mirror of
https://github.com/github/awesome-copilot.git
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Refactor: Use MCP registry API as source of truth (#492)
- 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
This commit is contained in:
Aaron Powell
GitHub
@@ -14,10 +14,10 @@ Custom agents that have been created by GitHub partners
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| [Comet Opik](../agents/comet-opik.agent.md)<br />[](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 />[](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 />[](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 />[](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 />[](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) |
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| [DiffblueCover](../agents/diffblue-cover.agent.md)<br />[](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 />[](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 />[](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 />[](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 />[](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) |
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| [Droid](../agents/droid.agent.md)<br />[](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 />[](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 | |
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| [Dynatrace Expert](../agents/dynatrace-expert.agent.md)<br />[](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 />[](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/dynatrace-oss/Dynatrace-mcp)<br />[](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 />[](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 />[](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) |
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| [Dynatrace Expert](../agents/dynatrace-expert.agent.md)<br />[](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 />[](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 />[](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 />[](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 />[](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) |
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| [Elasticsearch Agent](../agents/elasticsearch-observability.agent.md)<br />[](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 />[](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 />[](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 />[](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 />[](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) |
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| [JFrog Security Agent](../agents/jfrog-sec.agent.md)<br />[](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 />[](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. | |
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| [Launchdarkly Flag Cleanup](../agents/launchdarkly-flag-cleanup.agent.md)<br />[](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 />[](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<br />[](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 />[](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 />[](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) |
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| [Launchdarkly Flag Cleanup](../agents/launchdarkly-flag-cleanup.agent.md)<br />[](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 />[](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 />[](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 />[](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 />[](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) |
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| [Lingo.dev Localization (i18n) Agent](../agents/lingodotdev-i18n.agent.md)<br />[](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 />[](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 />[](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 />[](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 />[](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) |
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| [Monday Bug Context Fixer](../agents/monday-bug-fixer.agent.md)<br />[](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 />[](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 />[](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 />[](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 />[](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) |
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| [Mongodb Performance Advisor](../agents/mongodb-performance-advisor.agent.md)<br />[](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 />[](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. | |
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@@ -25,9 +25,9 @@ Custom agents that have been created by GitHub partners
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| [Neon Migration Specialist](../agents/neon-migration-specialist.agent.md)<br />[](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 />[](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. | |
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| [Neon Performance Analyzer](../agents/neon-optimization-analyzer.agent.md)<br />[](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 />[](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 />[](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 />[](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 />[](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 />[](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 />[](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 />[](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 />[](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<br />[](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 />[](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 />[](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) |
|
||||
