45,053 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 agents8,576Claude Code6,909Git and workflow3,638Data and AI3,577Backend and APIs3,561Languages3,499Planning3,322Code review2,907Testing2,704DevOps and cloud2,498Writing and docs2,488Memory and context2,373Research2,320Frontend2,317Security2,182Project management1,989
All Claude Code32,564 Codex24,947 OpenCode23,868 GitHub Copilot3,726 Gemini CLI2,040 Cursor1,770 Windsurf203 Kiro117
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| xyzzylabs/wasm-mcp mcp.xyzzylabs.ai MCP server for the WebAssembly specification. SHA-pinned instructions, types, sections, fu | 2 | Claude Code, Codex, OpenCode | 2 | 1,002 tok |
| v1b3x0r/living-memory-engine viibe.to Model Context Protocol (MCP) memory server giving AI agents a persistent, shared world acr | 2 | Claude Code, Codex, OpenCode | 3 | 4,740 tok |
| sologovision/flato-design-mcp flato.ai The native canvas runtime for AI design, connected through MCP. | 2 | Claude Code, Codex, OpenCode | 2 | 378 tok |
| mrslbt/tabedata-mcp Japanese food nutrition for AI assistants. Bilingual JP/EN lookups across konbini, restaur | 2 | Codex, OpenCode | 1 | 3,449 tok |
| rachadele/biolit LLM-assisted biomedical literature screening and structured extraction. Supports multiple | 2 | Claude Code | 1 | 2,255 tok |
| synapbus/synapbus synapbus.dev Agent-to-agent messaging for AI swarms. MCP-native, single binary, local-first. | 2 | Claude Code | 10 | 2,439 tok |
| r2cuerdame/CodeSampleX codesamplex.dev An open compatibility testing network: does this library API actually run on your version, | 2 | Claude Code | 1 | — |
| securecoders/opengraph-io-mcp opengraph.io Opengraph.io MCP tool | 2 | Claude Code | 1 | 579 tok |
| stonematt/mcp-obsidian-cli Save chat notes from Claude Desktop to your vault — MCP on Obsidian CLI. Keep what matters | 2 | Claude Code, Codex, OpenCode | 4 | 1,104 tok |
| swapnanil/vectr swapnanilsaha.com Semantic codebase search + persistent working memory for AI code editors. Local, zero-conf | 2 | Claude Code | 1 | — |
| moureauf/boe-mcp npmjs.com MCP server for Bank of England data — base rate (current, history, stats), any IADB series | 2 | Claude Code | 4 | 880 tok |
| munhq/chat-recall chatrecall.dev Memory, secret alerts, ranked code findings and tracked tasks across every AI coding tool. | 2 | Codex, OpenCode | 1 | 960 tok |
| rafaelcg/stripekit stripe.rafael.ltd The create-next-app of Stripe — declarative catalog reconciliation + correct-by-constructi | 2 | Claude Code, Codex, OpenCode | 2 | 1,066 tok |
| cqtrinv/trinvmcp a MCP server for TRINV | 2 | Gemini CLI | 1 | 594 tok |
| make-software/cspr-trade-mcp | 2 | Claude Code | 1 | 556 tok |
| muhannad-hash/git-context-mcp MCP server that answers why code exists - git blame, PR descriptions, and linked issues | 2 | Claude Code | 1 | 500 tok |
| stevepridemore/graph-memory A personal knowledge graph for Claude that survives across sessions, devices, and tools. N | 2 | Claude Code | 1 | 668 tok |
| kaiser-data/lineup Lineup — a ChatGPT App (Alpic Skybridge MCP) that turns one sentence into an event pack: e | 2 | Codex, OpenCode | 1 | 32 tok |
| vuluu2k/knowledge_mcp MCP server for building a personal AI knowledge base. | 2 | Claude Code | 1 | 916 tok |
| theYahia/megaplan-mcp npmjs.com MCP server for Megaplan — tasks, deals, project management (Russia). Part of WWmcp — 46 MC | 2 | Claude Code | 1 | — |
| sebastienrousseau/camt053 camt053.com Read ISO 20022 camt.052, camt.053, and camt.054 bank-to-customer statements and generate v | 2 | Codex, OpenCode | 1 | 858 tok |
| zyqzyq/Unfour unfour.dev Local-first backend troubleshooting workspace for tracing failures across API, SSH, and da | 2 | Codex, OpenCode | 1 | 788 tok |
| nalediym/touch-grass touch-grass-xi.vercel.app A Claude Code plugin that teaches your AI agent to remind you to go outside. Weather-aware | 2 | Claude Code, Codex, OpenCode | 2 | 79 tok |
