24,879 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971
All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| kzkymn/place-ratings-analyzer An MCP server that fetches and analyzes Google Maps review ratings — not just the average | 0 | Claude Code, Codex, Gemini CLI, OpenCode | 13 | 1,139 tok |
| lorenzomicheli/bedrock-kb-mcp-server A managed knowledge base for Claude Code, powered by Amazon Bedrock Managed Knowledge Base | 0 | Codex, OpenCode | 1 | 379 tok |
| laschopin/better-email-mcp-worker | 0 | Claude Code, Codex, OpenCode | 2 | 3,364 tok |
| nehabhigna21/incident-commander mcp server | 0 | Claude Code, Codex | 5 | — |
| Alexisb1988/hevy-mcp | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 10 | 7,262 tok |
| milhous/foundry-sandbox-mcp | 0 | Codex, OpenCode | 1 | 6,073 tok |
| nealpro/timex Native, project-based work-session timer controlled by coding agents through MCP. | 0 | Codex, OpenCode | 1 | 23 tok |
| Gaurav7974/agent-regress npmjs.com MCP server for regression-testing AI agents — deterministic checks (regex, exact-match, JS | 0 | Codex, OpenCode | 1 | 400 tok |
| jhurleyai/irishtaxhub-mcp Irish Tax Hub — MCP server for Claude Code integrations | 0 | Claude Code, Codex, OpenCode | 3 | 1,030 tok |
| likidu/mcp-server-tidbcloud tidb.link MCP server for interacting with TiDB Cloud OpenAPI and databases | 0 | Claude Code, Codex | 2 | 663 tok |
| davidesg/art-python ART (art-tseries) — Box-Jenkins-Treadway model-building toolkit + MCP server; includes the | 0 | Codex, OpenCode | 1 | 1,042 tok |
| funkyfunc/flutter-driver-mcp | 0 | Codex, OpenCode | 1 | 3,885 tok |
| danielyayla/kiln AI-native SDLC tool: a knowledge graph linking intent → requirement → blueprint → work ord | 0 | Claude Code, Codex, OpenCode | 2 | 2,878 tok |
| alejamorenovallejo/visa-dispute-advisor Servidor MCP en Python que permite consultar reglas de disputas VISA y el historial de mer | 0 | Codex, OpenCode | 1 | 1,442 tok |
| feli0x/docfs DocFS is a Model Context Protocol (MCP) server that exposes read-only file system tools to | 0 | Codex, OpenCode | 1 | 457 tok |
| CoolThingsInc/huddora-omp huddora.coolthings.fyi Public OMP plugin for Huddora (MCP + live room inject) | 0 | Codex, OpenCode | 1 | 454 tok |
| bhawnapannu2701/workbench-mcp Secure FastMCP server for controlled repository inspection, file operations, test executio | 0 | Codex, OpenCode | 1 | 346 tok |
| desunit/google-play-analytics-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 994 tok |
| tai42ai/tai42-mcp-dynamic-postgres | 0 | Codex, OpenCode | 1 | 371 tok |
| jgt87/local-llm-mcp MCP server for fast synchronous calls to a local model via Ollama | 0 | Claude Code, Codex, OpenCode | 2 | 2,189 tok |
| samsamurai301/Researcher-AI Auditable AI Scientist-v2 workflows for ChatGPT, Codex, and Claude Code | 0 | Codex, OpenCode | 1 | 190 tok |
| erstcl/time-toolkit Python CLI, MCP server, SDK, WebSocket client, and read-only HTTP API for Time Messenger a | 0 | Codex, OpenCode | 1 | 294 tok |
| Cogni-AI-OU/vastai-host-mcp MCP server to manage host-side Vast AI written in TypeScript. | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 20 | 6,662 tok |
| SplitMyGear/mcp-server-splitmygear mcp-server-splitmygear.vercel.app MCP Server for SplitMyGear — search, book, and browse outdoor gear rentals via AI agents | 0 | Claude Code, Codex, OpenCode | 2 | 306 tok |