| [PagerDuty Incident Responder](../agents/pagerduty-incident-responder.agent.md)<br />[](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 />[](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 />[](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 />[](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 />[](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 />[](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 />[](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 />[](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 />[](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 />[](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 />[](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 />[](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/hashicorp/terraform-mcp-server)<br />[](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 />[](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 />[](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) |
|
||||
| [Terraform Agent](../agents/terraform.agent.md)<br />[](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 />[](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 />[](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 />[](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 />[](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**.*
|
||||
@@ -44,7 +44,7 @@ Custom agents for GitHub Copilot, making it easy for users and organizations to
|
||||
| [C#/.NET Janitor](../agents/csharp-dotnet-janitor.agent.md)<br />[](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-dotnet-janitor.agent.md)<br />[](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-dotnet-janitor.agent.md) | Perform janitorial tasks on C#/.NET code including cleanup, modernization, and tech debt remediation. | |
|
||||
| [Clojure Interactive Programming](../agents/clojure-interactive-programming.agent.md)<br />[](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 />[](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) | 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. | |
|
||||
| [Comet Opik](../agents/comet-opik.agent.md)<br />[](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 />[](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) | 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 />[](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 />[](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 />[](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) |
|
||||
| [Context7 Expert](../agents/context7.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcontext7.agent.md)<br />[](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%2Fcontext7.agent.md) | Expert in latest library versions, best practices, and correct syntax using up-to-date documentation | [context7](https://github.com/mcp/upstash/context7)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=context7&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.context7.com%2Fmcp%22%2C%22headers%22%3A%7B%22CONTEXT7_API_KEY%22%3A%22%24%7B%7B%20secrets.COPILOT_MCP_CONTEXT7%20%7D%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=context7&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.context7.com%2Fmcp%22%2C%22headers%22%3A%7B%22CONTEXT7_API_KEY%22%3A%22%24%7B%7B%20secrets.COPILOT_MCP_CONTEXT7%20%7D%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fmcp.context7.com%2Fmcp%22%2C%22headers%22%3A%7B%22CONTEXT7_API_KEY%22%3A%22%24%7B%7B%20secrets.COPILOT_MCP_CONTEXT7%20%7D%7D%22%7D%7D) |
|
||||
| [Context7 Expert](../agents/context7.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcontext7.agent.md)<br />[](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%2Fcontext7.agent.md) | Expert in latest library versions, best practices, and correct syntax using up-to-date documentation | [context7](https://github.com/mcp/io.github.upstash/context7)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=context7&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.context7.com%2Fmcp%22%2C%22headers%22%3A%7B%22CONTEXT7_API_KEY%22%3A%22%24%7B%7B%20secrets.COPILOT_MCP_CONTEXT7%20%7D%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=context7&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.context7.com%2Fmcp%22%2C%22headers%22%3A%7B%22CONTEXT7_API_KEY%22%3A%22%24%7B%7B%20secrets.COPILOT_MCP_CONTEXT7%20%7D%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fmcp.context7.com%2Fmcp%22%2C%22headers%22%3A%7B%22CONTEXT7_API_KEY%22%3A%22%24%7B%7B%20secrets.COPILOT_MCP_CONTEXT7%20%7D%7D%22%7D%7D) |
|
||||
| [Create PRD Chat Mode](../agents/prd.agent.md)<br />[](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 />[](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) | 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. | |
|
||||
| [Critical thinking mode instructions](../agents/critical-thinking.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcritical-thinking.agent.md)<br />[](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%2Fcritical-thinking.agent.md) | Challenge assumptions and encourage critical thinking to ensure the best possible solution and outcomes. | |
|
||||
| [Custom Agent Foundry](../agents/custom-agent-foundry.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcustom-agent-foundry.agent.md)<br />[](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%2Fcustom-agent-foundry.agent.md) | Expert at designing and creating VS Code custom agents with optimal configurations | |
|
||||
@@ -54,7 +54,7 @@ Custom agents for GitHub Copilot, making it easy for users and organizations to
|
||||
| [DiffblueCover](../agents/diffblue-cover.agent.md)<br />[](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 />[](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) | Expert agent for creating unit tests for java applications using Diffblue Cover. | DiffblueCover<br />[](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 />[](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 />[](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 />[](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 />[](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) | Provides installation guidance, usage examples, and automation patterns for the Droid CLI, with emphasis on droid exec for CI/CD and non-interactive automation | |
|
||||
| [Drupal Expert](../agents/drupal-expert.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdrupal-expert.agent.md)<br />[](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%2Fdrupal-expert.agent.md) | Expert assistant for Drupal development, architecture, and best practices using PHP 8.3+ and modern Drupal patterns | |
|
||||
