* Add doublecheck plugin: three-layer verification pipeline for AI output
Adds a new plugin that helps users verify AI-generated content before
acting on it. Designed for sensitive contexts (legal, medical, financial,
compliance) where hallucinations carry real consequences.
Three verification layers:
- Self-Audit: extracts verifiable claims, checks internal consistency
- Source Verification: web searches per claim, produces URLs for human review
- Adversarial Review: assumes errors exist, checks hallucination patterns
Supports persistent mode (auto-verifies every factual response inline)
and one-shot mode (full report on specific text). Confidence ratings:
VERIFIED, PLAUSIBLE, UNVERIFIED, DISPUTED, FABRICATION RISK.
Includes:
- Skill (skills/doublecheck/) with bundled report template
- Agent (agents/doublecheck.agent.md) for interactive verification
- Plugin package (plugins/doublecheck/) bundling both
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* Address review: fix tools YAML format, remove materialized artifacts
- Fix tools frontmatter in agents/doublecheck.agent.md to use standard
YAML list format instead of flow sequence with trailing comma
- Remove plugins/doublecheck/agents/ and plugins/doublecheck/skills/
from tracking; these paths are in .gitignore as CI-materialized
artifacts that should not be committed
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
---------
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
- Make browser tester generic to support for chrome devotols mcp, playwright, agentic browser tools.
- Add Team lead and energetci peronsality to Orchestrator
- Add progress updates between phases/ waves
* Add Scientific Paper Research agent (BGPT MCP)
* Run npm run build to update README.agents.md
---------
Co-authored-by: connerlambden <connerlambden12@gmail.com>
Add two new agents for the Vue.js ecosystem:
- nuxt-expert.agent.md: Expert Nuxt Developer agent covering Nuxt 3,
Nitro, rendering modes, data fetching, and legacy Nuxt 2 compatibility.
- vuejs-expert.agent.md: Expert Vue.js Frontend Engineer agent covering
Vue 3 Composition API, Pinia, Vue Router, TypeScript integration, and
legacy Vue 2/Options API compatibility.
Both agents use Claude Sonnet 4.5 and follow existing agent conventions.
README.agents.md regenerated via npm run build.
Rename the Chrome-specific testing agent to a browser-agnostic version
to support multiple automation tools (Playwright, Chrome DevTools, etc.).
Updates all references in orchestrator and planner configurations, and
broadens the description and execution workflow to be tool-flexible.
Evidence storage rule clarified to apply primarily on failures.
- Introduced new agents: gem-chrome-tester, gem-devops, gem-documentation-writer, gem-implementer, gem-orchestrator, gem-planner, gem-researcher, and gem-reviewer.
- Updated README.collections.md to include the new Gem Team Multi-Agent Orchestration collection.
- Created gem-team.collection.yml and gem-team.md for structured documentation of the multi-agent orchestration framework.
- Each agent includes detailed descriptions, workflows, operating rules, and final anchors for clarity on their functionalities and usage.
Add an agent for AI-powered LinkedIn content creation, scheduling, and
analytics through Reepl (https://reepl.io). Enables creating posts,
carousels, and managing LinkedIn presence directly from GitHub Copilot.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Add tools for maximizing GitHub Copilot effectiveness through better
context management:
- Instructions: Guidelines for structuring code so Copilot understands it
- Agent: Context Architect - plans multi-file changes by mapping dependencies
- Prompts:
- context-map: Map all affected files before changes
- what-context-needed: Ask Copilot what files it needs
- refactor-plan: Create phased refactor plans with rollback steps
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Add 5 framework-specific collections with shared agent and prompt for generating production-ready applications from OpenAPI specifications:
- Java Spring Boot
- Python FastAPI
- Node.js NestJS
- C# .NET
- Go
Reuses existing framework instructions for consistency and best practices.
