": true
},
"chat.promptFilesLocations": {
// Existing prompts folders...
".copilot-tracking/prompts": true
},
```
---
### Task Planner Instructions
Also, task-researcher will provide additional ideas for implementation which you can work with GitHub Copilot on selecting the right one to focus on.
```markdown, task-plan.prompt.md
---
mode: task-planner
title: Plan microsoft fabric realtime intelligence terraform support
---
#file: .copilot-tracking/research/*-fabric-rti-blueprint-modification-research.md
Build a plan to support adding fabric rti to this project
```
`task-planner` will help you create a plan for implementing your task(s). It will use your fully researched ideas or build new research if not already provided.
`task-planner` will produce three (3) files that will be used by `task-implementation.instructions.md`.
* `.copilot-tracking/plan/*-plan.instructions.md`
* A newly generated instructions file that has the plan as a checklist of Phases and Tasks.
* `.copilot-tracking/details/*-details.md`
* The details for the implementation, the plan file refers to this file for specific details (important if you have a big plan).
* `.copilot-tracking/prompts/implement-*.prompt.md`
* A newly generated prompt file that will create a `.copilot-tracking/changes/*-changes.md` file and proceed to implement the changes.
Continue to use `task-planner` to iterate on the plan until you have exactly what you want done to your codebase.
---
### Task Researcher Instructions
Now you can iterate on research for your tasks!
```markdown, research.prompt.md
---
mode: task-researcher
title: Research microsoft fabric realtime intelligence terraform support
---
Review the microsoft documentation for fabric realtime intelligence
and come up with ideas on how to implement this support into our terraform components.
```
Research is dumped out into a .copilot-tracking/research/*-research.md file and will include discoveries for GHCP along with examples and schema that will be useful during implementation.
Also, task-researcher will provide additional ideas for implementation which you can work with GitHub Copilot on selecting the right one to focus on.
---

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@@ -1,36 +0,0 @@
id: frontend-web-dev
name: Frontend Web Development
description: Essential prompts, instructions, and chat modes for modern frontend web development including React, Angular, Vue, TypeScript, and CSS frameworks.
tags: [frontend, web, react, typescript, javascript, css, html, angular, vue]
items:
# Expert Chat Modes
- path: agents/expert-react-frontend-engineer.agent.md
kind: agent
- path: agents/electron-angular-native.agent.md
kind: agent
# Development Instructions
- path: instructions/reactjs.instructions.md
kind: instruction
- path: instructions/angular.instructions.md
kind: instruction
- path: instructions/vuejs3.instructions.md
kind: instruction
- path: instructions/nextjs.instructions.md
kind: instruction
- path: instructions/nextjs-tailwind.instructions.md
kind: instruction
- path: instructions/tanstack-start-shadcn-tailwind.instructions.md
kind: instruction
- path: instructions/nodejs-javascript-vitest.instructions.md
kind: instruction
# Prompts
- path: prompts/playwright-explore-website.prompt.md
kind: prompt
- path: prompts/playwright-generate-test.prompt.md
kind: prompt
display:
ordering: alpha
show_badge: true

View File

@@ -1,24 +0,0 @@
# Frontend Web Development
Essential prompts, instructions, and chat modes for modern frontend web development including React, Angular, Vue, TypeScript, and CSS frameworks.
**Tags:** frontend, web, react, typescript, javascript, css, html, angular, vue
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Angular Development Instructions](../instructions/angular.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fangular.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fangular.instructions.md) | Instruction | Angular-specific coding standards and best practices | |
| [Code Generation Guidelines](../instructions/nodejs-javascript-vitest.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fnodejs-javascript-vitest.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fnodejs-javascript-vitest.instructions.md) | Instruction | Guidelines for writing Node.js and JavaScript code with Vitest testing | |
| [Electron Code Review Mode Instructions](../agents/electron-angular-native.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Felectron-angular-native.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Felectron-angular-native.agent.md) | Agent | Code Review Mode tailored for Electron app with Node.js backend (main), Angular frontend (render), and native integration layer (e.g., AppleScript, shell, or native tooling). Services in other repos are not reviewed here. | |
| [Expert React Frontend Engineer](../agents/expert-react-frontend-engineer.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fexpert-react-frontend-engineer.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fexpert-react-frontend-engineer.agent.md) | Agent | Expert React 19.2 frontend engineer specializing in modern hooks, Server Components, Actions, TypeScript, and performance optimization | |
| [Next.js + Tailwind Development Instructions](../instructions/nextjs-tailwind.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fnextjs-tailwind.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fnextjs-tailwind.instructions.md) | Instruction | Next.js + Tailwind development standards and instructions | |
| [Next.js Best Practices for LLMs (2026)](../instructions/nextjs.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fnextjs.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fnextjs.instructions.md) | Instruction | Best practices for building Next.js (App Router) apps with modern caching, tooling, and server/client boundaries (aligned with Next.js 16.1.1). | |
| [ReactJS Development Instructions](../instructions/reactjs.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Freactjs.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Freactjs.instructions.md) | Instruction | ReactJS development standards and best practices | |
| [TanStack Start with Shadcn/ui Development Guide](../instructions/tanstack-start-shadcn-tailwind.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Ftanstack-start-shadcn-tailwind.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Ftanstack-start-shadcn-tailwind.instructions.md) | Instruction | Guidelines for building TanStack Start applications | |
| [Test Generation with Playwright MCP](../prompts/playwright-generate-test.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fplaywright-generate-test.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fplaywright-generate-test.prompt.md) | Prompt | Generate a Playwright test based on a scenario using Playwright MCP | |
| [VueJS 3 Development Instructions](../instructions/vuejs3.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fvuejs3.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fvuejs3.instructions.md) | Instruction | VueJS 3 development standards and best practices with Composition API and TypeScript | |
| [Website Exploration for Testing](../prompts/playwright-explore-website.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fplaywright-explore-website.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fplaywright-explore-website.prompt.md) | Prompt | Website exploration for testing using Playwright MCP | |
---
*This collection includes 11 curated items for **Frontend Web Development**.*

View File

@@ -1,169 +0,0 @@
id: gem-team
name: Gem Team Multi-Agent Orchestration
description: A modular multi-agent team for complex project execution with DAG-based planning, parallel execution, TDD verification, and automated testing.
tags:
[
multi-agent,
orchestration,
dag-planning,
parallel-execution,
tdd,
verification,
automation,
security,
]
items:
- path: agents/gem-orchestrator.agent.md
kind: agent
usage: |
recommended
The Orchestrator is the coordination hub that coordinates multi-agent workflows, delegates tasks via runSubagent, and synthesizes results. It does not execute tasks directly but manages the overall workflow.
This agent is ideal for:
- Coordinating complex multi-agent workflows
- Managing task delegation and parallel execution
- Synthesizing results from multiple agents
- Maintaining plan.yaml state
To get the best results, consider:
- Start with the Orchestrator for any complex project
- Provide clear goals and constraints
- Review the plan.yaml before execution
- Use the walkthrough summaries to track progress
- path: agents/gem-researcher.agent.md
kind: agent
usage: |
recommended
The Researcher gathers codebase context, identifies relevant files/patterns, and returns structured findings. It is typically invoked by the Orchestrator with a specific focus area.
This agent is ideal for:
- Understanding codebase structure and patterns
- Identifying relevant files for a specific feature
- Gathering context before making changes
- Researching technical dependencies
To get the best results, consider:
- Specify a clear focus area or question
- Provide context about what you're trying to achieve
- Use multiple Researchers in parallel for different areas
- path: agents/gem-planner.agent.md
kind: agent
usage: |
recommended
The Planner creates DAG-based plans with pre-mortem analysis, presents for approval, and iterates on feedback. It synthesizes research findings into a structured plan.
This agent is ideal for:
- Breaking down complex goals into atomic tasks
- Creating task dependencies (DAG)
- Running pre-mortem analysis to identify risks
- Getting approval before execution
To get the best results, consider:
- Provide clear research findings from the Researcher
- Review the plan carefully before approving
- Ask for iterations if the plan is not optimal
- Use the plan_review tool for collaborative planning
- path: agents/gem-implementer.agent.md
kind: agent
usage: |
recommended
The Implementer executes TDD code changes, ensures verification, and maintains quality. It follows strict TDD discipline with verification commands.
This agent is ideal for:
- Implementing features with TDD discipline
- Writing tests first, then code
- Ensuring verification commands pass
- Maintaining code quality
To get the best results, consider:
- Always provide verification commands
- Follow TDD: red, green, refactor
- Check get_errors after every edit
- Keep changes minimal and focused
- path: agents/gem-chrome-tester.agent.md
kind: agent
usage: |
optional
The Chrome Tester automates browser testing and UI/UX validation via Chrome DevTools. It requires Chrome DevTools MCP server.
This agent is ideal for:
- Automated browser testing
- UI/UX validation
- Capturing screenshots and snapshots
- Testing web applications
To get the best results, consider:
- Have Chrome DevTools MCP server installed
- Provide clear test scenarios
- Use snapshots for debugging
- Test on different viewports
- path: agents/gem-devops.agent.md
kind: agent
usage: |
optional
The DevOps agent manages containers, CI/CD pipelines, and infrastructure deployment. It handles infrastructure as code and deployment automation.
This agent is ideal for:
- Setting up CI/CD pipelines
- Managing containers (Docker, Kubernetes)
- Infrastructure deployment
- DevOps automation
To get the best results, consider:
- Provide clear infrastructure requirements
- Use IaC best practices
- Test pipelines locally
- Document deployment processes
- path: agents/gem-reviewer.agent.md
kind: agent
usage: |
recommended
The Reviewer is a security gatekeeper for critical tasks. It applies OWASP scanning, secrets detection, and compliance verification.
This agent is ideal for:
- Security code reviews
- OWASP Top 10 scanning
- Secrets and PII detection
- Compliance verification
To get the best results, consider:
- Use for all critical security changes
- Review findings carefully
- Address all security issues
- Keep documentation updated
- path: agents/gem-documentation-writer.agent.md
kind: agent
usage: |
optional
The Documentation Writer generates technical docs, diagrams, and maintains code-documentation parity.
This agent is ideal for:
- Generating technical documentation
- Creating diagrams
- Keeping docs in sync with code
- API documentation
To get the best results, consider:
- Provide clear context and requirements
- Review generated docs for accuracy
- Update docs with code changes
- Use consistent documentation style
display:
ordering: manual
show_badge: true

View File

@@ -1,181 +0,0 @@
# Gem Team Multi-Agent Orchestration
A modular multi-agent team for complex project execution with DAG-based planning, parallel execution, TDD verification, and automated testing.
**Tags:** multi-agent, orchestration, dag-planning, parallel-execution, tdd, verification, automation, security
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Gem Orchestrator](../agents/gem-orchestrator.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgem-orchestrator.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgem-orchestrator.agent.md) | Agent | Coordinates multi-agent workflows, delegates tasks, synthesizes results via runSubagent [see usage](#gem-orchestrator) | |
| [Gem Researcher](../agents/gem-researcher.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgem-researcher.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgem-researcher.agent.md) | Agent | Research specialist: gathers codebase context, identifies relevant files/patterns, returns structured findings [see usage](#gem-researcher) | |
| [Gem Planner](../agents/gem-planner.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgem-planner.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgem-planner.agent.md) | Agent | Creates DAG-based plans with pre-mortem analysis and task decomposition from research findings [see usage](#gem-planner) | |
| [Gem Implementer](../agents/gem-implementer.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgem-implementer.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgem-implementer.agent.md) | Agent | Executes TDD code changes, ensures verification, maintains quality [see usage](#gem-implementer) | |
| [Gem Chrome Tester](../agents/gem-chrome-tester.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgem-chrome-tester.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgem-chrome-tester.agent.md) | Agent | Automates browser testing, UI/UX validation via Chrome DevTools [see usage](#gem-chrome-tester) | |
| [Gem Devops](../agents/gem-devops.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgem-devops.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgem-devops.agent.md) | Agent | Manages containers, CI/CD pipelines, and infrastructure deployment [see usage](#gem-devops) | |
| [Gem Reviewer](../agents/gem-reviewer.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgem-reviewer.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgem-reviewer.agent.md) | Agent | Security gatekeeper for critical tasks—OWASP, secrets, compliance [see usage](#gem-reviewer) | |
| [Gem Documentation Writer](../agents/gem-documentation-writer.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgem-documentation-writer.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgem-documentation-writer.agent.md) | Agent | Generates technical docs, diagrams, maintains code-documentation parity [see usage](#gem-documentation-writer) | |
## Collection Usage
### Gem Orchestrator
recommended
The Orchestrator is the coordination hub that coordinates multi-agent workflows, delegates tasks via runSubagent, and synthesizes results. It does not execute tasks directly but manages the overall workflow.
This agent is ideal for:
- Coordinating complex multi-agent workflows
- Managing task delegation and parallel execution
- Synthesizing results from multiple agents
- Maintaining plan.yaml state
To get the best results, consider:
- Start with the Orchestrator for any complex project
- Provide clear goals and constraints
- Review the plan.yaml before execution
- Use the walkthrough summaries to track progress
---
### Gem Researcher
recommended
The Researcher gathers codebase context, identifies relevant files/patterns, and returns structured findings. It is typically invoked by the Orchestrator with a specific focus area.
This agent is ideal for:
- Understanding codebase structure and patterns
- Identifying relevant files for a specific feature
- Gathering context before making changes
- Researching technical dependencies
To get the best results, consider:
- Specify a clear focus area or question
- Provide context about what you're trying to achieve
- Use multiple Researchers in parallel for different areas
---
### Gem Planner
recommended
The Planner creates DAG-based plans with pre-mortem analysis, presents for approval, and iterates on feedback. It synthesizes research findings into a structured plan.
This agent is ideal for:
- Breaking down complex goals into atomic tasks
- Creating task dependencies (DAG)
- Running pre-mortem analysis to identify risks
- Getting approval before execution
To get the best results, consider:
- Provide clear research findings from the Researcher
- Review the plan carefully before approving
- Ask for iterations if the plan is not optimal
- Use the plan_review tool for collaborative planning
---
### Gem Implementer
recommended
The Implementer executes TDD code changes, ensures verification, and maintains quality. It follows strict TDD discipline with verification commands.
This agent is ideal for:
- Implementing features with TDD discipline
- Writing tests first, then code
- Ensuring verification commands pass
- Maintaining code quality
To get the best results, consider:
- Always provide verification commands
- Follow TDD: red, green, refactor
- Check get_errors after every edit
- Keep changes minimal and focused
---
### Gem Chrome Tester
optional
The Chrome Tester automates browser testing and UI/UX validation via Chrome DevTools. It requires Chrome DevTools MCP server.
This agent is ideal for:
- Automated browser testing
- UI/UX validation
- Capturing screenshots and snapshots
- Testing web applications
To get the best results, consider:
- Have Chrome DevTools MCP server installed
- Provide clear test scenarios
- Use snapshots for debugging
- Test on different viewports
---
### Gem Devops
optional
The DevOps agent manages containers, CI/CD pipelines, and infrastructure deployment. It handles infrastructure as code and deployment automation.