| [Dynatrace Expert](../agents/dynatrace-expert.agent.md)<br />[](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 />[](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) | 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/dynatrace-oss/Dynatrace-mcp)<br />[](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 />[](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 />[](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) |
|
||||
| [Dynatrace Expert](../agents/dynatrace-expert.agent.md)<br />[](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 />[](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) | 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 />[](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 />[](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 />[](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 />[](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 />[](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) | Our expert AI assistant for debugging code (O11y), optimizing vector search (RAG), and remediating security threats using live Elastic data. | elastic-mcp<br />[](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 />[](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 />[](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) |
|
||||
| [Electron Code Review Mode Instructions](../agents/electron-angular-native.agent.md)<br />[](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 />[](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) | 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 .NET software engineer mode instructions](../agents/expert-dotnet-software-engineer.agent.md)<br />[](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 />[](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) | Provide expert .NET software engineering guidance using modern software design patterns. | |
|
||||
@@ -72,7 +72,7 @@ Custom agents for GitHub Copilot, making it easy for users and organizations to
|
||||
| [Kotlin MCP Server Development Expert](../agents/kotlin-mcp-expert.agent.md)<br />[](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 />[](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) | Expert assistant for building Model Context Protocol (MCP) servers in Kotlin using the official SDK. | |
|
||||
| [Kusto Assistant: Azure Data Explorer (Kusto) Engineering Assistant](../agents/kusto-assistant.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fkusto-assistant.agent.md)<br />[](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%2Fkusto-assistant.agent.md) | Expert KQL assistant for live Azure Data Explorer analysis via Azure MCP server | |
|
||||
| [Laravel Expert Agent](../agents/laravel-expert-agent.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Flaravel-expert-agent.agent.md)<br />[](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%2Flaravel-expert-agent.agent.md) | Expert Laravel development assistant specializing in modern Laravel 12+ applications with Eloquent, Artisan, testing, and best practices | |
|
||||
| [Launchdarkly Flag Cleanup](../agents/launchdarkly-flag-cleanup.agent.md)<br />[](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 />[](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) | 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<br />[](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 />[](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 />[](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) |
|
||||
| [Launchdarkly Flag Cleanup](../agents/launchdarkly-flag-cleanup.agent.md)<br />[](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 />[](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) | 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 />[](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 />[](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 />[](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 />[](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 />[](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) | Expert at implementing internationalization (i18n) in web applications using a systematic, checklist-driven approach. | lingo<br />[](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 />[](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 />[](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) |
|
||||
| [MAUI Expert](../agents/dotnet-maui.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdotnet-maui.agent.md)<br />[](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%2Fdotnet-maui.agent.md) | Support development of .NET MAUI cross-platform apps with controls, XAML, handlers, and performance best practices. | |
|
||||
| [Mentor mode instructions](../agents/mentor.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fmentor.agent.md)<br />[](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%2Fmentor.agent.md) | Help mentor the engineer by providing guidance and support. | |
|
||||
@@ -89,7 +89,7 @@ Custom agents for GitHub Copilot, making it easy for users and organizations to
|
||||
| [Neon Migration Specialist](../agents/neon-migration-specialist.agent.md)<br />[](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 />[](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) | 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 />[](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 />[](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) | 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 />[](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 />[](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) | Generate release notes for a release in Octopus Deploy. The tools for this MCP server provide access to the Octopus Deploy APIs. | octopus<br />[](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 />[](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 />[](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 />[](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 />[](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) | Responds to PagerDuty incidents by analyzing incident context, identifying recent code changes, and suggesting fixes via GitHub PRs. | pagerduty<br />[](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 />[](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 />[](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) |
|
||||
| [PagerDuty Incident Responder](../agents/pagerduty-incident-responder.agent.md)<br />[](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 />[](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) | 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 />[](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 />[](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 />[](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) |
