23,819 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977
All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| fortunesayspump/nibgate nibgate.xyz Nibgate — open protocol for paid content on creator-owned domains. Verified discovery, x40 | 0 | Codex, OpenCode | 1 | 900 tok |
| fpetitit/mcpcheck mcpcheck-tau.vercel.app | 0 | Claude Code, Codex, OpenCode | 2 | 79 tok |
| franklinnolasco7/quickshell-mcp An MCP server for Quickshell development. | 0 | Claude Code, Codex, OpenCode | 2 | 4,368 tok |
| freeappstore-online/mcp FreeAppStore MCP Server — AI agent tools for the platform | 0 | Claude Code, Codex, OpenCode | 2 | 1,553 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 |
| 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 |