This agent is ideal for:
- Setting up CI/CD pipelines
- Managing containers (Docker, Kubernetes)
- Infrastructure deployment
- DevOps automation
To get the best results, consider:
- Provide clear infrastructure requirements
- Use IaC best practices
- Test pipelines locally
- Document deployment processes
---
### Gem Reviewer
recommended
The Reviewer is a security gatekeeper for critical tasks. It applies OWASP scanning, secrets detection, and compliance verification.
This agent is ideal for:
- Security code reviews
- OWASP Top 10 scanning
- Secrets and PII detection
- Compliance verification
To get the best results, consider:
- Use for all critical security changes
- Review findings carefully
- Address all security issues
- Keep documentation updated
---
### Gem Documentation Writer
optional
The Documentation Writer generates technical docs, diagrams, and maintains code-documentation parity.
This agent is ideal for:
- Generating technical documentation
- Creating diagrams
- Keeping docs in sync with code
- API documentation
To get the best results, consider:
- Provide clear context and requirements
- Review generated docs for accuracy
- Update docs with code changes
- Use consistent documentation style
---
*This collection includes 8 curated items for **Gem Team Multi-Agent Orchestration**.*

View File

@@ -1,35 +0,0 @@
id: go-mcp-development
name: Go MCP Server Development
description: Complete toolkit for building Model Context Protocol (MCP) servers in Go using the official github.com/modelcontextprotocol/go-sdk. Includes instructions for best practices, a prompt for generating servers, and an expert chat mode for guidance.
tags: [go, golang, mcp, model-context-protocol, server-development, sdk]
items:
- path: instructions/go-mcp-server.instructions.md
kind: instruction
- path: prompts/go-mcp-server-generator.prompt.md
kind: prompt
- path: agents/go-mcp-expert.agent.md
kind: agent
usage: |
recommended
This chat mode provides expert guidance for building MCP servers in Go.
This chat mode is ideal for:
- Creating new MCP server projects with Go
- Implementing type-safe tools with structs and JSON schema tags
- Setting up stdio or HTTP transports
- Debugging context handling and error patterns
- Learning Go MCP best practices with the official SDK
- Optimizing server performance and concurrency
To get the best results, consider:
- Using the instruction file to set context for Go MCP development
- Using the prompt to generate initial project structure
- Switching to the expert chat mode for detailed implementation help
- Specifying whether you need stdio or HTTP transport
- Providing details about what tools or functionality you need
- Mentioning if you need resources, prompts, or special capabilities
display:
ordering: manual
show_badge: true

View File

@@ -1,41 +0,0 @@
# Go MCP Server Development
Complete toolkit for building Model Context Protocol (MCP) servers in Go using the official github.com/modelcontextprotocol/go-sdk. Includes instructions for best practices, a prompt for generating servers, and an expert chat mode for guidance.
**Tags:** go, golang, mcp, model-context-protocol, server-development, sdk
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Go MCP Server Development Guidelines](../instructions/go-mcp-server.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fgo-mcp-server.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fgo-mcp-server.instructions.md) | Instruction | Best practices and patterns for building Model Context Protocol (MCP) servers in Go using the official github.com/modelcontextprotocol/go-sdk package. | |
| [Go MCP Server Project Generator](../prompts/go-mcp-server-generator.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fgo-mcp-server-generator.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fgo-mcp-server-generator.prompt.md) | Prompt | Generate a complete Go MCP server project with proper structure, dependencies, and implementation using the official github.com/modelcontextprotocol/go-sdk. | |
| [Go MCP Server Development Expert](../agents/go-mcp-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgo-mcp-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fgo-mcp-expert.agent.md) | Agent | Expert assistant for building Model Context Protocol (MCP) servers in Go using the official SDK. [see usage](#go-mcp-server-development-expert) | |
## Collection Usage
### Go MCP Server Development Expert
recommended
This chat mode provides expert guidance for building MCP servers in Go.
This chat mode is ideal for:
- Creating new MCP server projects with Go
- Implementing type-safe tools with structs and JSON schema tags
- Setting up stdio or HTTP transports
- Debugging context handling and error patterns
- Learning Go MCP best practices with the official SDK
- Optimizing server performance and concurrency
To get the best results, consider:
- Using the instruction file to set context for Go MCP development
- Using the prompt to generate initial project structure
- Switching to the expert chat mode for detailed implementation help
- Specifying whether you need stdio or HTTP transport
- Providing details about what tools or functionality you need
- Mentioning if you need resources, prompts, or special capabilities
---
*This collection includes 3 curated items for **Go MCP Server Development**.*

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@@ -1,32 +0,0 @@
id: java-development
name: Java Development
description: Comprehensive collection of prompts and instructions for Java development including Spring Boot, Quarkus, testing, documentation, and best practices.
tags: [java, springboot, quarkus, jpa, junit, javadoc]
items:
- path: instructions/java.instructions.md
kind: instruction
- path: instructions/springboot.instructions.md
kind: instruction
- path: instructions/quarkus.instructions.md
kind: instruction
- path: instructions/quarkus-mcp-server-sse.instructions.md
kind: instruction
- path: instructions/convert-jpa-to-spring-data-cosmos.instructions.md
kind: instruction
- path: instructions/java-11-to-java-17-upgrade.instructions.md
kind: instruction
- path: instructions/java-17-to-java-21-upgrade.instructions.md
kind: instruction
- path: instructions/java-21-to-java-25-upgrade.instructions.md
kind: instruction
- path: prompts/java-docs.prompt.md
kind: prompt
- path: prompts/java-junit.prompt.md
kind: prompt
- path: prompts/java-springboot.prompt.md
kind: prompt
- path: prompts/create-spring-boot-java-project.prompt.md
kind: prompt
display:
ordering: alpha
show_badge: false

View File

@@ -1,22 +0,0 @@
# Java Development
Comprehensive collection of prompts and instructions for Java development including Spring Boot, Quarkus, testing, documentation, and best practices.
**Tags:** java, springboot, quarkus, jpa, junit, javadoc
## Items in this Collection
| Title | Type | Description |
| ----- | ---- | ----------- |
| [Convert Spring JPA project to Spring Data Cosmos](../instructions/convert-jpa-to-spring-data-cosmos.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fconvert-jpa-to-spring-data-cosmos.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fconvert-jpa-to-spring-data-cosmos.instructions.md) | Instruction | Step-by-step guide for converting Spring Boot JPA applications to use Azure Cosmos DB with Spring Data Cosmos |
| [Create Spring Boot Java project prompt](../prompts/create-spring-boot-java-project.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fcreate-spring-boot-java-project.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fcreate-spring-boot-java-project.prompt.md) | Prompt | Create Spring Boot Java Project Skeleton |
| [Java 11 to Java 17 Upgrade Guide](../instructions/java-11-to-java-17-upgrade.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fjava-11-to-java-17-upgrade.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fjava-11-to-java-17-upgrade.instructions.md) | Instruction | Comprehensive best practices for adopting new Java 17 features since the release of Java 11. |
| [Java 17 to Java 21 Upgrade Guide](../instructions/java-17-to-java-21-upgrade.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fjava-17-to-java-21-upgrade.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fjava-17-to-java-21-upgrade.instructions.md) | Instruction | Comprehensive best practices for adopting new Java 21 features since the release of Java 17. |
| [Java 21 to Java 25 Upgrade Guide](../instructions/java-21-to-java-25-upgrade.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fjava-21-to-java-25-upgrade.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fjava-21-to-java-25-upgrade.instructions.md) | Instruction | Comprehensive best practices for adopting new Java 25 features since the release of Java 21. |
| [Java Development](../instructions/java.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fjava.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fjava.instructions.md) | Instruction | Guidelines for building Java base applications |
| [Java Documentation (Javadoc) Best Practices](../prompts/java-docs.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fjava-docs.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fjava-docs.prompt.md) | Prompt | Ensure that Java types are documented with Javadoc comments and follow best practices for documentation. |
| [JUnit 5+ Best Practices](../prompts/java-junit.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fjava-junit.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fjava-junit.prompt.md) | Prompt | Get best practices for JUnit 5 unit testing, including data-driven tests |
| [Quarkus](../instructions/quarkus.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fquarkus.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fquarkus.instructions.md) | Instruction | Quarkus development standards and instructions |
| [Quarkus MCP Server](../instructions/quarkus-mcp-server-sse.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fquarkus-mcp-server-sse.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fquarkus-mcp-server-sse.instructions.md) | Instruction | Quarkus and MCP Server with HTTP SSE transport development standards and instructions |
| [Spring Boot Best Practices](../prompts/java-springboot.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fjava-springboot.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fjava-springboot.prompt.md) | Prompt | Get best practices for developing applications with Spring Boot. |
| [Spring Boot Development](../instructions/springboot.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fspringboot.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fspringboot.instructions.md) | Instruction | Guidelines for building Spring Boot base applications |

View File

@@ -1,45 +0,0 @@
id: java-mcp-development
name: Java MCP Server Development
description: "Complete toolkit for building Model Context Protocol servers in Java using the official MCP Java SDK with reactive streams and Spring Boot integration."
tags:
[
java,
mcp,
model-context-protocol,
server-development,
sdk,
reactive-streams,
spring-boot,
reactor,
]
items:
- path: instructions/java-mcp-server.instructions.md
kind: instruction
- path: prompts/java-mcp-server-generator.prompt.md
kind: prompt
- path: agents/java-mcp-expert.agent.md
kind: agent
usage: |
recommended
This chat mode provides expert guidance for building MCP servers in Java.
This chat mode is ideal for:
- Creating new MCP server projects with Java
- Implementing reactive handlers with Project Reactor
- Setting up stdio or HTTP transports
- Debugging reactive streams and error handling
- Learning Java MCP best practices with the official SDK
- Integrating with Spring Boot applications
To get the best results, consider:
- Using the instruction file to set context for Java MCP development
- Using the prompt to generate initial project structure
- Switching to the expert chat mode for detailed implementation help
- Specifying whether you need Maven or Gradle
- Providing details about what tools or functionality you need
- Mentioning if you need Spring Boot integration
display:
ordering: manual
show_badge: true

View File

@@ -1,41 +0,0 @@
# Java MCP Server Development
Complete toolkit for building Model Context Protocol servers in Java using the official MCP Java SDK with reactive streams and Spring Boot integration.
**Tags:** java, mcp, model-context-protocol, server-development, sdk, reactive-streams, spring-boot, reactor
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Java MCP Server Development Guidelines](../instructions/java-mcp-server.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fjava-mcp-server.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fjava-mcp-server.instructions.md) | Instruction | Best practices and patterns for building Model Context Protocol (MCP) servers in Java using the official MCP Java SDK with reactive streams and Spring integration. | |
| [Java MCP Server Generator](../prompts/java-mcp-server-generator.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fjava-mcp-server-generator.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fjava-mcp-server-generator.prompt.md) | Prompt | Generate a complete Model Context Protocol server project in Java using the official MCP Java SDK with reactive streams and optional Spring Boot integration. | |
| [Java MCP Expert](../agents/java-mcp-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fjava-mcp-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fjava-mcp-expert.agent.md) | Agent | Expert assistance for building Model Context Protocol servers in Java using reactive streams, the official MCP Java SDK, and Spring Boot integration. [see usage](#java-mcp-expert) | |
## Collection Usage
### Java MCP Expert
recommended
This chat mode provides expert guidance for building MCP servers in Java.
This chat mode is ideal for:
- Creating new MCP server projects with Java
- Implementing reactive handlers with Project Reactor
- Setting up stdio or HTTP transports
- Debugging reactive streams and error handling
- Learning Java MCP best practices with the official SDK
- Integrating with Spring Boot applications
To get the best results, consider:
- Using the instruction file to set context for Java MCP development
- Using the prompt to generate initial project structure
- Switching to the expert chat mode for detailed implementation help
- Specifying whether you need Maven or Gradle
- Providing details about what tools or functionality you need
- Mentioning if you need Spring Boot integration
---
*This collection includes 3 curated items for **Java MCP Server Development**.*

View File

@@ -1,43 +0,0 @@
id: kotlin-mcp-development
name: Kotlin MCP Server Development
description: Complete toolkit for building Model Context Protocol (MCP) servers in Kotlin using the official io.modelcontextprotocol:kotlin-sdk library. Includes instructions for best practices, a prompt for generating servers, and an expert chat mode for guidance.
tags:
[
kotlin,
mcp,
model-context-protocol,
kotlin-multiplatform,
server-development,
ktor,
]
items:
- path: instructions/kotlin-mcp-server.instructions.md
kind: instruction
- path: prompts/kotlin-mcp-server-generator.prompt.md
kind: prompt
- path: agents/kotlin-mcp-expert.agent.md
kind: agent
usage: |
recommended
This chat mode provides expert guidance for building MCP servers in Kotlin.
This chat mode is ideal for:
- Creating new MCP server projects with Kotlin
- Implementing type-safe tools with coroutines and kotlinx.serialization
- Setting up stdio or SSE transports with Ktor
- Debugging coroutine patterns and JSON schema issues
- Learning Kotlin MCP best practices with the official SDK
- Building multiplatform MCP servers (JVM, Wasm, iOS)
To get the best results, consider:
- Using the instruction file to set context for Kotlin MCP development
- Using the prompt to generate initial project structure with Gradle
- Switching to the expert chat mode for detailed implementation help
- Specifying whether you need stdio or SSE/HTTP transport
- Providing details about what tools or functionality you need
- Mentioning if you need multiplatform support or specific targets
display:
ordering: manual
show_badge: true

View File

@@ -1,41 +0,0 @@
# Kotlin MCP Server Development
Complete toolkit for building Model Context Protocol (MCP) servers in Kotlin using the official io.modelcontextprotocol:kotlin-sdk library. Includes instructions for best practices, a prompt for generating servers, and an expert chat mode for guidance.
**Tags:** kotlin, mcp, model-context-protocol, kotlin-multiplatform, server-development, ktor
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Kotlin MCP Server Development Guidelines](../instructions/kotlin-mcp-server.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fkotlin-mcp-server.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fkotlin-mcp-server.instructions.md) | Instruction | Best practices and patterns for building Model Context Protocol (MCP) servers in Kotlin using the official io.modelcontextprotocol:kotlin-sdk library. | |
| [Kotlin MCP Server Project Generator](../prompts/kotlin-mcp-server-generator.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fkotlin-mcp-server-generator.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fkotlin-mcp-server-generator.prompt.md) | Prompt | Generate a complete Kotlin MCP server project with proper structure, dependencies, and implementation using the official io.modelcontextprotocol:kotlin-sdk library. | |
| [Kotlin MCP Server Development Expert](../agents/kotlin-mcp-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fkotlin-mcp-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fkotlin-mcp-expert.agent.md) | Agent | Expert assistant for building Model Context Protocol (MCP) servers in Kotlin using the official SDK. [see usage](#kotlin-mcp-server-development-expert) | |
## Collection Usage
### Kotlin MCP Server Development Expert
recommended
This chat mode provides expert guidance for building MCP servers in Kotlin.