|
||||
| [PHP MCP Expert](../agents/php-mcp-expert.agent.md)<br />[](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 />[](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) | Expert assistant for PHP MCP server development using the official PHP SDK with attribute-based discovery | |
|
||||
| [Pimcore Expert](../agents/pimcore-expert.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpimcore-expert.agent.md)<br />[](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%2Fpimcore-expert.agent.md) | Expert Pimcore development assistant specializing in CMS, DAM, PIM, and E-Commerce solutions with Symfony integration | |
|
||||
| [Plan Mode Strategic Planning & Architecture](../agents/plan.agent.md)<br />[](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 />[](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) | Strategic planning and architecture assistant focused on thoughtful analysis before implementation. Helps developers understand codebases, clarify requirements, and develop comprehensive implementation strategies. | |
|
||||
@@ -135,7 +135,7 @@ Custom agents for GitHub Copilot, making it easy for users and organizations to
|
||||
| [Technical Content Evaluator](../agents/technical-content-evaluator.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Ftechnical-content-evaluator.agent.md)<br />[](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%2Ftechnical-content-evaluator.agent.md) | Elite technical content editor and curriculum architect for evaluating technical training materials, documentation, and educational content. Reviews for technical accuracy, pedagogical excellence, content flow, code validation, and ensures A-grade quality standards. | |
|
||||
| [Technical Debt Remediation Plan](../agents/tech-debt-remediation-plan.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Ftech-debt-remediation-plan.agent.md)<br />[](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%2Ftech-debt-remediation-plan.agent.md) | Generate technical debt remediation plans for code, tests, and documentation. | |
|
||||
| [Technical spike research mode](../agents/research-technical-spike.agent.md)<br />[](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 />[](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) | Systematically research and validate technical spike documents through exhaustive investigation and controlled experimentation. | |
|
||||
| [Terraform Agent](../agents/terraform.agent.md)<br />[](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 />[](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) | 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/hashicorp/terraform-mcp-server)<br />[](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 />[](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 />[](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) |
|
||||
| [Terraform Agent](../agents/terraform.agent.md)<br />[](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 />[](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) | 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 />[](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 />[](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 />[](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) |
|
||||
| [Thinking Beast Mode](../agents/Thinking-Beast-Mode.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2FThinking-Beast-Mode.agent.md)<br />[](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%2FThinking-Beast-Mode.agent.md) | A transcendent coding agent with quantum cognitive architecture, adversarial intelligence, and unrestricted creative freedom. | |
|
||||
| [TypeScript MCP Server Expert](../agents/typescript-mcp-expert.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Ftypescript-mcp-expert.agent.md)<br />[](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%2Ftypescript-mcp-expert.agent.md) | Expert assistant for developing Model Context Protocol (MCP) servers in TypeScript | |
|
||||
| [Ultimate Transparent Thinking Beast Mode](../agents/Ultimate-Transparent-Thinking-Beast-Mode.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2FUltimate-Transparent-Thinking-Beast-Mode.agent.md)<br />[](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%2FUltimate-Transparent-Thinking-Beast-Mode.agent.md) | Ultimate Transparent Thinking Beast Mode | |
|
||||
|
||||
File diff suppressed because one or more lines are too long
@@ -27,47 +27,78 @@ import {
|
||||
const __filename = fileURLToPath(import.meta.url);
|
||||
const __dirname = dirname(__filename);
|
||||
|
||||
// Cache of MCP registry server names (lower-cased) loaded from github-mcp-registry.json
|
||||
// Cache of MCP registry server names (lower-cased) fetched from the API
|
||||
let MCP_REGISTRY_SET = null;
|
||||
/**
|
||||
* Loads and caches the set of MCP registry server display names (lowercased).
|
||||
* Loads and caches the set of MCP registry server names from the GitHub MCP registry API.
|
||||
*
|
||||
* Behavior:
|
||||
* - If a cached set already exists (MCP_REGISTRY_SET), it is returned immediately.
|
||||
* - Attempts to read a JSON registry file named "github-mcp-registry.json" from the
|
||||
* same directory as this script.
|
||||
* - Safely handles missing file or malformed JSON by returning an empty Set.
|
||||
* - Extracts server display names from: json.payload.mcpRegistryRoute.serversData.servers
|
||||
* - Normalizes names to lowercase and stores them in a Set for O(1) membership checks.
|
||||
* - Fetches all pages from https://api.mcp.github.com/v0.1/servers/ using cursor-based pagination
|
||||
* - Safely handles network errors or malformed JSON by returning an empty array.
|
||||
* - Extracts server names from: data[].server.name
|
||||
* - Normalizes names to lowercase for case-insensitive matching
|
||||
* - Only hits the API once per README build run (cached for subsequent calls)
|
||||
*
|
||||
* Side Effects:
|
||||
* - Mutates the module-scoped variable MCP_REGISTRY_SET.
|
||||
* - Logs a warning to console if reading or parsing the registry fails.
|
||||
* - Logs a warning to console if fetching or parsing the registry fails.
|
||||
*
|
||||
* @returns {{ name: string, displayName: string }[]} A Set of lowercased server display names. May be empty if
|
||||
* the registry file is absent, unreadable, or malformed.
