31,993 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742
All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| khalildh/coord-mem Memory-palace graph for AI agent memory: append-only nodes, context-set provenance, lattic | 0 | Claude Code | 3 | 1,310 tok |
| GMRoadlander/llm-wiki-mcp MCP server for a plain-markdown LLM-wiki vault: search, read, gated append/create writes, | 0 | Claude Code | 1 | 844 tok |
| msgtorahul-art/context-skeleton contextskeleton.com Zero-dependency structural code folding CLI, MCP server & LLM token optimizer | 0 | Claude Code, Cursor | 2 | 242 tok |
| Cyphid-Academy/Render-Fetch-MCP MCP server for retrieving bot-unfriendly page content | 0 | Claude Code, Codex, OpenCode | 2 | 904 tok |
| clementlemon02/text2flink Let AI coding agents write Apache Flink SQL that provably works — verify on real Flink ove | 0 | Claude Code | 1 | — |
| ZenixSolutions/hudu-mcp Community MCP server for the Hudu IT documentation REST API. Full documented API surface, | 0 | Claude Code | 1 | 1,821 tok |
| NYB-AI/vecura-mcp-server | 0 | Claude Code, Codex, OpenCode | 3 | 5,346 tok |
| zbvxbb622-code/wechat-mcp-friend-automation macOS MCP server for Excel-driven WeChat friend requests and contact status checks | 0 | Claude Code, Codex, OpenCode | 8 | 1,267 tok |
| Kabeeraa27/TradingViewMCP | 0 | Claude Code | 1 | 1,873 tok |
| adityaarakeri/gitatlas adityaarakeri.github.io Self-contained, browsable atlas map of your multi-repo codebase in a single HTML file, pl | 0 | Claude Code | 1 | 1,685 tok |
| Lukapetro/itaca npmjs.com Every project is an Ithaca. A local-first registry of your projects — stack, services, sta | 0 | Claude Code, Codex, OpenCode | 2 | 222 tok |
| movie-reservation-platform-lab/movie-recommendation-mcp | 0 | Claude Code, Codex, OpenCode | 11 | 1,279 tok |
| movie-reservation-platform-lab/movie-reservation-mcp | 0 | Claude Code, Codex, OpenCode | 11 | 1,291 tok |
| malpanishubham2/snowflake-mcp | 0 | Claude Code | 1 | 2,332 tok |
| Jaaziel-Polanco/odoo-mcp | 0 | Claude Code | 1 | 1,476 tok |
| hjoliveira/wow-armory-mcp2 | 0 | Claude Code | 2 | — |
| erannave/originlab-mcp An MCP server for OriginLab, only tested with Claude Code | 0 | Claude Code | 1 | 4,666 tok |
| vugarfamiloglu/graph-x Local knowledge graph for any project: zero-dependency indexer + 7-tool MCP server for Cla | 0 | Claude Code | 1 | 887 tok |
| lintheyoung/overleaf-mcp MCP server for self-hosted Overleaf CE — project CRUD, compilation, and structured LaTeX d | 0 | Claude Code | 1 | 1,175 tok |
| nhannguyenalien/mcpagentmem | 0 | Claude Code, Codex, OpenCode | 2 | 229 tok |
| All3yp/omnisearch-mcp | 0 | Claude Code, Codex, OpenCode | 3 | 1,019 tok |
| codeforanchorage/anchorage-checkbook-mcp MCP server for the Municipality of Anchorage Open Checkbook (OpenContext fork) | 0 | Claude Code | 1 | 2,224 tok |
| CourtimusPrime/Rayshio An invoice aggregator and MCP server for businesses | 0 | Claude Code | 4 | 1,446 tok |
| Sameet1308/databricks_mcp databricks_mcp | 0 | Claude Code | 1 | 2,087 tok |
| rsascha/mcp-debug-claude-desktop Minimal instrumented MCP server over stdio: records raw bytes, parsing, handler timing and | 0 | Claude Code | 1 | 5,031 tok |
| RAGton/mcp-incus-vm | 0 | Claude Code | 1 | 292 tok |
| sh051024-ops/stock-trading-simulator An automated paper-trading simulator for Korean stocks. Integrates with Claude using Djang | 0 | Claude Code | 1 | 2,607 tok |
| RootMePLS/nutrition-mcp Nutrition MCP server with local PostgreSQL food tracking | 0 | Claude Code | 1 | 5,249 tok |
| arunash/cairn arunash.com A local, read-only-by-default insights engine for your own Robinhood account — a shell on | 0 | Claude Code | 1 | 747 tok |
| gsbenevides2/deco-unhide | 0 | Claude Code, Codex, OpenCode | 6 | 2,202 tok |
| PTCuong-1102/story-architect-mcp | 0 | Claude Code, Codex | 8 | — |
| mjwyr/mysql_mcp_plus mysql_mcp_plus | 0 | Claude Code, Codex, OpenCode | 22 | 251 tok |
| gitmoru/gitmoru gitmoru.dev Recover force-pushed GitHub branches and see what changed after a breach. Reads through th | 0 | Claude Code, Codex, OpenCode | 2 | 875 tok |
| St3nch/linux-vedaops-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 625 tok |
| rookslog/sophotron MCP server for philosophy papers: Semantic Scholar + OpenAlex + Unpaywall + PhilArchive, w | 0 | Claude Code, Codex, OpenCode | 2 | 2,181 tok |
| duraznito16/stellar-memory A persistent memory layer for Stellar and Soroban projects. Scans a repo, links its contra | 0 | Claude Code | 8 | — |
| gwanghun-choi/mcp-server mcp-server | 0 | Claude Code | 1 | 3,919 tok |
| tusharporwal1092-wq/mcp-control-plane This repository controls code for a production grade MCP server that exposes a company's i | 0 | Claude Code | 1 | 2,471 tok |
| srallapally/iga-mcp-server | 0 | Claude Code | 1 | 491 tok |
| runitsolutions/kommo-mcp | 0 | Claude Code, Codex | 1 | — |
| zero3kw/mcp-docs-template MCP server template for searching your own documents by relevance — BM25 over Markdown sec | 0 | Claude Code | 4 | 1,220 tok |
| OwnOptic/power-automate-mcp An MCP server that lets Claude create, run and debug your Power Automate flows. Seven tool | 0 | Claude Code | 2 | — |
| reuvenaor/encode-ui Component lookup over the encode-ui shadcn registry, as an MCP server. | 0 | Claude Code | 1 | 1,410 tok |
| vinconig/ShareLatexMCP | 0 | Claude Code | 1 | 2,225 tok |
| 1710782766/llm_vision Give vision to vision-less LLMs — a local MCP server powered by Alibaba DashScope | 0 | Claude Code | 1 | 1,734 tok |
| joohyukjung/goover-arxiv-mcp test | 0 | Claude Code | 1 | 572 tok |
| lolofuk123/rbx-mcp Universal MCP bridge for Roblox Studio. Give any AI agent a spec and let it implement, tes | 0 | Claude Code | 1 | 1,107 tok |
| willlaiwk/icon-search-mcp | 0 | Claude Code | 1 | 522 tok |
| opcode-fi/mcp-opcode Making it easy for ai agents to trade on opcode. | 0 | Claude Code | 1 | 2,180 tok |
| guyvandam/yt-mcp | 0 | Claude Code | 1 | 14 tok |