This chat mode is ideal for:
- Creating new MCP server projects with Kotlin
- Implementing type-safe tools with coroutines and kotlinx.serialization
- Setting up stdio or SSE transports with Ktor
- Debugging coroutine patterns and JSON schema issues
- Learning Kotlin MCP best practices with the official SDK
- Building multiplatform MCP servers (JVM, Wasm, iOS)
To get the best results, consider:
- Using the instruction file to set context for Kotlin MCP development
- Using the prompt to generate initial project structure with Gradle
- Switching to the expert chat mode for detailed implementation help
- Specifying whether you need stdio or SSE/HTTP transport
- Providing details about what tools or functionality you need
- Mentioning if you need multiplatform support or specific targets
---
*This collection includes 3 curated items for **Kotlin MCP Server Development**.*

View File

@@ -1,325 +0,0 @@
# MCP-based M365 Agents Collection
A comprehensive collection of prompts and instructions for building declarative agents with Model Context Protocol (MCP) integration for Microsoft 365 Copilot.
## Overview
The Model Context Protocol (MCP) is a universal standard that allows AI models to integrate with external systems through standardized server endpoints. This collection provides everything you need to build, deploy, and manage MCP-based declarative agents that extend Microsoft 365 Copilot with custom capabilities.
## What is Model Context Protocol?
MCP is an open protocol developed to streamline how AI models connect to external data sources and tools. Instead of custom integration code for each system, MCP provides a consistent interface for:
- **Server Metadata**: Discover available tools and capabilities
- **Tools Listing**: Get function definitions and schemas
- **Tool Execution**: Invoke tools with parameters and receive results
For Microsoft 365 Copilot, this means you can create agents that connect to any MCP-compatible server with point-and-click configuration instead of writing custom code.
## Collection Contents
### Prompts
1. **Create Declarative Agent** ([mcp-create-declarative-agent.prompt.md](../prompts/mcp-create-declarative-agent.prompt.md))
- Build declarative agents using Microsoft 365 Agents Toolkit
- Configure MCP server integration with tool import
- Set up OAuth 2.0 or SSO authentication
- Configure response semantics for data extraction
- Package and deploy agents for testing
2. **Create Adaptive Cards** ([mcp-create-adaptive-cards.prompt.md](../prompts/mcp-create-adaptive-cards.prompt.md))
- Design static and dynamic Adaptive Card templates
- Configure response semantics (data_path, properties, template_selector)
- Use template language for conditionals and data binding
- Create responsive cards that work across Copilot surfaces
- Implement card actions for user interactions
3. **Deploy and Manage Agents** ([mcp-deploy-manage-agents.prompt.md](../prompts/mcp-deploy-manage-agents.prompt.md))
- Deploy agents via Microsoft 365 admin center
- Configure organizational or public store distribution
- Manage agent lifecycle (publish, deploy, block, remove)
- Set up governance and compliance controls
- Monitor agent usage and performance
### Instructions
**MCP M365 Copilot Development Guidelines** ([mcp-m365-copilot.instructions.md](../instructions/mcp-m365-copilot.instructions.md))
- Best practices for MCP server design and tool selection
- File organization and project structure
- Response semantics configuration patterns
- Adaptive Card design principles
- Security, governance, and compliance requirements
- Testing and deployment workflows
## Key Concepts
### Declarative Agents
Declarative agents are defined through configuration files rather than code:
- **declarativeAgent.json**: Agent instructions, capabilities, conversation starters
- **ai-plugin.json**: MCP server tools, response semantics, adaptive card templates
- **mcp.json**: MCP server URL, authentication configuration
- **manifest.json**: Teams app manifest for packaging
### MCP Server Integration
The Microsoft 365 Agents Toolkit provides a visual interface for:
1. **Scaffold** a new agent project
2. **Add MCP action** to connect to a server
3. **Choose tools** from the server's available functions
4. **Configure authentication** (OAuth 2.0, SSO)
5. **Generate files** (agent config, plugin manifest)
6. **Test** in m365.cloud.microsoft/chat
### Authentication Patterns
**OAuth 2.0 Static Registration:**
- Pre-register OAuth app with service provider
- Store credentials in .env.local (never commit)
- Reference in ai-plugin.json authentication config
- Users consent once, tokens stored in plugin vault
**Single Sign-On (SSO):**
- Use Microsoft Entra ID for authentication
- Seamless experience for M365 users
- No separate login required
- Ideal for internal organizational agents
### Response Semantics
Extract and format data from MCP server responses:
```json
{
"response_semantics": {
"data_path": "$.items[*]",
"properties": {
"title": "$.name",
"subtitle": "$.description",
"url": "$.html_url"
},
"static_template": { ... }
}
}
```
- **data_path**: JSONPath to extract array or object
- **properties**: Map response fields to Copilot properties
- **template_selector**: Choose dynamic template based on response
- **static_template**: Adaptive Card for visual formatting
### Adaptive Cards
Rich visual responses for agent outputs:
**Static Templates:**
- Defined once in ai-plugin.json
- Used for all responses with same structure
- Better performance and easier maintenance
**Dynamic Templates:**
- Returned in API response body
- Selected via template_selector JSONPath
- Useful for varied response structures
**Template Language:**
- `${property}`: Data binding
- `${if(condition, true, false)}`: Conditionals
- `${formatNumber(value, decimals)}`: Formatting
- `$when`: Conditional element rendering
## Deployment Options
### Organization Deployment
- IT admin deploys to all users or specific groups
- Requires approval in Microsoft 365 admin center
- Best for internal business agents
- Full governance and compliance controls
### Agent Store
- Submit to Partner Center for validation
- Public availability to all Copilot users
- Rigorous security and compliance review
- Suitable for partner-built agents
## Partner Examples
### monday.com
Task and project management integration:
- Create tasks directly from Copilot
- Query project status and updates
- Assign work items to team members
- View deadlines and milestones
### Canva
Design automation capabilities:
- Generate branded content
- Create social media graphics
- Access design templates
- Export in multiple formats
### Sitecore
Content management integration:
- Search content repository
- Create and update content items
- Manage workflows and approvals
- Preview content in context
## Getting Started
### Prerequisites
return results
- Microsoft 365 Agents Toolkit extension (v6.3.x or later)
- GitHub account (for OAuth examples)
- Microsoft 365 Copilot license
- Access to an MCP-compatible server
### Quick Start
1. Install Microsoft 365 Agents Toolkit in VS Code
2. Use **Create Declarative Agent** prompt to scaffold project
3. Add MCP server URL and choose tools
4. Configure authentication with OAuth or SSO
5. Use **Create Adaptive Cards** prompt to design response templates
6. Test agent at m365.cloud.microsoft/chat
7. Use **Deploy and Manage Agents** prompt for distribution
### Development Workflow
```
1. Scaffold agent project
2. Connect MCP server
3. Import tools
4. Configure authentication
5. Design adaptive cards
6. Test locally
7. Deploy to organization
8. Monitor and iterate
```
## Best Practices
### MCP Server Design
- Import only necessary tools (avoid over-scoping)
- Use secure authentication (OAuth 2.0, SSO)
- Test each tool individually
- Validate server endpoints are HTTPS
- Consider token limits when selecting tools
### Agent Instructions
- Be specific and clear about agent capabilities
- Provide examples of how to interact
- Set boundaries for what agent can/cannot do
- Use conversation starters to guide users
### Response Formatting
- Use JSONPath to extract relevant data
- Map properties clearly (title, subtitle, url)
- Design adaptive cards for readability
- Test cards across Copilot surfaces (Chat, Teams, Outlook)
### Security and Governance
- Never commit credentials to source control
- Use environment variables for secrets
- Follow principle of least privilege
- Review compliance requirements
- Monitor agent usage and performance
## Common Use Cases
### Data Retrieval
- Search external systems
- Fetch user-specific information
- Query databases or APIs
- Aggregate data from multiple sources
### Task Automation
- Create tickets or tasks
- Update records or statuses
- Trigger workflows
- Schedule actions
### Content Generation
- Create documents or designs
- Generate reports or summaries
- Format data into templates
- Export in various formats
### Integration Scenarios
- Connect CRM systems
- Integrate project management tools
- Access knowledge bases
- Connect to custom business apps
## Troubleshooting
### Agent Not Appearing in Copilot
- Verify agent is deployed in admin center
- Check user is in assigned group
- Confirm agent is not blocked
- Refresh Copilot interface
### Authentication Errors
- Validate OAuth credentials in .env.local
- Check scopes match required permissions
- Test auth flow independently
- Verify MCP server is accessible
### Response Formatting Issues
- Test JSONPath expressions with sample data
- Validate data_path extracts expected array/object
- Check property mappings are correct
- Test adaptive card with various response structures
### Performance Problems
- Monitor MCP server response times
- Reduce number of imported tools
- Optimize response data size
- Use caching where appropriate
## Resources
### Official Documentation
- [Build Declarative Agents with MCP (DevBlogs)](https://devblogs.microsoft.com/microsoft365dev/build-declarative-agents-for-microsoft-365-copilot-with-mcp/)
- [Build MCP Plugins (Microsoft Learn)](https://learn.microsoft.com/en-us/microsoft-365-copilot/extensibility/build-mcp-plugins)
- [API Plugin Adaptive Cards (Microsoft Learn)](https://learn.microsoft.com/en-us/microsoft-365-copilot/extensibility/api-plugin-adaptive-cards)
- [Manage Copilot Agents (Microsoft Learn)](https://learn.microsoft.com/en-us/microsoft-365/admin/manage/manage-copilot-agents-integrated-apps)
### Tools and Extensions
- [Microsoft 365 Agents Toolkit](https://marketplace.visualstudio.com/items?itemName=TeamsDevApp.ms-teams-vscode-extension)
- [Adaptive Cards Designer](https://adaptivecards.io/designer/)
- [Teams Toolkit](https://learn.microsoft.com/en-us/microsoftteams/platform/toolkit/teams-toolkit-fundamentals)
### MCP Resources
- [Model Context Protocol Specification](https://modelcontextprotocol.io/)
- [MCP Server Directory](https://github.com/modelcontextprotocol/servers)
- Community MCP servers and examples
### Admin and Governance
- [Microsoft 365 Admin Center](https://admin.microsoft.com/)
- [Power Platform Admin Center](https://admin.powerplatform.microsoft.com/)
- [Partner Center](https://partner.microsoft.com/) for agent submissions
## Support and Community
- Join the [Microsoft 365 Developer Community](https://developer.microsoft.com/en-us/microsoft-365/community)
- Ask questions on [Microsoft Q&A](https://learn.microsoft.com/en-us/answers/products/)
- Share feedback in [Microsoft 365 Copilot GitHub discussions](https://github.com/microsoft/copilot-feedback)
## What's Next?
After mastering MCP-based agents, explore:
- **Advanced tool composition**: Combine multiple MCP servers
- **Custom authentication flows**: Implement custom OAuth providers
- **Complex adaptive cards**: Multi-action cards with dynamic data
- **Agent analytics**: Track usage patterns and optimize
- **Multi-agent orchestration**: Build agents that work together
---
*This collection is maintained by the community and reflects current best practices for MCP-based M365 Copilot agent development. Contributions and feedback welcome!*

View File

@@ -1,38 +0,0 @@
id: mcp-m365-copilot
name: MCP-based M365 Agents
description: Comprehensive collection for building declarative agents with Model Context Protocol integration for Microsoft 365 Copilot
tags: [mcp, m365-copilot, declarative-agents, api-plugins, model-context-protocol, adaptive-cards]
display:
order: manual
show_badge: true
items:
- kind: prompt
path: prompts/mcp-create-declarative-agent.prompt.md
- kind: prompt
path: prompts/mcp-create-adaptive-cards.prompt.md
- kind: prompt
path: prompts/mcp-deploy-manage-agents.prompt.md
- kind: instruction
path: instructions/mcp-m365-copilot.instructions.md
- kind: agent
path: agents/mcp-m365-agent-expert.agent.md
usage: |
recommended
This chat mode provides expert guidance for building MCP-based declarative agents for Microsoft 365 Copilot.
This chat mode is ideal for:
- Creating new declarative agents with MCP integration
- Designing Adaptive Cards for visual responses
- Configuring OAuth 2.0 or SSO authentication
- Setting up response semantics and data extraction
- Troubleshooting deployment and governance issues
- Learning MCP best practices for M365 Copilot
To get the best results, consider:
- Using the instruction file to set context for all Copilot interactions
- Using prompts to generate initial agent structure and configurations
- Switching to the expert chat mode for detailed implementation help
- Providing specific details about your MCP server, tools, and business scenario

View File

@@ -1,41 +0,0 @@
# MCP-based M365 Agents
Comprehensive collection for building declarative agents with Model Context Protocol integration for Microsoft 365 Copilot
**Tags:** mcp, m365-copilot, declarative-agents, api-plugins, model-context-protocol, adaptive-cards
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Mcp Create Declarative Agent](../prompts/mcp-create-declarative-agent.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fmcp-create-declarative-agent.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fmcp-create-declarative-agent.prompt.md) | Prompt | No description | |
| [Mcp Create Adaptive Cards](../prompts/mcp-create-adaptive-cards.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fmcp-create-adaptive-cards.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fmcp-create-adaptive-cards.prompt.md) | Prompt | No description | |
| [Mcp Deploy Manage Agents](../prompts/mcp-deploy-manage-agents.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fmcp-deploy-manage-agents.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fmcp-deploy-manage-agents.prompt.md) | Prompt | No description | |
| [MCP-based M365 Copilot Development Guidelines](../instructions/mcp-m365-copilot.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fmcp-m365-copilot.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fmcp-m365-copilot.instructions.md) | Instruction | Best practices for building MCP-based declarative agents and API plugins for Microsoft 365 Copilot with Model Context Protocol integration | |
| [MCP M365 Agent Expert](../agents/mcp-m365-agent-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fmcp-m365-agent-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fmcp-m365-agent-expert.agent.md) | Agent | Expert assistant for building MCP-based declarative agents for Microsoft 365 Copilot with Model Context Protocol integration [see usage](#mcp-m365-agent-expert) | |
## Collection Usage
### MCP M365 Agent Expert
recommended
This chat mode provides expert guidance for building MCP-based declarative agents for Microsoft 365 Copilot.
This chat mode is ideal for:
- Creating new declarative agents with MCP integration
- Designing Adaptive Cards for visual responses
- Configuring OAuth 2.0 or SSO authentication
- Setting up response semantics and data extraction
- Troubleshooting deployment and governance issues
- Learning MCP best practices for M365 Copilot
To get the best results, consider:
- Using the instruction file to set context for all Copilot interactions
- Using prompts to generate initial agent structure and configurations
- Switching to the expert chat mode for detailed implementation help
- Providing specific details about your MCP server, tools, and business scenario
---
*This collection includes 5 curated items for **MCP-based M365 Agents**.*

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id: openapi-to-application-csharp-dotnet
name: OpenAPI to Application - C# .NET
description: 'Generate production-ready .NET applications from OpenAPI specifications. Includes ASP.NET Core project scaffolding, controller generation, entity framework integration, and C# best practices.'
tags: [openapi, code-generation, api, csharp, dotnet, aspnet]
items:
- path: agents/openapi-to-application.agent.md
kind: agent
- path: instructions/csharp.instructions.md
kind: instruction
- path: prompts/openapi-to-application-code.prompt.md
kind: prompt
display:
ordering: manual
show_badge: false

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# OpenAPI to Application - C# .NET
Generate production-ready .NET applications from OpenAPI specifications. Includes ASP.NET Core project scaffolding, controller generation, entity framework integration, and C# best practices.