|
||||
* @returns {Promise<{ name: string, displayName: string }[]>} Array of server entries with name and lowercase displayName. May be empty if
|
||||
* the API is unreachable or returns malformed data.
|
||||
*
|
||||
* @throws {none} All errors are caught internally; failures result in an empty Set.
|
||||
* @throws {none} All errors are caught internally; failures result in an empty array.
|
||||
*/
|
||||
function loadMcpRegistryNames() {
|
||||
async function loadMcpRegistryNames() {
|
||||
if (MCP_REGISTRY_SET) return MCP_REGISTRY_SET;
|
||||
|
||||
try {
|
||||
const registryPath = path.join(__dirname, "github-mcp-registry.json");
|
||||
if (!fs.existsSync(registryPath)) {
|
||||
MCP_REGISTRY_SET = [];
|
||||
return MCP_REGISTRY_SET;
|
||||
}
|
||||
const raw = fs.readFileSync(registryPath, "utf8");
|
||||
const json = JSON.parse(raw);
|
||||
const servers = json?.payload?.mcpRegistryRoute?.serversData?.servers || [];
|
||||
MCP_REGISTRY_SET = servers.map((s) => ({
|
||||
name: s.name,
|
||||
displayName: s.display_name.toLowerCase(),
|
||||
}));
|
||||
console.log('Fetching MCP registry from API...');
|
||||
const allServers = [];
|
||||
let cursor = null;
|
||||
const apiUrl = 'https://api.mcp.github.com/v0.1/servers/';
|
||||
|
||||
// Fetch all pages using cursor-based pagination
|
||||
do {
|
||||
const url = cursor ? `${apiUrl}?cursor=${encodeURIComponent(cursor)}` : apiUrl;
|
||||
const response = await fetch(url);
|
||||
|
||||
if (!response.ok) {
|
||||
throw new Error(`API returned status ${response.status}`);
|
||||
}
|
||||
|
||||
const json = await response.json();
|
||||
const servers = json?.servers || [];
|
||||
|
||||
// Extract server names and displayNames from the response
|
||||
for (const entry of servers) {
|
||||
const serverName = entry?.server?.name;
|
||||
if (serverName) {
|
||||
// Try to get displayName from GitHub metadata, fall back to server name
|
||||
const displayName =
|
||||
entry?.server?._meta?.["io.modelcontextprotocol.registry/publisher-provided"]?.github?.displayName ||
|
||||
serverName;
|
||||
|
||||
allServers.push({
|
||||
name: serverName,
|
||||
displayName: displayName.toLowerCase(),
|
||||
// Also store the original full name for matching
|
||||
fullName: serverName.toLowerCase(),
|
||||
});
|
||||
}
|
||||
}
|
||||
|
||||
// Get next cursor for pagination
|
||||
cursor = json?.metadata?.nextCursor || null;
|
||||
} while (cursor);
|
||||
|
||||
console.log(`Loaded ${allServers.length} servers from MCP registry`);
|
||||
MCP_REGISTRY_SET = allServers;
|
||||
} catch (e) {
|
||||
console.warn(`Failed to load MCP registry: ${e.message}`);
|
||||
console.warn(`Failed to load MCP registry from API: ${e.message}`);
|
||||
MCP_REGISTRY_SET = [];
|
||||
}
|
||||
|
||||
return MCP_REGISTRY_SET;
|
||||
}
|
||||
|
||||
@@ -334,9 +365,10 @@ function generatePromptsSection(promptsDir) {
|
||||
/**
|
||||
* Generate MCP server links for an agent
|
||||
* @param {string[]} servers - Array of MCP server names
|
||||
* @param {{ name: string, displayName: string }[]} registryNames - Pre-loaded registry names to avoid async calls
|
||||
* @returns {string} - Formatted MCP server links with badges
|
||||
*/
|
||||
function generateMcpServerLinks(servers) {
|
||||
function generateMcpServerLinks(servers, registryNames) {
|
||||