| AUTHENSOR/AUTHENSOR authensor.com AI evaluation integrity research. We audit the benchmarks, LLM judges and scoring pipeline | 2 | Claude Code, Codex, Cursor, OpenCode | 3 | 2,309 tok |
| scalixworld/scalix-cloud-mcp scalix.world Official MCP server for Scalix Cloud — the agent-native cloud: database, functions, AI, st | 2 | Gemini CLI | 1 | 186 tok |
| tradeparadex/mcp-paradex-py Connect AI agents to the Paradex trading platform. Retrieve market data, manage accounts, | 2 | Claude Code | 2 | 855 tok |
| trycourier/courier-mcp | 2 | Claude Code, Codex | 1 | — |
| xerno42/helldivers2-mcp MCP server exposing live Helldivers 2 galactic war data. | 2 | Claude Code | 1 | 1,247 tok |
| xiaojiou176-open/campus-copilot xiaojiou176-open.github.io Academic decision workspace with cited study context from Canvas, Gradescope, EdStem, and | 2 | Claude Code, Codex, OpenCode | 2 | 6,449 tok |
| antonio-mello-ai/mcp-airflow MCP server for airflow | 2 | Codex, OpenCode | 1 | 589 tok |
| stfade/moth npmjs.com A debugging workflow plugin for AI coding agents. Turns terminal failures into source-back | 2 | Codex, OpenCode | 1 | 1,253 tok |
| oryanmoshe/agent-skills Battle-tested skills for disciplined AI-assisted development. Task tracking, code review, | 2 | Claude Code, Codex, OpenCode | 4 | 874 tok |
| nolindnaidoo/regex-le letools.dev Find every regex in a codebase, and report which can be driven into catastrophic backtrack | 2 | Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf | 6 | 10,210 tok |
| nsphung/mcp-snowflake-server pypi.org MCP Snowflake Server NSP - A Snowflake MCP server — SQL queries, schema exploration, and d | 2 | Claude Code, Codex | 1 | — |
| partymola/fitbit-mcp modelcontextprotocol.io Retired - use google-health-mcp instead. The Fitbit Web API shuts down on 30 September 202 | 2 | Claude Code, Codex, OpenCode | 2 | 4,512 tok |
| Tommertom/plugwise-mcp Plugwise MCP | 2 | Claude Code, GitHub Copilot | 6 | 5,914 tok |
| nkpar/coda-mcp crates.io MCP server for Coda.io API - enables AI assistants to read and write Coda documents | 2 | Claude Code | 1 | 822 tok |
| nogoo9/no-crd k8s controller manager w/o using CRDs (cuz your organization lockdown your cluster permiss | 2 | Claude Code, Gemini CLI | 3 | 3,660 tok |
| Sweeppea-Development-Lab/sweeppea-mcp-info Public manifest and documentation for the Sweeppea MCP server, including integration metad | 2 | Claude Code | 1 | 898 tok |
| alcylu/nightlife-mcp nightlifetokyo.com The first nightlife discovery MCP server. Search events, venues, and performers in Tokyo a | 2 | Claude Code, Codex, OpenCode | 2 | 6,614 tok |
| gabry-ts/mcp-harness partiti.dev In-memory testing toolkit for MCP servers in TypeScript - supertest for MCP | 2 | Claude Code | 1 | 555 tok |
| ramborau/fb-messenger-mcp | 2 | Claude Code | 1 | 951 tok |
| rabqatab/LexLink-ko-mcp MCP server integrating the Korean National Law Information Center Open API for structured | 2 | Codex, OpenCode | 1 | 3,027 tok |
| MarketcheckHub/marketcheck-api-mcp-apps apps.marketcheck.com Marketcheck MCP UI, embeddable apps showcase | 2 | Claude Code, Codex, OpenCode | 2 | 333 tok |
| bitrefill/bitrefill-mcp-server bitrefill.com A Model Context Protocol Server connector for Bitrefill public API, to enable AI agents to | 2 | Codex, OpenCode | 1 | 1,020 tok |
| ctoouli/mcp-stock-market MCP server to connect to the Alpha Vantage APIs | 2 | Claude Code | 1 | 231 tok |
| shibley/mymcptools mymcptools.vercel.app MCP Server Directory - Find and compare Model Context Protocol servers | 2 | Claude Code, Codex, OpenCode | 2 | 79 tok |
| yegor256/bugscribe A collection of skills for an AI agent that helps filing bug reports as GitHub issues | 2 | Claude Code | 1 | 95 tok |
| bug-breeder/quip-mcp A Model Context Protocol (MCP) server that provides AI assistants with access to Quip docu | 2 | Cursor | 1 | 1,892 tok |
| can-acar/jarvis JARVIS It’s a zero-friction Model Context Protocol (MCP) server that welds your AI agent t | 2 | GitHub Copilot | 4 | — |