* Initial plan
* Add DevOps resources: agents, instructions, and prompt
* Replace redundant GitHub Actions instructions with expert agent
* Make DevOps resources more generic for easier maintenance
* Remove optional model field to align with repository conventions
* Reduce code examples to focus on principles and guidance
* Add DevOps Expert agent following infinity loop principle
---------
Co-authored-by: Copilot <198982749+Copilot@users.noreply.github.com>
Co-authored-by: benjisho-aidome <218995725+benjisho-aidome@users.noreply.github.com>
Co-authored-by: Matt Soucoup <masoucou@microsoft.com>
- Replace static github-mcp-registry.json with live API calls
- Fetch from https://api.mcp.github.com/v0.1/servers/ with pagination support
- Extract displayName from GitHub metadata for better matching
- Implement smart matching logic:
* Case-insensitive comparison
* Match against both displayName and full name
* Strip common suffixes like -mcp-server for pattern matching
- Make build process async to support API calls
- Cache registry data to only hit API once per build run
- Remove obsolete github-mcp-registry.json file
Benefits:
- No more manual updates to registry data
- Always uses latest MCP registry information
- Improved server name matching resilience
- Successfully loads all 54 servers from registry
* Adding modernization agent
This is a Modernization Agent. It will first understand the repository it will work on, then create comprehensive suggestions by asking the developer at each main step, like choosing the target tech stack or architecture.
* Update README.agents.md for modernization agent
* Update README.agents.md
* Fix modernization.agent.md yaml format
* Revise modernization agent documentation and tools
Updated agent documentation to reflect changes in model name, tools, and workflow details. Enhanced clarity on analysis phases, documentation requirements, and implementation planning.
* Refactor modernization agent documentation
Updated the title and improved formatting for clarity.
* Update Modernization Agent description in README
* Add Software Engineering Team collection with 7 specialized agents
Adds a complete Software Engineering Team collection with 7 standalone
agents covering the full development lifecycle, based on learnings from
The AI-Native Engineering Flow experiments.
New Agents (all prefixed with 'se-' for collection identification):
- se-ux-ui-designer: Jobs-to-be-Done analysis, user journey mapping,
and Figma-ready UX research artifacts
- se-technical-writer: Creates technical documentation, blogs, and tutorials
- se-gitops-ci-specialist: CI/CD pipeline debugging and GitOps workflows
- se-product-manager-advisor: GitHub issue creation and product guidance
- se-responsible-ai-code: Bias testing, accessibility, and ethical AI
- se-system-architecture-reviewer: Architecture reviews with Well-Architected
- se-security-reviewer: OWASP Top 10/LLM/ML security and Zero Trust
Key Features:
- Each agent is completely standalone (no cross-dependencies)
- Concise display names for GitHub Copilot dropdown ("SE: [Role]")
- Fills gaps in awesome-copilot (UX design, content creation, CI/CD debugging)
- Enterprise patterns: OWASP, Zero Trust, WCAG, Well-Architected Framework
Collection manifest, auto-generated docs, and all agents follow
awesome-copilot conventions.
Source: https://github.com/niksacdev/engineering-team-agents
Learnings: https://medium.com/data-science-at-microsoft/the-ai-native-engineering-flow-5de5ffd7d877
* Fix Copilot review comments: table formatting and code block syntax
- Fix table formatting in docs/README.collections.md by converting multi-line
Software Engineering Team entry to single line
- Fix code block language in se-gitops-ci-specialist.agent.md from yaml to json
for package.json example (line 41-51)
- Change comment syntax from # to // to match JSON conventions
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Fix model field capitalization to match GitHub Copilot convention
- Change all agents from 'model: gpt-5' to 'model: GPT-5' (uppercase)
- Aligns with existing GPT-5 agents in the repo (blueprint-mode, gpt-5-beast-mode)
- Addresses Copilot reviewer feedback on consistency
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Add ADR and User Guide templates to Technical Writer agent
- Add Architecture Decision Records (ADR) template following Michael Nygard format
- Add User Guide template with task-oriented structure
- Include references to external best practices (ADR.github.io, Write the Docs)
- Update Specialized Focus Areas to reference new templates
- Keep templates concise without bloating agent definition
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Fix inconsistent formatting: DevOps/CI-CD to DevOps/CI/CD
- Change "DevOps/CI-CD" (hyphen) to "DevOps/CI/CD" (slash) for consistency
- Fixed in collection manifest, collection docs, and README
- Aligns with standard industry convention and agent naming
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Shorten collection description per maintainer feedback
- Brief description in table: "7 specialized agents covering the full software
development lifecycle from UX design and architecture to security and DevOps."
- Move detailed context (Medium article, design principles, agent list) to
usage section following edge-ai-tasks pattern
- Addresses @aaronpowell feedback: descriptions should be brief for table display
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
---------
Co-authored-by: Claude <noreply@anthropic.com>