if (!servers || servers.length === 0) {
|
||||
return "";
|
||||
}
|
||||
@@ -362,8 +394,6 @@ function generateMcpServerLinks(servers) {
|
||||
},
|
||||
];
|
||||
|
||||
const registryNames = loadMcpRegistryNames();
|
||||
|
||||
return servers
|
||||
.map((entry) => {
|
||||
// Support either a string name or an object with config
|
||||
@@ -397,8 +427,29 @@ function generateMcpServerLinks(servers) {
|
||||
`[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?${encodedConfig})`,
|
||||
].join("<br />");
|
||||
|
||||
// Match against both displayName and full name (case-insensitive)
|
||||
const serverNameLower = serverName.toLowerCase();
|
||||
const registryEntry = registryNames.find(
|
||||
(entry) => entry.displayName === serverName.toLowerCase()
|
||||
(entry) => {
|
||||
// Exact match on displayName or fullName
|
||||
if (entry.displayName === serverNameLower || entry.fullName === serverNameLower) {
|
||||
return true;
|
||||
}
|
||||
|
||||
// Check if the serverName matches a part of the full name after a slash
|
||||
// e.g., "apify" matches "com.apify/apify-mcp-server"
|
||||
const nameParts = entry.fullName.split('/');
|
||||
if (nameParts.length > 1 && nameParts[1]) {
|
||||
// Check if it matches the second part (after the slash)
|
||||
const secondPart = nameParts[1].replace('-mcp-server', '').replace('-mcp', '');
|
||||
if (secondPart === serverNameLower) {
|
||||
return true;
|
||||
}
|
||||
}
|
||||
|
||||
// Check if serverName matches the displayName ignoring case
|
||||
return entry.displayName === serverNameLower;
|
||||
}
|
||||
);
|
||||
const serverLabel = registryEntry
|
||||
? `[${serverName}](${`https://github.com/mcp/${registryEntry.name}`})`
|
||||
@@ -410,8 +461,10 @@ function generateMcpServerLinks(servers) {
|
||||
|
||||
/**
|
||||
* Generate the agents section with a table of all agents
|
||||
* @param {string} agentsDir - Directory path
|
||||
* @param {{ name: string, displayName: string }[]} registryNames - Pre-loaded MCP registry names
|
||||
*/
|
||||
function generateAgentsSection(agentsDir) {
|
||||
function generateAgentsSection(agentsDir, registryNames = []) {
|
||||
return generateUnifiedModeSection({
|
||||
dir: agentsDir,
|
||||
extension: ".agent.md",
|
||||
@@ -420,6 +473,7 @@ function generateAgentsSection(agentsDir) {
|
||||
includeMcpServers: true,
|
||||
sectionTemplate: TEMPLATES.agentsSection,
|
||||
usageTemplate: TEMPLATES.agentsUsage,
|
||||
registryNames,
|
||||
});
|
||||
}
|
||||
|
||||
@@ -433,6 +487,7 @@ function generateAgentsSection(agentsDir) {
|
||||
* @param {boolean} cfg.includeMcpServers - Whether to include MCP server column
|
||||
* @param {string} cfg.sectionTemplate - Section heading template
|
||||
* @param {string} cfg.usageTemplate - Usage subheading template
|
||||
* @param {{ name: string, displayName: string }[]} cfg.registryNames - Pre-loaded MCP registry names
|
||||
*/
|
||||
function generateUnifiedModeSection(cfg) {
|
||||
const {
|
||||
@@ -443,6 +498,7 @@ function generateUnifiedModeSection(cfg) {
|
||||
includeMcpServers,
|
||||
sectionTemplate,
|
||||
usageTemplate,
|
||||
registryNames = [],
|
||||
} = cfg;
|
||||
|
||||
if (!fs.existsSync(dir)) {
|
||||
@@ -477,7 +533,7 @@ function generateUnifiedModeSection(cfg) {
|
||||
let mcpServerCell = "";
|
||||
if (includeMcpServers) {
|
||||
