3,719 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.
Building agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960
All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| AceDataCloud/LumaMCP platform.acedata.cloud MCP server for Luma AI video generation via Ace Data Cloud. | 0 | Claude Code, GitHub Copilot | 2 | 809 tok |
| AceDataCloud/QwenImageMCP MCP server for Qwen Image 3 generation and editing via Ace Data Cloud. | 0 | Claude Code, GitHub Copilot | 2 | 812 tok |
| AceDataCloud/SoraMCP platform.acedata.cloud MCP server for OpenAI Sora video generation via Ace Data Cloud. | 0 | Claude Code, GitHub Copilot | 2 | 811 tok |
| Nano-Nimbus/locus | 0 | Claude Code, GitHub Copilot | 7 | 2,120 tok |
| HarleyCoops/WorkspaceAlberta warreandvavasour.com CanadaBuys connector for small business and enterprise. The world might be going to war bu | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 1,565 tok |
| Kinnectd/a2me-mcp-server | 0 | Claude Code, GitHub Copilot | 2 | 867 tok |
| Pantheon-LadderWorks/omni-scanner The All-Seeing Eye of the The Cypher Framework. A unified governance tricorder for ecosyst | 0 | GitHub Copilot | 1 | 3,606 tok |
| RightOnPar-LLC/mesh-connector market.meshtool.ai Connect any MCP client to the MeshTool platform + MeshMarket exchange in 30 seconds — agen | 0 | Codex, GitHub Copilot, OpenCode | 2 | 2,616 tok |
| WYRE-AI/blumira-mcp conduit.wyre.ai MCP server for Blumira SIEM integration | 0 | GitHub Copilot | 1 | 292 tok |
| WYRE-AI/freshdesk-mcp MCP server for Freshdesk — tickets, contacts, companies, agents, groups, knowledge base, S | 0 | GitHub Copilot | 1 | 554 tok |
| WYRE-AI/liongard-mcp conduit.wyre.ai MCP server for Liongard — inspector data, environment metrics, and configuration detection | 0 | GitHub Copilot | 1 | 858 tok |
| amansingh63/dbhub-analytics dbhub.ai Zero-dependency, token-efficient database MCP server for Postgres, MySQL, SQL Server, Mari | 0 | Claude Code, GitHub Copilot | 4 | 2,891 tok |
| danielecr/realssh-mcp MCP server to execute commands in remote server via AI client and agents | 0 | GitHub Copilot | 1 | 177 tok |
| dbwls99706/deadends.dev deadends.dev Structured failure knowledge infrastructure for AI agents — dead ends, workarounds, and er | 0 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf | 6 | 5,533 tok |
| dir-ai/repotector ⬡ The repo guardian AI agents handshake with before they touch your code. Handshake-first | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 4 | 648 tok |
| gabrielmahia/afya-mcp pypi.org MCP server for Kenya health system — NHIF/SHA coverage, facility finder, CHW services, mat | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,141 tok |
| gabrielmahia/afya-ya-akili-mcp pypi.org MCP server for Kenya mental health — therapist finder, crisis lines, teletherapy, Mental H | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,226 tok |
| gabrielmahia/decision-intelligence-mcp pypi.org MCP server: analytical decision frameworks from public domain knowledge — scenario analysi | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,156 tok |
| gabrielmahia/church-mcp pypi.org Kenya community and religious institution infrastructure via MCP. 6 tools. Thesis L3/L6. | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,133 tok |
| gabrielmahia/county-mcp pypi.org Kenya 47 counties local government data via MCP — county info, budgets, services, CDF, war | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,135 tok |
| gabrielmahia/diaspora-mcp pypi.org MCP server for Kenya diaspora — immigration, dual citizenship, taxes, homeland investment, | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,132 tok |
| gabrielmahia/elimu-mcp pypi.org MCP server for Kenya education — school registry, KCSE/KCPE guidance, HELB loans, TVET pro | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,142 tok |
| gabrielmahia/faida-mcp pypi.org MCP server for Kenya capital markets — Treasury bonds, NSE equities, unit trusts, diaspora | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,135 tok |
| gabrielmahia/familia-mcp pypi.org MCP server for Kenya family infrastructure — inheritance, wills, trusts, diaspora property | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,139 tok |
| gabrielmahia/habari-mcp pypi.org MCP server for Kenya civic information — Kenya Gazette, government tenders, open data, par | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,137 tok |