| giltiq/giltiq-mcp MCP server for EU VAT validation — VIES + BZSt failover, §18e qualified confirmations, cac | 0 | Claude Code, Codex, OpenCode | 2 | 427 tok |
| Phloraxx/infra-mcp | 0 | Codex, OpenCode | 1 | 2,750 tok |
| JaysonAlbert/log-search-mcp a mcp that search logs from a remote ssh server | 0 | Codex, OpenCode | 1 | 143 tok |
| beeltec/context-usage-mcp MCP server exposing a get_context_usage tool that reports the current session's raw token | 0 | Claude Code, Codex, OpenCode | 8 | 583 tok |
| zacdreyer/wp-betheme-mcp MCP Server for BeTheme Wordpress Theme | 0 | Claude Code, Codex, OpenCode | 2 | 389 tok |
| auraajenticai/aura-courier-mcp auraajenticai.cloud One MCP connector for every Bangladesh courier - Steadfast first; Pathao, RedX, Paperfly a | 0 | Claude Code, Codex, Gemini CLI, OpenCode | 3 | 11,499 tok |
| jcyamacho/agent-memory Persistent memory for MCP-powered coding agents. | 0 | Claude Code, Codex, OpenCode | 2 | 1,002 tok |
| michaelcortese/better-ableton-mcp michaelcortese.github.io Organization-focused Ableton Live MCP with context-aware MIDI melody and chord generation | 0 | Codex, OpenCode | 1 | 245 tok |
| keskinonur/shelfgap shelfgap.onurkeskin.com A ChatGPT-native, deterministic buyer-choice simulator that shows e-commerce merchants why | 0 | Codex, OpenCode | 1 | 1,736 tok |
| jam4fox99/market-map Evidence-backed government market analysis prototype with reproducible discovery and isola | 0 | Codex, OpenCode | 1 | 182 tok |
| kars0311/quantforge AI-driven, polyglot quant research pipeline — Python backtest engine, R analytics, MCP-dri | 0 | Claude Code, Codex, OpenCode | 2 | 1,185 tok |
| baronedog1/visualGeneratorMCP | 0 | Codex, OpenCode | 1 | 1,487 tok |
| joheiss/cloudflare-remote-mcp-server-with-oauth Cloudflare based MCP Server with OAuth | 0 | Codex, OpenCode | 1 | 293 tok |
| kaushikkumarkr/RAG-MCP | 0 | Codex, OpenCode | 1 | 7,194 tok |
| imanagerpms/trelloAI Server MCP per gestire Trello con Cursor AI | 0 | Codex, Cursor, OpenCode | 2 | 400 tok |
| cicy-dev/electron-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 2,707 tok |
| narteyr/audio-mcp | 0 | Codex, OpenCode | 1 | 40 tok |
| ideabosque/mcp_rfq_processor | 0 | Codex, OpenCode | 1 | 662 tok |
| nianyi778/jira-dev-mcp nianyi778.github.io Local MCP server for Jira Cloud-driven development — search issues, read tasks, parse atta | 0 | Claude Code, Codex | 5 | 917 tok |
| TadMSTR/pm2-mcp An MCP server that gives agents structured read and limited write access to PM2 services. | 0 | Codex, OpenCode | 1 | 1,374 tok |
| matutezam/atlassian-mcp mcp-atlassian.soomiles.com MCP server for Atlassian tools (Confluence, Jira) | 0 | Codex, GitHub Copilot, OpenCode | 2 | 2,677 tok |
| nuwax-ai/nuwax-openui-mcp OpenUI over MCP for Nuwax with inline and sidecar rendering | 0 | Claude Code, Codex, OpenCode | 2 | 263 tok |
| vandien284/mcp-server | 0 | Claude Code, Codex, Cursor, Gemini CLI, OpenCode | 7 | 10,581 tok |
| k0nkupa/godot-mcp | 0 | Codex, OpenCode | 1 | 308 tok |
| kevinb361/routeros-inspector-mcp Unofficial read-only MCP server for MikroTik RouterOS inspection and policy-backed audits | 0 | Claude Code, Codex, OpenCode | 2 | 364 tok |
| devrandom/mcp-fstools file system tools - read/edit/write | 0 | Codex, OpenCode | 1 | 750 tok |