const servers = extractMcpServerConfigs(filePath);
|
||||
mcpServerCell = generateMcpServerLinks(servers);
|
||||
mcpServerCell = generateMcpServerLinks(servers, registryNames);
|
||||
}
|
||||
|
||||
if (includeMcpServers) {
|
||||
@@ -648,8 +704,11 @@ function generateFeaturedCollectionsSection(collectionsDir) {
|
||||
|
||||
/**
|
||||
* Generate individual collection README file
|
||||
* @param {Object} collection - Collection object
|
||||
* @param {string} collectionId - Collection ID
|
||||
* @param {{ name: string, displayName: string }[]} registryNames - Pre-loaded MCP registry names
|
||||
*/
|
||||
function generateCollectionReadme(collection, collectionId) {
|
||||
function generateCollectionReadme(collection, collectionId, registryNames = []) {
|
||||
if (!collection || !collection.items) {
|
||||
return `# ${collectionId}\n\nCollection not found or invalid.`;
|
||||
}
|
||||
@@ -732,6 +791,7 @@ function generateCollectionReadme(collection, collectionId) {
|
||||
usageDescription,
|
||||
filePath,
|
||||
kind: item.kind,
|
||||
registryNames,
|
||||
});
|
||||
// Generate Usage section for each collection
|
||||
if (item.usage && item.usage.trim()) {
|
||||
@@ -769,13 +829,14 @@ function buildCollectionRow({
|
||||
usageDescription,
|
||||
filePath,
|
||||
kind,
|
||||
registryNames = [],
|
||||
}) {
|
||||
if (hasAgents) {
|
||||
// Only agents currently have MCP servers; future migration may extend to chat modes.
|
||||
const mcpServers =
|
||||
kind === "agent" ? extractMcpServerConfigs(filePath) : [];
|
||||
const mcpServerCell =
|
||||
mcpServers.length > 0 ? generateMcpServerLinks(mcpServers) : "";
|
||||
mcpServers.length > 0 ? generateMcpServerLinks(mcpServers, registryNames) : "";
|
||||
return `| [${title}](${link})<br />${badges} | ${typeDisplay} | ${usageDescription} | ${mcpServerCell} |\n`;
|
||||
}
|
||||
return `| [${title}](${link})<br />${badges} | ${typeDisplay} | ${usageDescription} |\n`;
|
||||
@@ -800,8 +861,8 @@ function writeFileIfChanged(filePath, content) {
|
||||
}
|
||||
|
||||
// Build per-category README content using existing generators, upgrading headings to H1
|
||||
function buildCategoryReadme(sectionBuilder, dirPath, headerLine, usageLine) {
|
||||
const section = sectionBuilder(dirPath);
|
||||
function buildCategoryReadme(sectionBuilder, dirPath, headerLine, usageLine, registryNames = []) {
|
||||
const section = sectionBuilder(dirPath, registryNames);
|
||||
if (section && section.trim()) {
|
||||
// Upgrade the first markdown heading level from ## to # for standalone README files
|
||||
return section.replace(/^##\s/m, "# ");
|
||||
@@ -810,48 +871,56 @@ function buildCategoryReadme(sectionBuilder, dirPath, headerLine, usageLine) {
|
||||
return `${headerLine}\n\n${usageLine}\n\n_No entries found yet._`;
|
||||
}
|
||||
|
||||
// Main execution
|
||||
try {
|
||||
console.log("Generating category README files...");
|
||||
// Main execution wrapped in async function
|
||||
async function main() {
|
||||
try {
|
||||
console.log("Generating category README files...");
|
||||
|
||||
// Compose headers for standalone files by converting section headers to H1
|
||||
const instructionsHeader = TEMPLATES.instructionsSection.replace(
|
||||
/^##\s/m,
|
||||
"# "
|
||||
);
|
||||
const promptsHeader = TEMPLATES.promptsSection.replace(/^##\s/m, "# ");
|
||||