**Tags:** openapi, code-generation, api, csharp, dotnet, aspnet
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [OpenAPI to Application Generator](../agents/openapi-to-application.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fopenapi-to-application.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fopenapi-to-application.agent.md) | Agent | Expert assistant for generating working applications from OpenAPI specifications | |
| [C# Development](../instructions/csharp.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcsharp.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fcsharp.instructions.md) | Instruction | Guidelines for building C# applications | |
| [Generate Application from OpenAPI Spec](../prompts/openapi-to-application-code.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fopenapi-to-application-code.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fopenapi-to-application-code.prompt.md) | Prompt | Generate a complete, production-ready application from an OpenAPI specification | |

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id: openapi-to-application-go
name: OpenAPI to Application - Go
description: 'Generate production-ready Go applications from OpenAPI specifications. Includes project scaffolding, handler generation, middleware setup, and Go best practices for REST APIs.'
tags: [openapi, code-generation, api, go, golang]
items:
- path: agents/openapi-to-application.agent.md
kind: agent
- path: instructions/go.instructions.md
kind: instruction
- path: prompts/openapi-to-application-code.prompt.md
kind: prompt
display:
ordering: manual
show_badge: false

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# OpenAPI to Application - Go
Generate production-ready Go applications from OpenAPI specifications. Includes project scaffolding, handler generation, middleware setup, and Go best practices for REST APIs.
**Tags:** openapi, code-generation, api, go, golang
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [OpenAPI to Application Generator](../agents/openapi-to-application.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fopenapi-to-application.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fopenapi-to-application.agent.md) | Agent | Expert assistant for generating working applications from OpenAPI specifications | |
| [Go Development Instructions](../instructions/go.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fgo.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fgo.instructions.md) | Instruction | Instructions for writing Go code following idiomatic Go practices and community standards | |
| [Generate Application from OpenAPI Spec](../prompts/openapi-to-application-code.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fopenapi-to-application-code.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fopenapi-to-application-code.prompt.md) | Prompt | Generate a complete, production-ready application from an OpenAPI specification | |

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id: openapi-to-application-java-spring-boot
name: OpenAPI to Application - Java Spring Boot
description: 'Generate production-ready Spring Boot applications from OpenAPI specifications. Includes project scaffolding, REST controller generation, service layer organization, and Spring Boot best practices.'
tags: [openapi, code-generation, api, java, spring-boot]
items:
- path: agents/openapi-to-application.agent.md
kind: agent
- path: instructions/springboot.instructions.md
kind: instruction
- path: prompts/openapi-to-application-code.prompt.md
kind: prompt
display:
ordering: manual
show_badge: false

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# OpenAPI to Application - Java Spring Boot
Generate production-ready Spring Boot applications from OpenAPI specifications. Includes project scaffolding, REST controller generation, service layer organization, and Spring Boot best practices.
**Tags:** openapi, code-generation, api, java, spring-boot
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [OpenAPI to Application Generator](../agents/openapi-to-application.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fopenapi-to-application.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fopenapi-to-application.agent.md) | Agent | Expert assistant for generating working applications from OpenAPI specifications | |
| [Spring Boot Development](../instructions/springboot.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fspringboot.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fspringboot.instructions.md) | Instruction | Guidelines for building Spring Boot base applications | |
| [Generate Application from OpenAPI Spec](../prompts/openapi-to-application-code.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fopenapi-to-application-code.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fopenapi-to-application-code.prompt.md) | Prompt | Generate a complete, production-ready application from an OpenAPI specification | |

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id: openapi-to-application-nodejs-nestjs
name: OpenAPI to Application - Node.js NestJS
description: 'Generate production-ready NestJS applications from OpenAPI specifications. Includes project scaffolding, controller and service generation, TypeScript best practices, and enterprise patterns.'
tags: [openapi, code-generation, api, nodejs, typescript, nestjs]
items:
- path: agents/openapi-to-application.agent.md
kind: agent
- path: instructions/nestjs.instructions.md
kind: instruction
- path: prompts/openapi-to-application-code.prompt.md
kind: prompt
display:
ordering: manual
show_badge: false

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# OpenAPI to Application - Node.js NestJS
Generate production-ready NestJS applications from OpenAPI specifications. Includes project scaffolding, controller and service generation, TypeScript best practices, and enterprise patterns.
**Tags:** openapi, code-generation, api, nodejs, typescript, nestjs
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [OpenAPI to Application Generator](../agents/openapi-to-application.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fopenapi-to-application.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fopenapi-to-application.agent.md) | Agent | Expert assistant for generating working applications from OpenAPI specifications | |
| [NestJS Development Best Practices](../instructions/nestjs.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fnestjs.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fnestjs.instructions.md) | Instruction | NestJS development standards and best practices for building scalable Node.js server-side applications | |
| [Generate Application from OpenAPI Spec](../prompts/openapi-to-application-code.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fopenapi-to-application-code.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fopenapi-to-application-code.prompt.md) | Prompt | Generate a complete, production-ready application from an OpenAPI specification | |

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id: openapi-to-application-python-fastapi
name: OpenAPI to Application - Python FastAPI
description: 'Generate production-ready FastAPI applications from OpenAPI specifications. Includes project scaffolding, route generation, dependency injection, and Python best practices for async APIs.'
tags: [openapi, code-generation, api, python, fastapi]
items:
- path: agents/openapi-to-application.agent.md
kind: agent
- path: instructions/python.instructions.md
kind: instruction
- path: prompts/openapi-to-application-code.prompt.md
kind: prompt
display:
ordering: manual
show_badge: false

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# OpenAPI to Application - Python FastAPI
Generate production-ready FastAPI applications from OpenAPI specifications. Includes project scaffolding, route generation, dependency injection, and Python best practices for async APIs.
**Tags:** openapi, code-generation, api, python, fastapi
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [OpenAPI to Application Generator](../agents/openapi-to-application.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fopenapi-to-application.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fopenapi-to-application.agent.md) | Agent | Expert assistant for generating working applications from OpenAPI specifications | |
| [Python Coding Conventions](../instructions/python.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpython.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpython.instructions.md) | Instruction | Python coding conventions and guidelines | |
| [Generate Application from OpenAPI Spec](../prompts/openapi-to-application-code.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fopenapi-to-application-code.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fopenapi-to-application-code.prompt.md) | Prompt | Generate a complete, production-ready application from an OpenAPI specification | |

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id: ospo-sponsorship
name: Open Source Sponsorship
description: Tools and resources for Open Source Program Offices (OSPOs) to identify, evaluate, and manage sponsorship of open source dependencies through GitHub Sponsors, Open Collective, and other funding platforms.
tags: [ospo, sponsorship, open-source, funding, github-sponsors]
items:
# Agent Skills
- path: skills/sponsor-finder/SKILL.md
kind: skill
usage: |
Find which of a GitHub repository's dependencies are sponsorable via GitHub Sponsors.
Invoke by providing a GitHub owner/repo (e.g., "find sponsorable dependencies in expressjs/express").
display:
ordering: alpha # or "manual" to preserve the order above
show_badge: true # set to true to show collection badge on items
featured: false

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# Open Source Sponsorship
Tools and resources for Open Source Program Offices (OSPOs) to identify, evaluate, and manage sponsorship of open source dependencies through GitHub Sponsors, Open Collective, and other funding platforms.
**Tags:** ospo, sponsorship, open-source, funding, github-sponsors
## Items in this Collection
| Title | Type | Description |
| ----- | ---- | ----------- |
| [Sponsor Finder](../skills/sponsor-finder/SKILL.md) | Skill | Find which of a GitHub repository's dependencies are sponsorable via GitHub Sponsors. Uses deps.dev API for dependency resolution across npm, PyPI, Cargo, Go, RubyGems, Maven, and NuGet. Checks npm funding metadata, FUNDING.yml files, and web search. Verifies every link. Shows direct and transitive dependencies with OSSF Scorecard health data. Invoke by providing a GitHub owner/repo (e.g. "find sponsorable dependencies in expressjs/express"). [see usage](#sponsor-finder) |
## Collection Usage
### Sponsor Finder
Find which of a GitHub repository's dependencies are sponsorable via GitHub Sponsors.
Invoke by providing a GitHub owner/repo (e.g., "find sponsorable dependencies in expressjs/express").
---
*This collection includes 1 curated items for **Open Source Sponsorship**.*

View File

@@ -1,61 +0,0 @@
id: partners
name: Partners
description: Custom agents that have been created by GitHub partners
tags:
[
devops,
security,
database,
cloud,
infrastructure,
observability,
feature-flags,
cicd,
migration,
performance,
]
items:
- path: agents/amplitude-experiment-implementation.agent.md
kind: agent
- path: agents/apify-integration-expert.agent.md
kind: agent
- path: agents/arm-migration.agent.md
kind: agent
- path: agents/diffblue-cover.agent.md
kind: agent
- path: agents/droid.agent.md
kind: agent
- path: agents/dynatrace-expert.agent.md
kind: agent
- path: agents/elasticsearch-observability.agent.md
kind: agent
- path: agents/jfrog-sec.agent.md
kind: agent
- path: agents/launchdarkly-flag-cleanup.agent.md
kind: agent
- path: agents/lingodotdev-i18n.agent.md
kind: agent
- path: agents/monday-bug-fixer.agent.md
kind: agent
- path: agents/mongodb-performance-advisor.agent.md
kind: agent
- path: agents/neo4j-docker-client-generator.agent.md
kind: agent
- path: agents/neon-migration-specialist.agent.md
kind: agent
- path: agents/neon-optimization-analyzer.agent.md
kind: agent
- path: agents/octopus-deploy-release-notes-mcp.agent.md
kind: agent
- path: agents/stackhawk-security-onboarding.agent.md
kind: agent
- path: agents/terraform.agent.md
kind: agent
- path: agents/pagerduty-incident-responder.agent.md
kind: agent
- path: agents/comet-opik.agent.md
kind: agent
display:
ordering: alpha
show_badge: true
featured: true

View File

@@ -1,33 +0,0 @@
# Partners
Custom agents that have been created by GitHub partners
**Tags:** devops, security, database, cloud, infrastructure, observability, feature-flags, cicd, migration, performance
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Amplitude Experiment Implementation](../agents/amplitude-experiment-implementation.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Famplitude-experiment-implementation.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Famplitude-experiment-implementation.agent.md) | Agent | This custom agent uses Amplitude's MCP tools to deploy new experiments inside of Amplitude, enabling seamless variant testing capabilities and rollout of product features. | |
| [Apify Integration Expert](../agents/apify-integration-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fapify-integration-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fapify-integration-expert.agent.md) | Agent | Expert agent for integrating Apify Actors into codebases. Handles Actor selection, workflow design, implementation across JavaScript/TypeScript and Python, testing, and production-ready deployment. | [apify](https://github.com/mcp/com.apify/apify-mcp-server)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=apify&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.apify.com%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24APIFY_TOKEN%22%2C%22Content-Type%22%3A%22application%2Fjson%22%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=apify&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.apify.com%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24APIFY_TOKEN%22%2C%22Content-Type%22%3A%22application%2Fjson%22%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fmcp.apify.com%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24APIFY_TOKEN%22%2C%22Content-Type%22%3A%22application%2Fjson%22%7D%7D) |
| [Arm Migration Agent](../agents/arm-migration.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Farm-migration.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Farm-migration.agent.md) | Agent | Arm Cloud Migration Assistant accelerates moving x86 workloads to Arm infrastructure. It scans the repository for architecture assumptions, portability issues, container base image and dependency incompatibilities, and recommends Arm-optimized changes. It can drive multi-arch container builds, validate performance, and guide optimization, enabling smooth cross-platform deployment directly inside GitHub. | custom-mcp<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=custom-mcp&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22--rm%22%2C%22-i%22%2C%22-v%22%2C%22%2524%257B%257B%2520github.workspace%2520%257D%257D%253A%252Fworkspace%22%2C%22--name%22%2C%22arm-mcp%22%2C%22armlimited%252Farm-mcp%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=custom-mcp&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22--rm%22%2C%22-i%22%2C%22-v%22%2C%22%2524%257B%257B%2520github.workspace%2520%257D%257D%253A%252Fworkspace%22%2C%22--name%22%2C%22arm-mcp%22%2C%22armlimited%252Farm-mcp%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22--rm%22%2C%22-i%22%2C%22-v%22%2C%22%2524%257B%257B%2520github.workspace%2520%257D%257D%253A%252Fworkspace%22%2C%22--name%22%2C%22arm-mcp%22%2C%22armlimited%252Farm-mcp%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D) |
| [Comet Opik](../agents/comet-opik.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcomet-opik.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcomet-opik.agent.md) | Agent | Unified Comet Opik agent for instrumenting LLM apps, managing prompts/projects, auditing prompts, and investigating traces/metrics via the latest Opik MCP server. | opik<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=opik&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22opik-mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=opik&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22opik-mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22opik-mcp%22%5D%2C%22env%22%3A%7B%7D%7D) |
| [DiffblueCover](../agents/diffblue-cover.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdiffblue-cover.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdiffblue-cover.agent.md) | Agent | Expert agent for creating unit tests for java applications using Diffblue Cover. | DiffblueCover<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=DiffblueCover&config=%7B%22command%22%3A%22uv%22%2C%22args%22%3A%5B%22run%22%2C%22--with%22%2C%22fastmcp%22%2C%22fastmcp%22%2C%22run%22%2C%22%252Fplaceholder%252Fpath%252Fto%252Fcover-mcp%252Fmain.py%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=DiffblueCover&config=%7B%22command%22%3A%22uv%22%2C%22args%22%3A%5B%22run%22%2C%22--with%22%2C%22fastmcp%22%2C%22fastmcp%22%2C%22run%22%2C%22%252Fplaceholder%252Fpath%252Fto%252Fcover-mcp%252Fmain.py%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22uv%22%2C%22args%22%3A%5B%22run%22%2C%22--with%22%2C%22fastmcp%22%2C%22fastmcp%22%2C%22run%22%2C%22%252Fplaceholder%252Fpath%252Fto%252Fcover-mcp%252Fmain.py%22%5D%2C%22env%22%3A%7B%7D%7D) |
| [Droid](../agents/droid.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdroid.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdroid.agent.md) | Agent | Provides installation guidance, usage examples, and automation patterns for the Droid CLI, with emphasis on droid exec for CI/CD and non-interactive automation | |
| [Dynatrace Expert](../agents/dynatrace-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdynatrace-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdynatrace-expert.agent.md) | Agent | The Dynatrace Expert Agent integrates observability and security capabilities directly into GitHub workflows, enabling development teams to investigate incidents, validate deployments, triage errors, detect performance regressions, validate releases, and manage security vulnerabilities by autonomously analysing traces, logs, and Dynatrace findings. This enables targeted and precise remediation of identified issues directly within the repository. | [dynatrace](https://github.com/mcp/io.github.dynatrace-oss/Dynatrace-mcp)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=dynatrace&config=%7B%22url%22%3A%22https%3A%2F%2Fpia1134d.dev.apps.dynatracelabs.com%2Fplatform-reserved%2Fmcp-gateway%2Fv0.1%2Fservers%2Fdynatrace-mcp%2Fmcp%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24COPILOT_MCP_DT_API_TOKEN%22%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=dynatrace&config=%7B%22url%22%3A%22https%3A%2F%2Fpia1134d.dev.apps.dynatracelabs.com%2Fplatform-reserved%2Fmcp-gateway%2Fv0.1%2Fservers%2Fdynatrace-mcp%2Fmcp%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24COPILOT_MCP_DT_API_TOKEN%22%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fpia1134d.dev.apps.dynatracelabs.com%2Fplatform-reserved%2Fmcp-gateway%2Fv0.1%2Fservers%2Fdynatrace-mcp%2Fmcp%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24COPILOT_MCP_DT_API_TOKEN%22%7D%7D) |
| [Elasticsearch Agent](../agents/elasticsearch-observability.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Felasticsearch-observability.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Felasticsearch-observability.agent.md) | Agent | Our expert AI assistant for debugging code (O11y), optimizing vector search (RAG), and remediating security threats using live Elastic data. | elastic-mcp<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=elastic-mcp&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22mcp-remote%22%2C%22https%253A%252F%252F%257BKIBANA_URL%257D%252Fapi%252Fagent_builder%252Fmcp%22%2C%22--header%22%2C%22Authorization%253A%2524%257BAUTH_HEADER%257D%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=elastic-mcp&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22mcp-remote%22%2C%22https%253A%252F%252F%257BKIBANA_URL%257D%252Fapi%252Fagent_builder%252Fmcp%22%2C%22--header%22%2C%22Authorization%253A%2524%257BAUTH_HEADER%257D%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22mcp-remote%22%2C%22https%253A%252F%252F%257BKIBANA_URL%257D%252Fapi%252Fagent_builder%252Fmcp%22%2C%22--header%22%2C%22Authorization%253A%2524%257BAUTH_HEADER%257D%22%5D%2C%22env%22%3A%7B%7D%7D) |
