How real projects configure their agents

31,986 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 agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731

All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
vectora-ltda/vectora Local-first AI assistant that runs as a sub-agent inside Claude Code, Paperclip, and any M 1 Claude Code, Codex, OpenCode 2 5,491 tok
chrischall/setlist-mcp MCP server for setlist.fm — search concert setlists, artists, venues, and tours via natura 1 Claude Code 1 3,431 tok
chrischall/vibo-mcp npmjs.com MCP server for Vibo (vibodj.com): plan event music — events, timeline, song requests, play 1 Claude Code 1 3,028 tok
easytocloud/Mac-letterhead easytocloud.github.io Letterhead PDF as digital stationery: prints Markdown without overprinting header, footer, 1 Claude Code 2 3,974 tok
sighttrue/sighttrue sighttrue.com An instrument pointed at 388 open-source repositories and eleven readings, most of which n 1 Claude Code 1 1,336 tok
koshak01/tidex6 tidex6.com Private stablecoin payments with disclosure by consent. The sender seals the amount and a 1 Claude Code 1 6,970 tok
lostnumber07/shearline 1 Claude Code 3
malkreide/swiss-housing-mcp MCP server for the Swiss Building & Dwelling Register (GWR/RegBL) — housing data & constru 1 Claude Code 3 14,401 tok
mapsmith-ai/MapSmith mapsmith.dev Professional-grade GIS geoprocessing over MCP, with a verifiable provenance manifest on ev 1 Claude Code 1 1,777 tok
marerem/longmem Hybrid semantic + keyword memory across all your projects. Works with Cursor, Claude Code, 1 Claude Code 1 2,091 tok
matematicsolutions/mcp-eu-compliance matematicsolutions.com Offline MCP corpus of EU law (EUR-Lex full text via local SQLite FTS5, verbatim zero-LLM): 1 Claude Code, Codex, OpenCode 3 1,392 tok
merlhn/ehliyet ehliyet.digital Türkiye ehliyet sınavına ücretsiz hazırlık: 43 ders notu, 76 hap bilgi, 200 soru, REST API 1 Claude Code 2
northrosetech/ghl-mcp-server A comprehensive Model Context Protocol (MCP) server that connects AI assistants directly t 1 Claude Code 1 1,827 tok
nublson/purl purl.nublson.com AI read-it-later & personal knowledge base 1 Claude Code, Codex, OpenCode 2 3,945 tok
oinam/ovellum ovellum.oss.oinam.com Write what matters, generate the rest - open source documentation where both live together 1 Claude Code 1 938 tok
olaurendeau/mcp-camptocamp MCP server for camptocamp api 1 Claude Code 1 645 tok
omniologynow-rgb/mcp-server Autonomous MCP server for Omniology — real-USDC AI agent skill contests on Solana mainnet, 1 Claude Code 1 605 tok
oneill9/tfl-mcp-server oneill9.github.io MCP server exposing live London transport data (TfL API) to AI assistants 1 Claude Code, Codex, Gemini CLI, OpenCode 5 2,517 tok
psyb0t/docker-flickies ciprian.51k.eu Self-hosted video API in one Docker container. Lipsync (LatentSync 1.5, Wav2Lip), face res 1 Claude Code 1
rubatoyd/scienceON-mcp KISTI ScienceON OpenAPI literature search and metadata collector — MCP server + CLI (bring 1 Claude Code 1 6,658 tok
singleflo/odoo-assistant-mcp 1 Claude Code, Codex, OpenCode 6 2,070 tok
textbee/textbee-mcp textbee.dev MCP server for textbee.dev: give your AI agent a phone number 1 Claude Code 1 728 tok
wspringer/math-svg-mcp An MCP server for turning math into SVG 1 Claude Code 3 483 tok