| gabrielmahia/haki-ya-kazi-mcp pypi.org MCP server for Kenya labour rights — minimum wages, dismissal, maternity/paternity, trade | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,140 tok |
| gabrielmahia/historia-mcp pypi.org Kenya and East Africa historical archives via MCP — timeline, independence leaders, herita | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,121 tok |
| gabrielmahia/jumuia-mcp pypi.org MCP server for Kenya SACCOs and chamas — SACCO finder, formation guide, cooperative benefi | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,139 tok |
| gabrielmahia/kazi-mcp pypi.org MCP server for Kenya labor market — employment rights, informal sector, gig economy, NSSF/ | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,174 tok |
| gabrielmahia/kenya-health-mcp KenyaHealthMCP — MCP server for Kenya health data. NHIF, facility registry, maternal healt | 0 | Codex, GitHub Copilot, OpenCode | 2 | 623 tok |
| gabrielmahia/kilimo-mcp pypi.org MCP server for Kenya precision agriculture — crop calendar, fertilizer, pest alerts, KALRO | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,137 tok |
| gabrielmahia/mazingira-mcp pypi.org MCP server for Kenya environment — NEMA permits, climate data, conservation areas, Constit | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,136 tok |
| gabrielmahia/mkopo-mcp pypi.org MCP server for Kenya alternative credit scoring — 300-850 score from M-PESA behavioral sig | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,126 tok |
| gabrielmahia/nishati-mcp pypi.org MCP server for Kenya energy access — KPLC connection, tariff calculator, solar options, ru | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,138 tok |
| gabrielmahia/nyumba-mcp pypi.org MCP server for Kenya housing — rental market, tenant rights, building permits, Boma Yangu | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,136 tok |
| gabrielmahia/offline-mcp pypi.org Local AI inference infrastructure for East Africa — Ollama, open weights, degraded-mode fa | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,128 tok |
| gabrielmahia/sifa-mcp pypi.org MCP server for Kenya informal economy reputation scoring — chamas, boda riders, kiosk owne | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,120 tok |
| gabrielmahia/soko-mcp pypi.org MCP server for East Africa commodity prices — regional comparison, trend analysis, sell/ho | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,120 tok |
| gabrielmahia/swahili-health-mcp gabrielmahia.github.io 🏥 MCP server for Kenya health data — facilities, maternal health indicators, immunization | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,226 tok |
| gabrielmahia/tafsiri-mcp pypi.org Kenya translation infrastructure via MCP — Swahili/English glossary, Kikuyu guide, Luo gui | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,139 tok |
| gabrielmahia/usafiri-mcp pypi.org MCP server for Kenya transport — matatu routes, NTSA services, boda licensing, freight log | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,141 tok |
| gabrielmahia/ardhi-mcp pypi.org MCP server for Kenya land administration — title search, land rates, subdivision, NLC disp | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,139 tok |
| h2bis-dev/h2bis-project-brain-mcp | 0 | GitHub Copilot | 1 | 1,168 tok |
| joshuasundance-swca/paper-chaser-mcp FastMCP server for academic research workflows: paper discovery, literature mapping, citat | 0 | Claude Code, GitHub Copilot | 2 | 1,514 tok |
| kuwaitdevs/myfatoorah-mcp npmjs.com LLM-friendly MCP server for the MyFatoorah payments API | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 832 tok |
| major/pcp-mcp MCP server for Performance Co-Pilot metrics | 0 | Codex, GitHub Copilot, OpenCode | 2 | 2,209 tok |
| meelad-diggit/kordic-modelcontextprotocol A community driven registry service for Model Context Protocol (MCP) servers. | 0 | Claude Code, GitHub Copilot | 2 | 277 tok |
| moonolgerd/game-mcp Game Discovery MCP Server | 0 | GitHub Copilot | 1 | 989 tok |
| martijnpieters/eduframe-mcp Eduframe MCP server | 0 | GitHub Copilot | 1 | 203 tok |
| prakhargour10/utility-mcp-server For testing out mco capabilities,has three tools get time , get date , get current share p | 0 | Claude Code, GitHub Copilot | 2 | 340 tok |