| [JFrog Security Agent](../agents/jfrog-sec.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fjfrog-sec.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fjfrog-sec.agent.md) | Agent | The dedicated Application Security agent for automated security remediation. Verifies package and version compliance, and suggests vulnerability fixes using JFrog security intelligence. | |
| [Launchdarkly Flag Cleanup](../agents/launchdarkly-flag-cleanup.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Flaunchdarkly-flag-cleanup.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Flaunchdarkly-flag-cleanup.agent.md) | Agent | A specialized GitHub Copilot agent that uses the LaunchDarkly MCP server to safely automate feature flag cleanup workflows. This agent determines removal readiness, identifies the correct forward value, and creates PRs that preserve production behavior while removing obsolete flags and updating stale defaults. | [launchdarkly](https://github.com/mcp/launchdarkly/mcp-server)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=launchdarkly&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540launchdarkly%252Fmcp-server%22%2C%22--%22%2C%22mcp%22%2C%22start%22%2C%22--api-key%22%2C%22%2524LD_ACCESS_TOKEN%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=launchdarkly&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540launchdarkly%252Fmcp-server%22%2C%22--%22%2C%22mcp%22%2C%22start%22%2C%22--api-key%22%2C%22%2524LD_ACCESS_TOKEN%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540launchdarkly%252Fmcp-server%22%2C%22--%22%2C%22mcp%22%2C%22start%22%2C%22--api-key%22%2C%22%2524LD_ACCESS_TOKEN%22%5D%2C%22env%22%3A%7B%7D%7D) |
| [Lingo.dev Localization (i18n) Agent](../agents/lingodotdev-i18n.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Flingodotdev-i18n.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Flingodotdev-i18n.agent.md) | Agent | Expert at implementing internationalization (i18n) in web applications using a systematic, checklist-driven approach. | lingo<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=lingo&config=%7B%22command%22%3A%22%22%2C%22args%22%3A%5B%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=lingo&config=%7B%22command%22%3A%22%22%2C%22args%22%3A%5B%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22%22%2C%22args%22%3A%5B%5D%2C%22env%22%3A%7B%7D%7D) |
| [Monday Bug Context Fixer](../agents/monday-bug-fixer.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fmonday-bug-fixer.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fmonday-bug-fixer.agent.md) | Agent | Elite bug-fixing agent that enriches task context from Monday.com platform data. Gathers related items, docs, comments, epics, and requirements to deliver production-quality fixes with comprehensive PRs. | monday-api-mcp<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=monday-api-mcp&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.monday.com%2Fmcp%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24MONDAY_TOKEN%22%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=monday-api-mcp&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.monday.com%2Fmcp%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24MONDAY_TOKEN%22%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fmcp.monday.com%2Fmcp%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24MONDAY_TOKEN%22%7D%7D) |
| [Mongodb Performance Advisor](../agents/mongodb-performance-advisor.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fmongodb-performance-advisor.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fmongodb-performance-advisor.agent.md) | Agent | Analyze MongoDB database performance, offer query and index optimization insights and provide actionable recommendations to improve overall usage of the database. | |
| [Neo4j Docker Client Generator](../agents/neo4j-docker-client-generator.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fneo4j-docker-client-generator.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fneo4j-docker-client-generator.agent.md) | Agent | AI agent that generates simple, high-quality Python Neo4j client libraries from GitHub issues with proper best practices | neo4j-local<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=neo4j-local&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-e%22%2C%22NEO4J_URI%22%2C%22-e%22%2C%22NEO4J_USERNAME%22%2C%22-e%22%2C%22NEO4J_PASSWORD%22%2C%22-e%22%2C%22NEO4J_DATABASE%22%2C%22-e%22%2C%22NEO4J_NAMESPACE%253Dneo4j-local%22%2C%22-e%22%2C%22NEO4J_TRANSPORT%253Dstdio%22%2C%22mcp%252Fneo4j-cypher%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=neo4j-local&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-e%22%2C%22NEO4J_URI%22%2C%22-e%22%2C%22NEO4J_USERNAME%22%2C%22-e%22%2C%22NEO4J_PASSWORD%22%2C%22-e%22%2C%22NEO4J_DATABASE%22%2C%22-e%22%2C%22NEO4J_NAMESPACE%253Dneo4j-local%22%2C%22-e%22%2C%22NEO4J_TRANSPORT%253Dstdio%22%2C%22mcp%252Fneo4j-cypher%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-e%22%2C%22NEO4J_URI%22%2C%22-e%22%2C%22NEO4J_USERNAME%22%2C%22-e%22%2C%22NEO4J_PASSWORD%22%2C%22-e%22%2C%22NEO4J_DATABASE%22%2C%22-e%22%2C%22NEO4J_NAMESPACE%253Dneo4j-local%22%2C%22-e%22%2C%22NEO4J_TRANSPORT%253Dstdio%22%2C%22mcp%252Fneo4j-cypher%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D) |
| [Neon Migration Specialist](../agents/neon-migration-specialist.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fneon-migration-specialist.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fneon-migration-specialist.agent.md) | Agent | Safe Postgres migrations with zero-downtime using Neon's branching workflow. Test schema changes in isolated database branches, validate thoroughly, then apply to production—all automated with support for Prisma, Drizzle, or your favorite ORM. | |
| [Neon Performance Analyzer](../agents/neon-optimization-analyzer.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fneon-optimization-analyzer.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fneon-optimization-analyzer.agent.md) | Agent | Identify and fix slow Postgres queries automatically using Neon's branching workflow. Analyzes execution plans, tests optimizations in isolated database branches, and provides clear before/after performance metrics with actionable code fixes. | |
| [Octopus Release Notes With Mcp](../agents/octopus-deploy-release-notes-mcp.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Foctopus-deploy-release-notes-mcp.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Foctopus-deploy-release-notes-mcp.agent.md) | Agent | Generate release notes for a release in Octopus Deploy. The tools for this MCP server provide access to the Octopus Deploy APIs. | octopus<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=octopus&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%2540octopusdeploy%252Fmcp-server%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=octopus&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%2540octopusdeploy%252Fmcp-server%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%2540octopusdeploy%252Fmcp-server%22%5D%2C%22env%22%3A%7B%7D%7D) |
| [PagerDuty Incident Responder](../agents/pagerduty-incident-responder.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpagerduty-incident-responder.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpagerduty-incident-responder.agent.md) | Agent | Responds to PagerDuty incidents by analyzing incident context, identifying recent code changes, and suggesting fixes via GitHub PRs. | [pagerduty](https://github.com/mcp/io.github.PagerDuty/pagerduty-mcp)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=pagerduty&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.pagerduty.com%2Fmcp%22%2C%22headers%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=pagerduty&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.pagerduty.com%2Fmcp%22%2C%22headers%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fmcp.pagerduty.com%2Fmcp%22%2C%22headers%22%3A%7B%7D%7D) |
| [Stackhawk Security Onboarding](../agents/stackhawk-security-onboarding.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fstackhawk-security-onboarding.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fstackhawk-security-onboarding.agent.md) | Agent | Automatically set up StackHawk security testing for your repository with generated configuration and GitHub Actions workflow | stackhawk-mcp<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=stackhawk-mcp&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22stackhawk-mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=stackhawk-mcp&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22stackhawk-mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22stackhawk-mcp%22%5D%2C%22env%22%3A%7B%7D%7D) |
| [Terraform Agent](../agents/terraform.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterraform.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterraform.agent.md) | Agent | Terraform infrastructure specialist with automated HCP Terraform workflows. Leverages Terraform MCP server for registry integration, workspace management, and run orchestration. Generates compliant code using latest provider/module versions, manages private registries, automates variable sets, and orchestrates infrastructure deployments with proper validation and security practices. | [terraform](https://github.com/mcp/io.github.hashicorp/terraform-mcp-server)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=terraform&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-e%22%2C%22TFE_TOKEN%253D%2524%257BCOPILOT_MCP_TFE_TOKEN%257D%22%2C%22-e%22%2C%22TFE_ADDRESS%253D%2524%257BCOPILOT_MCP_TFE_ADDRESS%257D%22%2C%22-e%22%2C%22ENABLE_TF_OPERATIONS%253D%2524%257BCOPILOT_MCP_ENABLE_TF_OPERATIONS%257D%22%2C%22hashicorp%252Fterraform-mcp-server%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=terraform&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-e%22%2C%22TFE_TOKEN%253D%2524%257BCOPILOT_MCP_TFE_TOKEN%257D%22%2C%22-e%22%2C%22TFE_ADDRESS%253D%2524%257BCOPILOT_MCP_TFE_ADDRESS%257D%22%2C%22-e%22%2C%22ENABLE_TF_OPERATIONS%253D%2524%257BCOPILOT_MCP_ENABLE_TF_OPERATIONS%257D%22%2C%22hashicorp%252Fterraform-mcp-server%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-e%22%2C%22TFE_TOKEN%253D%2524%257BCOPILOT_MCP_TFE_TOKEN%257D%22%2C%22-e%22%2C%22TFE_ADDRESS%253D%2524%257BCOPILOT_MCP_TFE_ADDRESS%257D%22%2C%22-e%22%2C%22ENABLE_TF_OPERATIONS%253D%2524%257BCOPILOT_MCP_ENABLE_TF_OPERATIONS%257D%22%2C%22hashicorp%252Fterraform-mcp-server%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D) |
---
*This collection includes 20 curated items for **Partners**.*

View File

@@ -1,47 +0,0 @@
id: pcf-development
name: Power Apps Component Framework (PCF) Development
description: Complete toolkit for developing custom code components using Power Apps Component Framework for model-driven and canvas apps
tags:
- power-apps
- pcf
- component-framework
- typescript
- power-platform
items:
- path: instructions/pcf-overview.instructions.md
kind: instruction
- path: instructions/pcf-code-components.instructions.md
kind: instruction
- path: instructions/pcf-model-driven-apps.instructions.md
kind: instruction
- path: instructions/pcf-canvas-apps.instructions.md
kind: instruction
- path: instructions/pcf-power-pages.instructions.md
kind: instruction
- path: instructions/pcf-react-platform-libraries.instructions.md
kind: instruction
- path: instructions/pcf-fluent-modern-theming.instructions.md
kind: instruction
- path: instructions/pcf-dependent-libraries.instructions.md
kind: instruction
- path: instructions/pcf-events.instructions.md
kind: instruction
- path: instructions/pcf-tooling.instructions.md
kind: instruction
- path: instructions/pcf-limitations.instructions.md
kind: instruction
- path: instructions/pcf-alm.instructions.md
kind: instruction
- path: instructions/pcf-best-practices.instructions.md
kind: instruction
- path: instructions/pcf-sample-components.instructions.md
kind: instruction
- path: instructions/pcf-api-reference.instructions.md
kind: instruction
- path: instructions/pcf-manifest-schema.instructions.md
kind: instruction
- path: instructions/pcf-community-resources.instructions.md
kind: instruction
display:
ordering: manual
show_badge: true

View File

@@ -1,30 +0,0 @@
# Power Apps Component Framework (PCF) Development
Complete toolkit for developing custom code components using Power Apps Component Framework for model-driven and canvas apps
**Tags:** power-apps, pcf, component-framework, typescript, power-platform
## Items in this Collection
| Title | Type | Description |
| ----- | ---- | ----------- |
| [Power Apps Component Framework Overview](../instructions/pcf-overview.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-overview.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-overview.instructions.md) | Instruction | Power Apps Component Framework overview and fundamentals |
| [Code Components](../instructions/pcf-code-components.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-code-components.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-code-components.instructions.md) | Instruction | Understanding code components structure and implementation |
| [Code Components for Model-Driven Apps](../instructions/pcf-model-driven-apps.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-model-driven-apps.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-model-driven-apps.instructions.md) | Instruction | Code components for model-driven apps implementation and configuration |
| [Code Components for Canvas Apps](../instructions/pcf-canvas-apps.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-canvas-apps.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-canvas-apps.instructions.md) | Instruction | Code components for canvas apps implementation, security, and configuration |
| [Use Code Components in Power Pages](../instructions/pcf-power-pages.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-power-pages.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-power-pages.instructions.md) | Instruction | Using code components in Power Pages sites |
| [React Controls & Platform Libraries](../instructions/pcf-react-platform-libraries.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-react-platform-libraries.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-react-platform-libraries.instructions.md) | Instruction | React controls and platform libraries for PCF components |
| [Style Components with Modern Theming (Preview)](../instructions/pcf-fluent-modern-theming.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-fluent-modern-theming.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-fluent-modern-theming.instructions.md) | Instruction | Style components with modern theming using Fluent UI |
| [Dependent Libraries (Preview)](../instructions/pcf-dependent-libraries.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-dependent-libraries.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-dependent-libraries.instructions.md) | Instruction | Using dependent libraries in PCF components |
| [Define Events (Preview)](../instructions/pcf-events.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-events.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-events.instructions.md) | Instruction | Define and handle custom events in PCF components |
| [Get Tooling for Power Apps Component Framework](../instructions/pcf-tooling.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-tooling.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-tooling.instructions.md) | Instruction | Get Microsoft Power Platform CLI tooling for Power Apps Component Framework |
| [Limitations](../instructions/pcf-limitations.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-limitations.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-limitations.instructions.md) | Instruction | Limitations and restrictions of Power Apps Component Framework |
| [Code Components Application Lifecycle Management (ALM)](../instructions/pcf-alm.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-alm.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-alm.instructions.md) | Instruction | Application lifecycle management (ALM) for PCF code components |
| [Best Practices and Guidance for Code Components](../instructions/pcf-best-practices.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-best-practices.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-best-practices.instructions.md) | Instruction | Best practices and guidance for developing PCF code components |
| [How to Use the Sample Components](../instructions/pcf-sample-components.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-sample-components.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-sample-components.instructions.md) | Instruction | How to use and run PCF sample components from the PowerApps-Samples repository |
| [Power Apps Component Framework API Reference](../instructions/pcf-api-reference.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-api-reference.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-api-reference.instructions.md) | Instruction | Complete PCF API reference with all interfaces and their availability in model-driven and canvas apps |
| [Manifest Schema Reference](../instructions/pcf-manifest-schema.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-manifest-schema.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-manifest-schema.instructions.md) | Instruction | Complete manifest schema reference for PCF components with all available XML elements |
| [PCF Community Resources](../instructions/pcf-community-resources.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-community-resources.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpcf-community-resources.instructions.md) | Instruction | PCF community resources including gallery, videos, blogs, and development tools |
---
*This collection includes 17 curated items for **Power Apps Component Framework (PCF) Development**.*

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id: php-mcp-development
name: PHP MCP Server Development
description: "Comprehensive resources for building Model Context Protocol servers using the official PHP SDK with attribute-based discovery, including best practices, project generation, and expert assistance"
tags:
- php
- mcp
- model-context-protocol
- server-development
- sdk
- attributes
- composer
items:
- path: instructions/php-mcp-server.instructions.md
kind: instruction
- path: prompts/php-mcp-server-generator.prompt.md
kind: prompt
- path: agents/php-mcp-expert.agent.md
kind: agent
display:
ordering: manual
show_badge: true

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@@ -1,16 +0,0 @@
# PHP MCP Server Development
Comprehensive resources for building Model Context Protocol servers using the official PHP SDK with attribute-based discovery, including best practices, project generation, and expert assistance
**Tags:** php, mcp, model-context-protocol, server-development, sdk, attributes, composer
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [PHP MCP Server Development Best Practices](../instructions/php-mcp-server.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fphp-mcp-server.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fphp-mcp-server.instructions.md) | Instruction | Best practices for building Model Context Protocol servers in PHP using the official PHP SDK with attribute-based discovery and multiple transport options | |
| [PHP MCP Server Generator](../prompts/php-mcp-server-generator.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fphp-mcp-server-generator.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fphp-mcp-server-generator.prompt.md) | Prompt | Generate a complete PHP Model Context Protocol server project with tools, resources, prompts, and tests using the official PHP SDK | |
| [PHP MCP Expert](../agents/php-mcp-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fphp-mcp-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fphp-mcp-expert.agent.md) | Agent | Expert assistant for PHP MCP server development using the official PHP SDK with attribute-based discovery | |
---
*This collection includes 3 curated items for **PHP MCP Server Development**.*

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@@ -1,29 +0,0 @@
id: power-apps-code-apps
name: Power Apps Code Apps Development
description: Complete toolkit for Power Apps Code Apps development including project scaffolding, development standards, and expert guidance for building code-first applications with Power Platform integration.