const agentsHeader = TEMPLATES.agentsSection.replace(/^##\s/m, "# ");
|
||||
const collectionsHeader = TEMPLATES.collectionsSection.replace(
|
||||
/^##\s/m,
|
||||
"# "
|
||||
);
|
||||
// Load MCP registry names once at the beginning
|
||||
const registryNames = await loadMcpRegistryNames();
|
||||
|
||||
const instructionsReadme = buildCategoryReadme(
|
||||
generateInstructionsSection,
|
||||
INSTRUCTIONS_DIR,
|
||||
instructionsHeader,
|
||||
TEMPLATES.instructionsUsage
|
||||
);
|
||||
const promptsReadme = buildCategoryReadme(
|
||||
generatePromptsSection,
|
||||
PROMPTS_DIR,
|
||||
promptsHeader,
|
||||
TEMPLATES.promptsUsage
|
||||
);
|
||||
// Generate agents README
|
||||
const agentsReadme = buildCategoryReadme(
|
||||
generateAgentsSection,
|
||||
AGENTS_DIR,
|
||||
agentsHeader,
|
||||
TEMPLATES.agentsUsage
|
||||
);
|
||||
// Compose headers for standalone files by converting section headers to H1
|
||||
const instructionsHeader = TEMPLATES.instructionsSection.replace(
|
||||
/^##\s/m,
|
||||
"# "
|
||||
);
|
||||
const promptsHeader = TEMPLATES.promptsSection.replace(/^##\s/m, "# ");
|
||||
const agentsHeader = TEMPLATES.agentsSection.replace(/^##\s/m, "# ");
|
||||
const collectionsHeader = TEMPLATES.collectionsSection.replace(
|
||||
/^##\s/m,
|
||||
"# "
|
||||
);
|
||||
|
||||
const instructionsReadme = buildCategoryReadme(
|
||||
generateInstructionsSection,
|
||||
INSTRUCTIONS_DIR,
|
||||
instructionsHeader,
|
||||
TEMPLATES.instructionsUsage,
|
||||
registryNames
|
||||
);
|
||||
const promptsReadme = buildCategoryReadme(
|
||||
generatePromptsSection,
|
||||
PROMPTS_DIR,
|
||||
promptsHeader,
|
||||
TEMPLATES.promptsUsage,
|
||||
registryNames
|
||||
);
|
||||
// Generate agents README
|
||||
const agentsReadme = buildCategoryReadme(
|
||||
generateAgentsSection,
|
||||
AGENTS_DIR,
|
||||
agentsHeader,
|
||||
TEMPLATES.agentsUsage,
|
||||
registryNames
|
||||
);
|
||||
|
||||
// Generate collections README
|
||||
const collectionsReadme = buildCategoryReadme(
|
||||
generateCollectionsSection,
|
||||
COLLECTIONS_DIR,
|
||||
collectionsHeader,
|
||||
TEMPLATES.collectionsUsage
|
||||
TEMPLATES.collectionsUsage,
|
||||
registryNames
|
||||
);
|
||||
|
||||
// Ensure docs directory exists for category outputs
|
||||
@@ -888,7 +957,8 @@ try {
|
||||
collection.id || path.basename(file, ".collection.yml");
|
||||
const readmeContent = generateCollectionReadme(
|
||||
collection,
|
||||
collectionId
|
||||
collectionId,
|
||||
registryNames
|
||||
);
|
||||
const readmeFile = path.join(COLLECTIONS_DIR, `${collectionId}.md`);
|
||||
writeFileIfChanged(readmeFile, readmeContent);
|
||||
@@ -941,8 +1011,17 @@ try {
|
||||
} else {
|
||||
console.log("No featured collections found to add to README.md");
|
||||
}
|
||||
} catch (error) {
|
||||
console.error(`Error generating category README files: ${error.message}`);
|
||||
process.exit(1);
|
||||
} catch (error) {
|
||||
console.error(`Error generating category README files: ${error.message}`);
|
||||
console.error(error.stack);
|
||||
process.exit(1);
|
||||
}
|
||||
}
|
||||
|
||||
// Run the main function
|
||||
main().catch((error) => {
|
||||
console.error(`Fatal error: ${error.message}`);
|
||||
console.error(error.stack);
|
||||
process.exit(1);
|
||||
});
|
||||
|
||||
|
||||
Reference in New Issue
Block a user