24,842 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971
All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| 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 |
| gaforov/selenium-mcp npmjs.com Selenium MCP server for AI agents — 40+ browser automation tools with page snapshots, sele | 0 | Codex, OpenCode | 1 | 1,571 tok |
| genudo-ai/genudo_mcp genudo.ai A lightweight bridge that connects Claude Code to Genudo's Model Context Protocol (MCP) se | 0 | Claude Code, Codex, OpenCode | 2 | 341 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 |
| gkmex75/gkmex-developer-resources gkmex.com Gkmex Cranes API, OpenAPI, MCP, NLWeb, agent skills, and public developer integration reso | 0 | Codex, OpenCode | 1 | 94 tok |
| grblasquiz/hacecuentas | 0 | Claude Code, Codex, OpenCode | 2 | 3,278 tok |
| groupdocs-conversion/GroupDocs.Conversion.Mcp GroupDocs.Conversion for .NET MCP server — convert PDF, Word, Excel, PowerPoint, HTML, ima | 0 | Codex, OpenCode | 1 | 1,248 tok |
| groupdocs-markdown/GroupDocs.Markdown.Mcp GroupDocs.Markdown for .NET MCP server — convert Word, HTML, and PDF documents to and from | 0 | Codex, OpenCode | 1 | 1,336 tok |
| groupdocs-parser/GroupDocs.Parser.Mcp GroupDocs.Parser for .NET MCP server — extract text, tables, images, barcodes, and metadat | 0 | Codex, OpenCode | 1 | 1,792 tok |
| groupdocs-redaction/GroupDocs.Redaction.Mcp GroupDocs.Redaction for .NET MCP server — redact text, image regions, annotations, and met | 0 | Codex, OpenCode | 1 | 1,627 tok |
| groupdocs-signature/GroupDocs.Signature.Mcp GroupDocs.Signature for .NET MCP server — sign, verify, and search QR codes, barcodes, tex | 0 | Codex, OpenCode | 1 | 1,834 tok |
| groupdocs-total/GroupDocs.Total.Mcp GroupDocs.Total for .NET MCP server — single endpoint exposing the combined toolset of al | 0 | Codex, OpenCode | 1 | 1,731 tok |
| groupdocs-viewer/GroupDocs.Viewer.Mcp GroupDocs.Viewer for .NET MCP server — render PDF, Word, Excel, PowerPoint, and image docu | 0 | Codex, OpenCode | 1 | 1,374 tok |
| gtorreal/buda-mcp npmjs.com MCP server for Buda.com's public cryptocurrency exchange API (Chile, Colombia, Peru) | 0 | Codex, OpenCode | 1 | 922 tok |
| gucceed/norric-mcp For the GitHub repo description field: **Norric AB — Swedish B2B intelligence MCP server. | 0 | Codex, OpenCode | 1 | 896 tok |
| groupdocs-merger/GroupDocs.Merger.Mcp GroupDocs.Merger for .NET MCP server — merge and split PDF, Word, Excel, PowerPoint, and i | 0 | Codex, OpenCode | 1 | 1,397 tok |
| haocn-ops/git-top git.top The Knowledge Graph of Open Source: Worker-native project discovery, alternatives, scores, | 0 | Codex, OpenCode | 1 | 1,076 tok |
| harrisboatworks/mercury-builder-pro mercury-builder-pro.vercel.app | 0 | Codex, OpenCode | 1 | 272 tok |
| hrishikesh-thakre/ai-workbench-mcp | 0 | Codex, OpenCode | 1 | 285 tok |
| hyperdrift-io/deputy-workforce-mcp hyperdrift.io Read-only workforce operations MCP for Deputy — MCP Maker delivery 001 | 0 | Claude Code, Codex, OpenCode | 2 | 436 tok |
| icohangar-ops/agent-conductor Agent conductor — AGENTS.md contract parser, SKILL.md registry, CHP decision engine over M | 0 | Codex, OpenCode | 1 | 762 tok |
| ideoshi/glyphloop glyphloop.art Loop-perfect generative ASCII animation studio, CLI, and MCP server. | 0 | Claude Code, Codex, OpenCode | 3 | 3,492 tok |
| igorsaevets/page2ai-mcp igorsaevets.github.io MCP server that converts any web page URL to clean Markdown for LLM context. Fetches HTML | 0 | Codex, OpenCode | 1 | 289 tok |
| imattau/polypack-mcp Persistent adaptive memory MCP server powered by Polypack for Codex, Claude, and other MCP | 0 | Codex, OpenCode | 1 | 409 tok |
| intelli-verse-x/router-mcp Intelliverse Router MCP server — create App IDs, mint API keys, ingest/search KBs, generat | 0 | Codex, OpenCode | 1 | 433 tok |
| itmplatform/mcp-server ITM Platform's MCP Server for AI Agents | 0 | Claude Code, Codex, OpenCode | 2 | 1,033 tok |
| j0hanz/code-lens Gemini-powered MCP server for code analysis. | 0 | Codex, OpenCode | 1 | 979 tok |
| j0hanz/memory-mcp | 0 | Codex, OpenCode | 1 | 652 tok |
| j0hanz/fetch-url-mcp A web content fetcher MCP server that converts HTML to clean, AI and human readable markdo | 0 | Codex, OpenCode | 1 | 756 tok |
| jarmstrong158/agentsync MCP server that lets two AI agents collaborate on the same git repo without stepping on ea | 0 | Codex, OpenCode | 1 | 1,420 tok |
| jarvis-intelligence/jarvis jarvis-intelligence.github.io JARVIS is an intelligent layer that gives agents access to their code, knowledge, context, | 0 | Claude Code, Codex, OpenCode | 3 | 9,865 tok |
| jasonstockman/warm-mcp MCP server for Warm Financial API | 0 | Codex, OpenCode | 1 | 117 tok |
| daemoon-dev/daemoon daemoon.dev Daemoon — AI dev infra gateway. Build apps via AI agents, infra handled. MCP server for Ve | 0 | Codex, OpenCode | 1 | 74 tok |
| jaytahir/Anagent | 0 | Claude Code, Codex, OpenCode | 2 | 159 tok |
| labjp-mcp/mcp-alertmanager MCP server for Prometheus Alertmanager - native Go binary | 0 | Claude Code, Codex, OpenCode | 2 | 842 tok |
| labjp-mcp/mcp-prometheus MCP server for Prometheus monitoring - native Go binary | 0 | Claude Code, Codex, OpenCode | 2 | 842 tok |
| joshidikshant/loopback npmjs.com Interactive feedback layer between the app you're building and your coding agents (MCP). P | 0 | Claude Code, Codex, Gemini CLI, OpenCode | 4 | 1,008 tok |
| jpka/shopify-operations-mcp Safe-write Shopify store operations MCP server: bulk price/inventory updates, order cancel | 0 | Codex, OpenCode | 1 | 560 tok |
| jpka/sw-postgres-mcp Safe-Write Postgres MCP Server | 0 | Codex, OpenCode | 1 | 176 tok |