tags:
[
power-apps,
power-platform,
typescript,
react,
code-apps,
dataverse,
connectors,
]
items:
# Power Apps Code Apps Prompt
- path: prompts/power-apps-code-app-scaffold.prompt.md
kind: prompt
# Power Apps Code Apps Instructions
- path: instructions/power-apps-code-apps.instructions.md
kind: instruction
# Power Platform Expert Chat Mode
- path: agents/power-platform-expert.agent.md
kind: agent
display:
ordering: manual
show_badge: true

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@@ -1,16 +0,0 @@
# Power Apps Code Apps Development
Complete toolkit for Power Apps Code Apps development including project scaffolding, development standards, and expert guidance for building code-first applications with Power Platform integration.
**Tags:** power-apps, power-platform, typescript, react, code-apps, dataverse, connectors
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Power Apps Code Apps Project Scaffolding](../prompts/power-apps-code-app-scaffold.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpower-apps-code-app-scaffold.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpower-apps-code-app-scaffold.prompt.md) | Prompt | Scaffold a complete Power Apps Code App project with PAC CLI setup, SDK integration, and connector configuration | |
| [Power Apps Code Apps Development Instructions](../instructions/power-apps-code-apps.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpower-apps-code-apps.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpower-apps-code-apps.instructions.md) | Instruction | Power Apps Code Apps development standards and best practices for TypeScript, React, and Power Platform integration | |
| [Power Platform Expert](../agents/power-platform-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpower-platform-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpower-platform-expert.agent.md) | Agent | Power Platform expert providing guidance on Code Apps, canvas apps, Dataverse, connectors, and Power Platform best practices | |
---
*This collection includes 3 curated items for **Power Apps Code Apps Development**.*

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@@ -1,63 +0,0 @@
id: power-bi-development
name: Power BI Development
description: Comprehensive Power BI development resources including data modeling, DAX optimization, performance tuning, visualization design, security best practices, and DevOps/ALM guidance for building enterprise-grade Power BI solutions.
tags:
[
power-bi,
dax,
data-modeling,
performance,
visualization,
security,
devops,
business-intelligence,
]
items:
# Power BI Chat Modes
- path: agents/power-bi-data-modeling-expert.agent.md
kind: agent
- path: agents/power-bi-dax-expert.agent.md
kind: agent
- path: agents/power-bi-performance-expert.agent.md
kind: agent
- path: agents/power-bi-visualization-expert.agent.md
kind: agent
# Power BI Instructions
- path: instructions/power-bi-custom-visuals-development.instructions.md
kind: instruction
- path: instructions/power-bi-data-modeling-best-practices.instructions.md
kind: instruction
- path: instructions/power-bi-dax-best-practices.instructions.md
kind: instruction
- path: instructions/power-bi-devops-alm-best-practices.instructions.md
kind: instruction
- path: instructions/power-bi-report-design-best-practices.instructions.md
kind: instruction
- path: instructions/power-bi-security-rls-best-practices.instructions.md
kind: instruction
# Power BI Prompts
- path: prompts/power-bi-dax-optimization.prompt.md
kind: prompt
- path: prompts/power-bi-model-design-review.prompt.md
kind: prompt
- path: prompts/power-bi-performance-troubleshooting.prompt.md
kind: prompt
- path: prompts/power-bi-report-design-consultation.prompt.md
kind: prompt
display:
ordering: manual
show_badge: true

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@@ -1,27 +0,0 @@
# Power BI Development
Comprehensive Power BI development resources including data modeling, DAX optimization, performance tuning, visualization design, security best practices, and DevOps/ALM guidance for building enterprise-grade Power BI solutions.
**Tags:** power-bi, dax, data-modeling, performance, visualization, security, devops, business-intelligence
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Power BI Data Modeling Expert Mode](../agents/power-bi-data-modeling-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpower-bi-data-modeling-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpower-bi-data-modeling-expert.agent.md) | Agent | Expert Power BI data modeling guidance using star schema principles, relationship design, and Microsoft best practices for optimal model performance and usability. | |
| [Power BI DAX Expert Mode](../agents/power-bi-dax-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpower-bi-dax-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpower-bi-dax-expert.agent.md) | Agent | Expert Power BI DAX guidance using Microsoft best practices for performance, readability, and maintainability of DAX formulas and calculations. | |
| [Power BI Performance Expert Mode](../agents/power-bi-performance-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpower-bi-performance-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpower-bi-performance-expert.agent.md) | Agent | Expert Power BI performance optimization guidance for troubleshooting, monitoring, and improving the performance of Power BI models, reports, and queries. | |
| [Power BI Visualization Expert Mode](../agents/power-bi-visualization-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpower-bi-visualization-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpower-bi-visualization-expert.agent.md) | Agent | Expert Power BI report design and visualization guidance using Microsoft best practices for creating effective, performant, and user-friendly reports and dashboards. | |
| [Power BI Custom Visuals Development Best Practices](../instructions/power-bi-custom-visuals-development.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpower-bi-custom-visuals-development.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpower-bi-custom-visuals-development.instructions.md) | Instruction | Comprehensive Power BI custom visuals development guide covering React, D3.js integration, TypeScript patterns, testing frameworks, and advanced visualization techniques. | |
| [Power BI Data Modeling Best Practices](../instructions/power-bi-data-modeling-best-practices.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpower-bi-data-modeling-best-practices.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpower-bi-data-modeling-best-practices.instructions.md) | Instruction | Comprehensive Power BI data modeling best practices based on Microsoft guidance for creating efficient, scalable, and maintainable semantic models using star schema principles. | |
| [Power BI DAX Best Practices](../instructions/power-bi-dax-best-practices.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpower-bi-dax-best-practices.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpower-bi-dax-best-practices.instructions.md) | Instruction | Comprehensive Power BI DAX best practices and patterns based on Microsoft guidance for creating efficient, maintainable, and performant DAX formulas. | |
| [Power BI DevOps and Application Lifecycle Management Best Practices](../instructions/power-bi-devops-alm-best-practices.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpower-bi-devops-alm-best-practices.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpower-bi-devops-alm-best-practices.instructions.md) | Instruction | Comprehensive guide for Power BI DevOps, Application Lifecycle Management (ALM), CI/CD pipelines, deployment automation, and version control best practices. | |
| [Power BI Report Design and Visualization Best Practices](../instructions/power-bi-report-design-best-practices.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpower-bi-report-design-best-practices.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpower-bi-report-design-best-practices.instructions.md) | Instruction | Comprehensive Power BI report design and visualization best practices based on Microsoft guidance for creating effective, accessible, and performant reports and dashboards. | |
| [Power BI Security and Row-Level Security Best Practices](../instructions/power-bi-security-rls-best-practices.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpower-bi-security-rls-best-practices.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpower-bi-security-rls-best-practices.instructions.md) | Instruction | Comprehensive Power BI Row-Level Security (RLS) and advanced security patterns implementation guide with dynamic security, best practices, and governance strategies. | |
| [Power BI DAX Formula Optimizer](../prompts/power-bi-dax-optimization.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpower-bi-dax-optimization.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpower-bi-dax-optimization.prompt.md) | Prompt | Comprehensive Power BI DAX formula optimization prompt for improving performance, readability, and maintainability of DAX calculations. | |
| [Power BI Data Model Design Review](../prompts/power-bi-model-design-review.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpower-bi-model-design-review.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpower-bi-model-design-review.prompt.md) | Prompt | Comprehensive Power BI data model design review prompt for evaluating model architecture, relationships, and optimization opportunities. | |
| [Power BI Performance Troubleshooting Guide](../prompts/power-bi-performance-troubleshooting.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpower-bi-performance-troubleshooting.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpower-bi-performance-troubleshooting.prompt.md) | Prompt | Systematic Power BI performance troubleshooting prompt for identifying, diagnosing, and resolving performance issues in Power BI models, reports, and queries. | |
| [Power BI Report Visualization Designer](../prompts/power-bi-report-design-consultation.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpower-bi-report-design-consultation.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpower-bi-report-design-consultation.prompt.md) | Prompt | Power BI report visualization design prompt for creating effective, user-friendly, and accessible reports with optimal chart selection and layout design. | |
---
*This collection includes 14 curated items for **Power BI Development**.*

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@@ -1,21 +0,0 @@
id: power-platform-mcp-connector-development
name: Power Platform MCP Connector Development
description: Complete toolkit for developing Power Platform custom connectors with Model Context Protocol integration for Microsoft Copilot Studio
tags:
- power-platform
- mcp
- copilot-studio
- custom-connector
- json-rpc
items:
- path: instructions/power-platform-mcp-development.instructions.md
kind: instruction
- path: prompts/power-platform-mcp-connector-suite.prompt.md
kind: prompt
- path: prompts/mcp-copilot-studio-server-generator.prompt.md
kind: prompt
- path: agents/power-platform-mcp-integration-expert.agent.md
kind: agent
display:
ordering: manual
show_badge: true

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@@ -1,17 +0,0 @@
# Power Platform MCP Connector Development
Complete toolkit for developing Power Platform custom connectors with Model Context Protocol integration for Microsoft Copilot Studio
**Tags:** power-platform, mcp, copilot-studio, custom-connector, json-rpc
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Power Platform MCP Custom Connector Development](../instructions/power-platform-mcp-development.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpower-platform-mcp-development.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpower-platform-mcp-development.instructions.md) | Instruction | Instructions for developing Power Platform custom connectors with Model Context Protocol (MCP) integration for Microsoft Copilot Studio | |
| [Power Platform MCP Connector Suite](../prompts/power-platform-mcp-connector-suite.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpower-platform-mcp-connector-suite.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpower-platform-mcp-connector-suite.prompt.md) | Prompt | Generate complete Power Platform custom connector with MCP integration for Copilot Studio - includes schema generation, troubleshooting, and validation | |
| [Power Platform MCP Connector Generator](../prompts/mcp-copilot-studio-server-generator.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fmcp-copilot-studio-server-generator.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fmcp-copilot-studio-server-generator.prompt.md) | Prompt | Generate a complete MCP server implementation optimized for Copilot Studio integration with proper schema constraints and streamable HTTP support | |
| [Power Platform MCP Integration Expert](../agents/power-platform-mcp-integration-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpower-platform-mcp-integration-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpower-platform-mcp-integration-expert.agent.md) | Agent | Expert in Power Platform custom connector development with MCP integration for Copilot Studio - comprehensive knowledge of schemas, protocols, and integration patterns | |
---
*This collection includes 4 curated items for **Power Platform MCP Connector Development**.*

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@@ -1,58 +0,0 @@
id: project-planning
name: Project Planning & Management
description: Tools and guidance for software project planning, feature breakdown, epic management, implementation planning, and task organization for development teams.
tags:
[
planning,
project-management,
epic,
feature,
implementation,
task,
architecture,
technical-spike,
]
items:
# Planning Chat Modes
- path: agents/task-planner.agent.md
kind: agent
- path: agents/task-researcher.agent.md
kind: agent
- path: agents/planner.agent.md
kind: agent
- path: agents/plan.agent.md
kind: agent
- path: agents/prd.agent.md
kind: agent
- path: agents/implementation-plan.agent.md
kind: agent
- path: agents/research-technical-spike.agent.md
kind: agent
# Planning Instructions
- path: instructions/task-implementation.instructions.md
kind: instruction
- path: instructions/spec-driven-workflow-v1.instructions.md
kind: instruction
# Planning Prompts
- path: prompts/breakdown-feature-implementation.prompt.md
kind: prompt
- path: prompts/breakdown-feature-prd.prompt.md
kind: prompt
- path: prompts/breakdown-epic-arch.prompt.md
kind: prompt
- path: prompts/breakdown-epic-pm.prompt.md
kind: prompt
- path: prompts/create-implementation-plan.prompt.md
kind: prompt
- path: prompts/update-implementation-plan.prompt.md
kind: prompt
- path: prompts/create-github-issues-feature-from-implementation-plan.prompt.md
kind: prompt
- path: prompts/create-technical-spike.prompt.md
kind: prompt
display:
ordering: alpha
show_badge: true

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@@ -1,30 +0,0 @@
# Project Planning & Management
Tools and guidance for software project planning, feature breakdown, epic management, implementation planning, and task organization for development teams.