xiaojiou176-open/agent-export xiaojiou176-open.github.io Archive and governance workbench for AI agent transcripts, archive shells, and evidence ro 1 Claude Code, Codex, OpenCode 2 4,544 tok
xiaojiou176-open/shadcn-brief xiaojiou176-open.github.io Public repo for MCP-native UI delivery and review across Codex, Claude Code, OpenCode, and 1 Claude Code, Codex, OpenCode 2 4,349 tok
xiaojiou176-open/notebooklab xiaojiou176-open.github.io Messy long context -> structured insight -> auditable markdown, research threads, and insp 1 Claude Code, Codex, OpenCode 2 2,056 tok
zwitbaum/mcp-devops-on-prem zwitbaum.github.io The MCP server for Azure DevOps On-Premise (TFS), connecting your AI agents with DevOps ca 1 Claude Code 1 1,276 tok
starl3xx/wallet-to-social walletlink.social walletlink.social: resolve EVM wallet addresses to the X and Farcaster accounts their owne 1 Claude Code 3 6,049 tok
riefer02/mcp-pg-db-reader Read-only PostgreSQL MCP server for AI assistants, with safe query tools and multi-environ 1 Claude Code 1 1,157 tok
tsjharsha/MedFlowMCP-AI- An AI-powered Hospital Operations MCP Server built with NitroStack. Automates Jira ticketi 1 Claude Code, Codex 5
neverprepared/mcp-utm MCP server for UTM virtual machine management via AppleScript 1 Claude Code 1 1,332 tok
zamushwani/biomedical-ai-skills AI agent skills for cancer biology and multi-omics research 1 Claude Code, Codex, Gemini CLI, OpenCode 3 3,531 tok
larsboes/Axon larsboes.github.io An integration platform where every capability is a plugin from the core — public shell, p 1 Claude Code, Codex, OpenCode 2 501 tok
YunYouJun/craft-hub craft-hub.yunyoujun.cn A local, cross-project developer workbench for project commands and agent skills. 1 Claude Code, Codex, OpenCode 2 497 tok
compiuta-origin/connhex-tools connhex.com MCP server to manage and query Connhex data 1 Claude Code, Codex, OpenCode 2 377 tok
wvlvik/toy-skills 1 Claude Code, Codex, Cursor, OpenCode 9 2,634 tok
cnavta/sprint-mcp A combination agent workflow and MCP server focused around iterative, collaborative develo 1 Claude Code, Codex, OpenCode 2 10,409 tok
mrinalghosh/touchdesigner-mcp model context protocol (MCP) for touchdesigner 1 Claude Code 1 796 tok
GRU-953/MTA_Plugin Give any AI assistant a private, token-free memory of your files — Claude, Gemini, Cursor, 1 Claude Code 1 739 tok
TabbedScamper/GTAV-CLAUDE-MCP A mcp connection for claude to help debug, build, and manipulate the game in real time wit 1 Claude Code 1 5,003 tok
sigvardt/youtube-mcp 1 Claude Code 1 2,897 tok
ntufar/mcp MCP Server 1 Claude Code, Cursor 5
huiseo/outline-smart-mcp 1 Claude Code 1 1,195 tok
andreahaku/github_wiki_mcp 1 Claude Code 1 909 tok
riefer02/mezmo-logs-mcp Quota-conscious Model Context Protocol server for Mezmo log retrieval, with smart defaults 1 Claude Code 1 774 tok
gargoyle92/agentify-mcp 1 Claude Code 1 857 tok
suwa-sh/local-RAG-backend This is the backend for a RAG system that runs on Docker Compose. It registers documents i 1 Claude Code 2 5,262 tok
94aharris/coach-ai local mcp driven productivity integration for AI tools 1 Claude Code 1 2,134 tok
brnt-cz/todocko-mcp 1 Claude Code 1 382 tok
desvert/otparse-mcp Containerized MCP server for parsing OT/ICS packet captures. Uses tshark to dissect Modbus 1 Claude Code 1 806 tok