**Tags:** planning, project-management, epic, feature, implementation, task, architecture, technical-spike
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Create GitHub Issue from Implementation Plan](../prompts/create-github-issues-feature-from-implementation-plan.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fcreate-github-issues-feature-from-implementation-plan.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fcreate-github-issues-feature-from-implementation-plan.prompt.md) | Prompt | Create GitHub Issues from implementation plan phases using feature_request.yml or chore_request.yml templates. | |
| [Create Implementation Plan](../prompts/create-implementation-plan.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fcreate-implementation-plan.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fcreate-implementation-plan.prompt.md) | Prompt | Create a new implementation plan file for new features, refactoring existing code or upgrading packages, design, architecture or infrastructure. | |
| [Create PRD Chat Mode](../agents/prd.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fprd.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fprd.agent.md) | Agent | Generate a comprehensive Product Requirements Document (PRD) in Markdown, detailing user stories, acceptance criteria, technical considerations, and metrics. Optionally create GitHub issues upon user confirmation. | |
| [Create Technical Spike Document](../prompts/create-technical-spike.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fcreate-technical-spike.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fcreate-technical-spike.prompt.md) | Prompt | Create time-boxed technical spike documents for researching and resolving critical development decisions before implementation. | |
| [Epic Architecture Specification Prompt](../prompts/breakdown-epic-arch.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fbreakdown-epic-arch.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fbreakdown-epic-arch.prompt.md) | Prompt | Prompt for creating the high-level technical architecture for an Epic, based on a Product Requirements Document. | |
| [Epic Product Requirements Document (PRD) Prompt](../prompts/breakdown-epic-pm.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fbreakdown-epic-pm.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fbreakdown-epic-pm.prompt.md) | Prompt | Prompt for creating an Epic Product Requirements Document (PRD) for a new epic. This PRD will be used as input for generating a technical architecture specification. | |
| [Feature Implementation Plan Prompt](../prompts/breakdown-feature-implementation.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fbreakdown-feature-implementation.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fbreakdown-feature-implementation.prompt.md) | Prompt | Prompt for creating detailed feature implementation plans, following Epoch monorepo structure. | |
| [Feature PRD Prompt](../prompts/breakdown-feature-prd.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fbreakdown-feature-prd.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fbreakdown-feature-prd.prompt.md) | Prompt | Prompt for creating Product Requirements Documents (PRDs) for new features, based on an Epic. | |
| [Implementation Plan Generation Mode](../agents/implementation-plan.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fimplementation-plan.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fimplementation-plan.agent.md) | Agent | Generate an implementation plan for new features or refactoring existing code. | |
| [Plan Mode Strategic Planning & Architecture](../agents/plan.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fplan.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fplan.agent.md) | Agent | Strategic planning and architecture assistant focused on thoughtful analysis before implementation. Helps developers understand codebases, clarify requirements, and develop comprehensive implementation strategies. | |
| [Planning mode instructions](../agents/planner.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fplanner.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fplanner.agent.md) | Agent | Generate an implementation plan for new features or refactoring existing code. | |
| [Spec Driven Workflow v1](../instructions/spec-driven-workflow-v1.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fspec-driven-workflow-v1.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fspec-driven-workflow-v1.instructions.md) | Instruction | Specification-Driven Workflow v1 provides a structured approach to software development, ensuring that requirements are clearly defined, designs are meticulously planned, and implementations are thoroughly documented and validated. | |
| [Task Plan Implementation Instructions](../instructions/task-implementation.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Ftask-implementation.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Ftask-implementation.instructions.md) | Instruction | Instructions for implementing task plans with progressive tracking and change record - Brought to you by microsoft/edge-ai | |
| [Task Planner Instructions](../agents/task-planner.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Ftask-planner.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Ftask-planner.agent.md) | Agent | Task planner for creating actionable implementation plans - Brought to you by microsoft/edge-ai | |
| [Task Researcher Instructions](../agents/task-researcher.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Ftask-researcher.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Ftask-researcher.agent.md) | Agent | Task research specialist for comprehensive project analysis - Brought to you by microsoft/edge-ai | |
| [Technical spike research mode](../agents/research-technical-spike.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fresearch-technical-spike.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fresearch-technical-spike.agent.md) | Agent | Systematically research and validate technical spike documents through exhaustive investigation and controlled experimentation. | |
| [Update Implementation Plan](../prompts/update-implementation-plan.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fupdate-implementation-plan.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fupdate-implementation-plan.prompt.md) | Prompt | Update an existing implementation plan file with new or update requirements to provide new features, refactoring existing code or upgrading packages, design, architecture or infrastructure. | |
---
*This collection includes 17 curated items for **Project Planning & Management**.*

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@@ -1,35 +0,0 @@
id: python-mcp-development
name: Python MCP Server Development
description: Complete toolkit for building Model Context Protocol (MCP) servers in Python using the official SDK with FastMCP. Includes instructions for best practices, a prompt for generating servers, and an expert chat mode for guidance.
tags: [python, mcp, model-context-protocol, fastmcp, server-development]
items:
- path: instructions/python-mcp-server.instructions.md
kind: instruction
- path: prompts/python-mcp-server-generator.prompt.md
kind: prompt
- path: agents/python-mcp-expert.agent.md
kind: agent
usage: |
recommended
This chat mode provides expert guidance for building MCP servers in Python with FastMCP.
This chat mode is ideal for:
- Creating new MCP server projects with Python
- Implementing typed tools with Pydantic models and structured output
- Setting up stdio or streamable HTTP transports
- Debugging type hints and schema validation issues
- Learning Python MCP best practices with FastMCP
- Optimizing server performance and resource management
To get the best results, consider:
- Using the instruction file to set context for Python/FastMCP development
- Using the prompt to generate initial project structure with uv
- Switching to the expert chat mode for detailed implementation help
- Specifying whether you need stdio or HTTP transport
- Providing details about what tools or functionality you need
- Mentioning if you need structured output, sampling, or elicitation
display:
ordering: manual
show_badge: true

View File

@@ -1,41 +0,0 @@
# Python MCP Server Development
Complete toolkit for building Model Context Protocol (MCP) servers in Python using the official SDK with FastMCP. Includes instructions for best practices, a prompt for generating servers, and an expert chat mode for guidance.
**Tags:** python, mcp, model-context-protocol, fastmcp, server-development
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Python MCP Server Development](../instructions/python-mcp-server.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpython-mcp-server.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fpython-mcp-server.instructions.md) | Instruction | Instructions for building Model Context Protocol (MCP) servers using the Python SDK | |
| [Generate Python MCP Server](../prompts/python-mcp-server-generator.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpython-mcp-server-generator.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fpython-mcp-server-generator.prompt.md) | Prompt | Generate a complete MCP server project in Python with tools, resources, and proper configuration | |
| [Python MCP Server Expert](../agents/python-mcp-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpython-mcp-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpython-mcp-expert.agent.md) | Agent | Expert assistant for developing Model Context Protocol (MCP) servers in Python [see usage](#python-mcp-server-expert) | |
## Collection Usage
### Python MCP Server Expert
recommended
This chat mode provides expert guidance for building MCP servers in Python with FastMCP.
This chat mode is ideal for:
- Creating new MCP server projects with Python
- Implementing typed tools with Pydantic models and structured output
- Setting up stdio or streamable HTTP transports
- Debugging type hints and schema validation issues
- Learning Python MCP best practices with FastMCP
- Optimizing server performance and resource management
To get the best results, consider:
- Using the instruction file to set context for Python/FastMCP development
- Using the prompt to generate initial project structure with uv
- Switching to the expert chat mode for detailed implementation help
- Specifying whether you need stdio or HTTP transport
- Providing details about what tools or functionality you need
- Mentioning if you need structured output, sampling, or elicitation
---
*This collection includes 3 curated items for **Python MCP Server Development**.*

View File

@@ -1,35 +0,0 @@
id: ruby-mcp-development
name: Ruby MCP Server Development
description: "Complete toolkit for building Model Context Protocol servers in Ruby using the official MCP Ruby SDK gem with Rails integration support."
tags: [ruby, mcp, model-context-protocol, server-development, sdk, rails, gem]
items:
- path: instructions/ruby-mcp-server.instructions.md
kind: instruction
- path: prompts/ruby-mcp-server-generator.prompt.md
kind: prompt
- path: agents/ruby-mcp-expert.agent.md
kind: agent
usage: |
recommended
This chat mode provides expert guidance for building MCP servers in Ruby.
This chat mode is ideal for:
- Creating new MCP server projects with Ruby
- Implementing tools, prompts, and resources
- Setting up stdio or HTTP transports
- Debugging schema definitions and error handling
- Learning Ruby MCP best practices with the official SDK
- Integrating with Rails applications
To get the best results, consider:
- Using the instruction file to set context for Ruby MCP development
- Using the prompt to generate initial project structure
- Switching to the expert chat mode for detailed implementation help
- Specifying whether you need stdio or Rails integration
- Providing details about what tools or functionality you need
- Mentioning if you need authentication or server_context usage
display:
ordering: manual
show_badge: true

View File

@@ -1,41 +0,0 @@
# Ruby MCP Server Development
Complete toolkit for building Model Context Protocol servers in Ruby using the official MCP Ruby SDK gem with Rails integration support.
**Tags:** ruby, mcp, model-context-protocol, server-development, sdk, rails, gem
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Ruby MCP Server Development Guidelines](../instructions/ruby-mcp-server.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fruby-mcp-server.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fruby-mcp-server.instructions.md) | Instruction | Best practices and patterns for building Model Context Protocol (MCP) servers in Ruby using the official MCP Ruby SDK gem. | |
| [Ruby MCP Server Generator](../prompts/ruby-mcp-server-generator.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fruby-mcp-server-generator.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fruby-mcp-server-generator.prompt.md) | Prompt | Generate a complete Model Context Protocol server project in Ruby using the official MCP Ruby SDK gem. | |
| [Ruby MCP Expert](../agents/ruby-mcp-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fruby-mcp-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fruby-mcp-expert.agent.md) | Agent | Expert assistance for building Model Context Protocol servers in Ruby using the official MCP Ruby SDK gem with Rails integration. [see usage](#ruby-mcp-expert) | |
## Collection Usage
### Ruby MCP Expert
recommended
This chat mode provides expert guidance for building MCP servers in Ruby.
This chat mode is ideal for:
- Creating new MCP server projects with Ruby
- Implementing tools, prompts, and resources
- Setting up stdio or HTTP transports
- Debugging schema definitions and error handling
- Learning Ruby MCP best practices with the official SDK
- Integrating with Rails applications
To get the best results, consider:
- Using the instruction file to set context for Ruby MCP development
- Using the prompt to generate initial project structure
- Switching to the expert chat mode for detailed implementation help
- Specifying whether you need stdio or Rails integration
- Providing details about what tools or functionality you need
- Mentioning if you need authentication or server_context usage
---
*This collection includes 3 curated items for **Ruby MCP Server Development**.*

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@@ -1,47 +0,0 @@
id: rust-mcp-development
name: Rust MCP Server Development
description: Build high-performance Model Context Protocol servers in Rust using the official rmcp SDK with async/await, procedural macros, and type-safe implementations.
tags:
[
rust,
mcp,
model-context-protocol,
server-development,
sdk,
tokio,
async,
macros,
rmcp,
]
items:
- path: instructions/rust-mcp-server.instructions.md
kind: instruction
- path: prompts/rust-mcp-server-generator.prompt.md
kind: prompt
- path: agents/rust-mcp-expert.agent.md
kind: agent
usage: |
recommended
This chat mode provides expert guidance for building MCP servers in Rust.
This chat mode is ideal for:
- Creating new MCP server projects with Rust
- Implementing async handlers with tokio runtime
- Using rmcp procedural macros for tools
- Setting up stdio, SSE, or HTTP transports
- Debugging async Rust and ownership issues
- Learning Rust MCP best practices with the official rmcp SDK
- Performance optimization with Arc and RwLock
To get the best results, consider:
- Using the instruction file to set context for Rust MCP development
- Using the prompt to generate initial project structure
- Switching to the expert chat mode for detailed implementation help
- Specifying which transport type you need
- Providing details about what tools or functionality you need
- Mentioning if you need OAuth authentication
display:
ordering: manual
show_badge: true

View File

@@ -1,42 +0,0 @@
# Rust MCP Server Development
Build high-performance Model Context Protocol servers in Rust using the official rmcp SDK with async/await, procedural macros, and type-safe implementations.
**Tags:** rust, mcp, model-context-protocol, server-development, sdk, tokio, async, macros, rmcp
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Rust MCP Server Development Best Practices](../instructions/rust-mcp-server.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Frust-mcp-server.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Frust-mcp-server.instructions.md) | Instruction | Best practices for building Model Context Protocol servers in Rust using the official rmcp SDK with async/await patterns | |
| [Rust Mcp Server Generator](../prompts/rust-mcp-server-generator.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Frust-mcp-server-generator.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Frust-mcp-server-generator.prompt.md) | Prompt | Generate a complete Rust Model Context Protocol server project with tools, prompts, resources, and tests using the official rmcp SDK | |
| [Rust MCP Expert](../agents/rust-mcp-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Frust-mcp-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Frust-mcp-expert.agent.md) | Agent | Expert assistant for Rust MCP server development using the rmcp SDK with tokio async runtime [see usage](#rust-mcp-expert) | |
## Collection Usage
### Rust MCP Expert
recommended
This chat mode provides expert guidance for building MCP servers in Rust.
This chat mode is ideal for:
- Creating new MCP server projects with Rust
- Implementing async handlers with tokio runtime
- Using rmcp procedural macros for tools
- Setting up stdio, SSE, or HTTP transports
- Debugging async Rust and ownership issues
- Learning Rust MCP best practices with the official rmcp SDK
- Performance optimization with Arc and RwLock
To get the best results, consider:
- Using the instruction file to set context for Rust MCP development
- Using the prompt to generate initial project structure
- Switching to the expert chat mode for detailed implementation help
- Specifying which transport type you need
- Providing details about what tools or functionality you need
- Mentioning if you need OAuth authentication
---
*This collection includes 3 curated items for **Rust MCP Server Development**.*

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@@ -1,24 +0,0 @@
id: security-best-practices
name: Security & Code Quality
description: Security frameworks, accessibility guidelines, performance optimization, and code quality best practices for building secure, maintainable, and high-performance applications.
tags: [security, accessibility, performance, code-quality, owasp, a11y, optimization, best-practices]
items:
# Security & Quality Instructions
- path: instructions/security-and-owasp.instructions.md
kind: instruction
- path: instructions/a11y.instructions.md
kind: instruction
- path: instructions/performance-optimization.instructions.md
kind: instruction
- path: instructions/object-calisthenics.instructions.md
kind: instruction
- path: instructions/self-explanatory-code-commenting.instructions.md
kind: instruction
# Security & Safety Prompts
- path: prompts/ai-prompt-engineering-safety-review.prompt.md
kind: prompt
display:
ordering: alpha
show_badge: true

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@@ -1,19 +0,0 @@
# Security & Code Quality
Security frameworks, accessibility guidelines, performance optimization, and code quality best practices for building secure, maintainable, and high-performance applications.
**Tags:** security, accessibility, performance, code-quality, owasp, a11y, optimization, best-practices
## Items in this Collection
| Title | Type | Description |
| ----- | ---- | ----------- |
| [Accessibility instructions](../instructions/a11y.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fa11y.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fa11y.instructions.md) | Instruction | Guidance for creating more accessible code |
| [AI Prompt Engineering Safety Review & Improvement](../prompts/ai-prompt-engineering-safety-review.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fai-prompt-engineering-safety-review.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fai-prompt-engineering-safety-review.prompt.md) | Prompt | Comprehensive AI prompt engineering safety review and improvement prompt. Analyzes prompts for safety, bias, security vulnerabilities, and effectiveness while providing detailed improvement recommendations with extensive frameworks, testing methodologies, and educational content. |
| [Object Calisthenics Rules](../instructions/object-calisthenics.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fobject-calisthenics.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fobject-calisthenics.instructions.md) | Instruction | Enforces Object Calisthenics principles for business domain code to ensure clean, maintainable, and robust code |
| [Performance Optimization Best Practices](../instructions/performance-optimization.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fperformance-optimization.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fperformance-optimization.instructions.md) | Instruction | The most comprehensive, practical, and engineer-authored performance optimization instructions for all languages, frameworks, and stacks. Covers frontend, backend, and database best practices with actionable guidance, scenario-based checklists, troubleshooting, and pro tips. |
| [Secure Coding and OWASP Guidelines](../instructions/security-and-owasp.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fsecurity-and-owasp.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fsecurity-and-owasp.instructions.md) | Instruction | Comprehensive secure coding instructions for all languages and frameworks, based on OWASP Top 10 and industry best practices. |
| [Self-explanatory Code Commenting Instructions](../instructions/self-explanatory-code-commenting.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fself-explanatory-code-commenting.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fself-explanatory-code-commenting.instructions.md) | Instruction | Guidelines for GitHub Copilot to write comments to achieve self-explanatory code with less comments. Examples are in JavaScript but it should work on any language that has comments. |
---
*This collection includes 6 curated items for **Security & Code Quality**.*

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@@ -1,42 +0,0 @@
id: software-engineering-team
name: Software Engineering Team
description: 7 specialized agents covering the full software development lifecycle from UX design and architecture to security and DevOps.
tags: [team, enterprise, security, devops, ux, architecture, product, ai-ethics]
items:
- path: agents/se-ux-ui-designer.agent.md
kind: agent
usage: |
## About This Collection
This collection of 7 agents is based on learnings from [The AI-Native Engineering Flow](https://medium.com/data-science-at-microsoft/the-ai-native-engineering-flow-5de5ffd7d877) experiments at Microsoft, designed to augment software engineering teams across the entire development lifecycle.
**Key Design Principles:**
- **Standalone**: Each agent works independently without cross-dependencies
- **Enterprise-ready**: Incorporates OWASP, Zero Trust, WCAG, and Well-Architected frameworks
- **Lifecycle coverage**: From UX research → Architecture → Development → Security → DevOps
**Agents in this collection:**
- **SE: UX Designer** - Jobs-to-be-Done analysis and user journey mapping
- **SE: Tech Writer** - Technical documentation, blogs, ADRs, and user guides
- **SE: DevOps/CI** - CI/CD debugging and deployment troubleshooting
- **SE: Product Manager** - GitHub issues with business context and acceptance criteria
- **SE: Responsible AI** - Bias testing, accessibility (WCAG), and ethical development
- **SE: Architect** - Architecture reviews with Well-Architected frameworks
- **SE: Security** - OWASP Top 10, LLM/ML security, and Zero Trust
You can use individual agents as needed or adopt the full collection for comprehensive team augmentation.
- path: agents/se-technical-writer.agent.md
kind: agent
- path: agents/se-gitops-ci-specialist.agent.md
kind: agent
- path: agents/se-product-manager-advisor.agent.md
kind: agent
- path: agents/se-responsible-ai-code.agent.md
kind: agent
- path: agents/se-system-architecture-reviewer.agent.md
kind: agent
- path: agents/se-security-reviewer.agent.md
kind: agent
display:
ordering: manual
show_badge: true

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@@ -1,45 +0,0 @@
# Software Engineering Team
7 specialized agents covering the full software development lifecycle from UX design and architecture to security and DevOps.
**Tags:** team, enterprise, security, devops, ux, architecture, product, ai-ethics
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [SE: UX Designer](../agents/se-ux-ui-designer.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fse-ux-ui-designer.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fse-ux-ui-designer.agent.md) | Agent | Jobs-to-be-Done analysis, user journey mapping, and UX research artifacts for Figma and design workflows [see usage](#se:-ux-designer) | |
| [SE: Tech Writer](../agents/se-technical-writer.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fse-technical-writer.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fse-technical-writer.agent.md) | Agent | Technical writing specialist for creating developer documentation, technical blogs, tutorials, and educational content | |
| [SE: DevOps/CI](../agents/se-gitops-ci-specialist.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fse-gitops-ci-specialist.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fse-gitops-ci-specialist.agent.md) | Agent | DevOps specialist for CI/CD pipelines, deployment debugging, and GitOps workflows focused on making deployments boring and reliable | |
| [SE: Product Manager](../agents/se-product-manager-advisor.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fse-product-manager-advisor.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fse-product-manager-advisor.agent.md) | Agent | Product management guidance for creating GitHub issues, aligning business value with user needs, and making data-driven product decisions | |
| [SE: Responsible AI](../agents/se-responsible-ai-code.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fse-responsible-ai-code.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fse-responsible-ai-code.agent.md) | Agent | Responsible AI specialist ensuring AI works for everyone through bias prevention, accessibility compliance, ethical development, and inclusive design | |
| [SE: Architect](../agents/se-system-architecture-reviewer.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fse-system-architecture-reviewer.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fse-system-architecture-reviewer.agent.md) | Agent | System architecture review specialist with Well-Architected frameworks, design validation, and scalability analysis for AI and distributed systems | |
| [SE: Security](../agents/se-security-reviewer.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fse-security-reviewer.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fse-security-reviewer.agent.md) | Agent | Security-focused code review specialist with OWASP Top 10, Zero Trust, LLM security, and enterprise security standards | |
## Collection Usage
### SE: UX Designer
## About This Collection
This collection of 7 agents is based on learnings from [The AI-Native Engineering Flow](https://medium.com/data-science-at-microsoft/the-ai-native-engineering-flow-5de5ffd7d877) experiments at Microsoft, designed to augment software engineering teams across the entire development lifecycle.
**Key Design Principles:**
- **Standalone**: Each agent works independently without cross-dependencies
- **Enterprise-ready**: Incorporates OWASP, Zero Trust, WCAG, and Well-Architected frameworks
- **Lifecycle coverage**: From UX research → Architecture → Development → Security → DevOps
**Agents in this collection:**
- **SE: UX Designer** - Jobs-to-be-Done analysis and user journey mapping
- **SE: Tech Writer** - Technical documentation, blogs, ADRs, and user guides
- **SE: DevOps/CI** - CI/CD debugging and deployment troubleshooting
- **SE: Product Manager** - GitHub issues with business context and acceptance criteria
- **SE: Responsible AI** - Bias testing, accessibility (WCAG), and ethical development
- **SE: Architect** - Architecture reviews with Well-Architected frameworks
- **SE: Security** - OWASP Top 10, LLM/ML security, and Zero Trust
You can use individual agents as needed or adopt the full collection for comprehensive team augmentation.
---
*This collection includes 7 curated items for **Software Engineering Team**.*

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@@ -1,15 +0,0 @@
id: structured-autonomy
name: Structured Autonomy
description: "Premium planning, thrifty implementation"
tags: [prompt-engineering, planning, agents]
items:
- path: prompts/structured-autonomy-plan.prompt.md
kind: prompt
- path: prompts/structured-autonomy-generate.prompt.md
kind: prompt
- path: prompts/structured-autonomy-implement.prompt.md
kind: prompt
display:
ordering: manual # or "manual" to preserve the order above
show_badge: true # set to true to show collection badge on items
featured: false

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@@ -1,70 +0,0 @@
# Structured Autonomy
Prompts for autonomous project planning and implementation with GitHub Copilot, enabling collaborative development workflows through structured planning and code generation.
**Tags:** github-copilot, autonomous-workflows, project-planning, code-generation, structured-autonomy
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Structured Autonomy Plan](../prompts/structured-autonomy-plan.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-plan.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-plan.prompt.md) | Prompt | Research-driven planning agent that breaks down feature requests into testable implementation steps with clear commit boundaries for pull requests. | [context7](https://github.com/upstash/context7)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=context7&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=context7&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D) |
| [Structured Autonomy Generate](../prompts/structured-autonomy-generate.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-generate.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-generate.prompt.md) | Prompt | Implementation generator that converts structured plans into copy-paste ready code with complete verification checklists and step-by-step instructions. | [context7](https://github.com/upstash/context7)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=context7&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=context7&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D) |
| [Structured Autonomy Implement](../prompts/structured-autonomy-implement.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-implement.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-implement.prompt.md) | Prompt | Implementation agent that executes step by step instructions, validating each action and stopping for user verification before proceeding. | [context7](https://github.com/upstash/context7)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code-0098FF?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscode?name=context7&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-VS_Code_Insiders-24bfa5?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=context7&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[![Install MCP](https://img.shields.io/badge/Install-Visual_Studio-C16FDE?style=flat-square)](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D) |
---
## How It Works
Structured Autonomy is a three-phase workflow designed to maximize the value you get from AI-assisted development while keeping premium requests low. The system follows a simple principle: **use premium models sparingly for thinking, use cheap models liberally for doing**.
### The Workflow
```
┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
│ sa-plan │ ──▶ │ sa-generate │ ──▶ │ sa-implement │
│ (1 request) │ │ (1 request) │ │ (many requests)│
│ Premium Model │ │ Premium Model │ │ Cheap Model │
└─────────────────┘ └─────────────────┘ └─────────────────┘
```
**Phase 1: Plan** — You describe what you want to build. The planning agent researches your codebase, reads documentation, and breaks your feature into logical commits. Output: `plans/{feature-name}/plan.md`
```
/plan Add a user profile page to this application that allows the user to view and edit their profile information.
```
**Phase 2: Generate** — The generator takes your plan and produces complete, copy-paste ready implementation instructions with full code blocks. No placeholders, no TODOs—just working code based on your actual codebase patterns. Output: `plans/{feature-name}/implementation.md`
```
/generate #plan.md
```
**Phase 3: Implement** — The implementation agent follows the generated instructions step-by-step, checking off items as it goes and stopping at defined commit boundaries for you to verify and commit.
```
/implement #implementation.md
```
The implementation will stop after it completes a commit, allowing you to verify the changes and then proceed. It will automatically resume from the next step.
### One Branch, One PR
Each workflow operates on a single feature branch targeting a single pull request. Implementation steps map directly to commits, giving you:
- **Clean git history** with logical, reviewable commits
- **Natural checkpoints** where you verify the code works before moving on
- **Easy rollback** if something goes wrong—just reset to the last good commit
### Why This Approach Works
**Cost Efficiency** — Premium models (Claude Opus, GPT-5.1-Codex) are expensive but excel at reasoning and planning. You use them exactly twice: once to understand your request and once to generate the implementation. The actual coding work uses free models that can iterate as many times as needed.
**Better Code Quality** — Because the planning phase researches your codebase first, the generated code follows your existing patterns, naming conventions, and architecture. You're not fighting against AI suggestions that don't fit your project.
**Developer Engagement** — The step-by-step implementation with manual commit points keeps you in the loop. You're reviewing and testing real changes at each step, not staring at a massive diff at the end wondering what happened.
**Familiar Workflow** — This isn't a new way of working—it's your existing git workflow with AI assistance. Feature branches, incremental commits, PR reviews. The AI handles the tedious parts while you stay in control of the process.

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@@ -1,47 +0,0 @@
id: swift-mcp-development
name: Swift MCP Server Development
description: "Comprehensive collection for building Model Context Protocol servers in Swift using the official MCP Swift SDK with modern concurrency features."
tags:
[
swift,
mcp,
model-context-protocol,
server-development,
sdk,
ios,
macos,
concurrency,
actor,
async-await,
]
items:
- path: instructions/swift-mcp-server.instructions.md
kind: instruction
- path: prompts/swift-mcp-server-generator.prompt.md
kind: prompt
- path: agents/swift-mcp-expert.agent.md
kind: agent
usage: |
recommended
This chat mode provides expert guidance for building MCP servers in Swift.
This chat mode is ideal for:
- Creating new MCP server projects with Swift
- Implementing async/await patterns and actor-based concurrency
- Setting up stdio, HTTP, or network transports
- Debugging Swift concurrency and ServiceLifecycle integration
- Learning Swift MCP best practices with the official SDK
- Optimizing server performance for iOS/macOS platforms
To get the best results, consider:
- Using the instruction file to set context for Swift MCP development
- Using the prompt to generate initial project structure
- Switching to the expert chat mode for detailed implementation help
- Specifying whether you need stdio, HTTP, or network transport
- Providing details about what tools or functionality you need
- Mentioning if you need resources, prompts, or special capabilities
display:
ordering: manual
show_badge: true

View File

@@ -1,41 +0,0 @@
# Swift MCP Server Development
Comprehensive collection for building Model Context Protocol servers in Swift using the official MCP Swift SDK with modern concurrency features.
**Tags:** swift, mcp, model-context-protocol, server-development, sdk, ios, macos, concurrency, actor, async-await
## Items in this Collection
| Title | Type | Description | MCP Servers |
| ----- | ---- | ----------- | ----------- |
| [Swift MCP Server Development Guidelines](../instructions/swift-mcp-server.instructions.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fswift-mcp-server.instructions.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/instructions?url=vscode-insiders%3Achat-instructions%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Finstructions%2Fswift-mcp-server.instructions.md) | Instruction | Best practices and patterns for building Model Context Protocol (MCP) servers in Swift using the official MCP Swift SDK package. | |
| [Swift MCP Server Generator](../prompts/swift-mcp-server-generator.prompt.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fswift-mcp-server-generator.prompt.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fswift-mcp-server-generator.prompt.md) | Prompt | Generate a complete Model Context Protocol server project in Swift using the official MCP Swift SDK package. | |
| [Swift MCP Expert](../agents/swift-mcp-expert.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fswift-mcp-expert.agent.md)<br />[![Install in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Install-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fswift-mcp-expert.agent.md) | Agent | Expert assistance for building Model Context Protocol servers in Swift using modern concurrency features and the official MCP Swift SDK. [see usage](#swift-mcp-expert) | |
## Collection Usage
### Swift MCP Expert
recommended
This chat mode provides expert guidance for building MCP servers in Swift.
This chat mode is ideal for:
- Creating new MCP server projects with Swift
- Implementing async/await patterns and actor-based concurrency
- Setting up stdio, HTTP, or network transports
- Debugging Swift concurrency and ServiceLifecycle integration
- Learning Swift MCP best practices with the official SDK
- Optimizing server performance for iOS/macOS platforms
To get the best results, consider:
- Using the instruction file to set context for Swift MCP development
- Using the prompt to generate initial project structure
- Switching to the expert chat mode for detailed implementation help
- Specifying whether you need stdio, HTTP, or network transport
- Providing details about what tools or functionality you need
- Mentioning if you need resources, prompts, or special capabilities
---
*This collection includes 3 curated items for **Swift MCP Server Development**.*

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@@ -1,15 +0,0 @@
id: technical-spike
name: Technical Spike
description: Tools for creation, management and research of technical spikes to reduce unknowns and assumptions before proceeding to specification and implementation of solutions.
tags: [technical-spike, assumption-testing, validation, research]
items:
# Planning Chat Modes
- path: agents/research-technical-spike.agent.md
kind: agent
# Planning Prompts
- path: prompts/create-technical-spike.prompt.md
kind: prompt
display:
ordering: alpha # or "manual" to preserve the order above
show_badge: false # set to true to show collection badge on items

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