How real projects configure their agents

22,224 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
nvlang/verso-mcp MCP server to read Verso-generated documentation sites (e.g., the Lean Language Reference) 1 Codex, OpenCode 1 2,795 tok
oabolade/figma_mcp_server_actor An MCP that enables AI assistants to interact programmatically with Figma designs 1 Codex, OpenCode 1 2,407 tok
nublson/purl purl.nublson.com AI read-it-later & personal knowledge base 1 Claude Code, Codex, OpenCode 2 3,945 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
razvangirgiz/wazap WhatsApp for your AI agent. MCP server over Baileys: pairing-code login, 22 tools, 5 agent 1 Codex, OpenCode 1 2,690 tok
singleflo/odoo-assistant-mcp 1 Claude Code, Codex, OpenCode 6 2,070 tok
underpass-ai/kmp underpassai.com KMP (Kernel Memory Protocol) — temporal, multidimensional, auditable AI agent memory. 1 Codex, OpenCode 1 733 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/notebackup xiaojiou176-open.github.io Apple Notes backup control room for macOS with AI diagnostics, a token-gated Local Web API 1 Codex, OpenCode 1 1,209 tok
xiaojiou176-open/dealwatcher xiaojiou176-open.github.io Open-source compare-first grocery price tracking with compare-aware watch groups, effectiv 1 Codex, OpenCode 1 2,360 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
Synectic-Research/research-scan researchscan.synectic.org Find the 5–10 recent papers with the highest impact on a research question, topic or proje 1 Codex, OpenCode 1 10,844 tok
rvbernucci/forja-guide Open architecture and implementation roadmap for Forja, a governed multi-agent software fa 1 Codex, OpenCode 1 341 tok
suttonwilliamd/tpc-server Thoughts Plans Changelog is an MCP compliant server for coding with AI agents 1 Codex, OpenCode 1 1,421 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
robcsaszar/scaffold Claude Code skills for authoring AGENTS.md, CONTEXT.md, and DESIGN.md 1 Codex, OpenCode 1 943 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
Grail-Computer/Self-Improving-Agent A starting AGENTS.md to instruct the agent to always update its rules and context to learn 1 Codex, OpenCode 1 1,299 tok
knownothing20/AgentPort AgentPort is an AI remote development gateway that supports MCP, a CLI daemon, SSH recover 1 Codex, OpenCode 1 220 tok
v-o-h-s/osc-mcp MCP server that supplies new sessions with context from prior sessions for project continu 1 Codex, OpenCode 1 1,388 tok
TheoGirardin/mcp-lbc Serveur MCP pour la plateforme Leboncoin, permettant de faire des recherches poussés sur l 1 Codex, OpenCode 1 925 tok
Gitmaxd/context-repo-mcp MCP Server for Context Repo - enables MCP compatible software integration with your Contex 1 Codex, OpenCode 1 619 tok
aipper/zentao-mcp 1 Codex, OpenCode 1 676 tok
CraigWetzelberger/sumo-mcp-readonly A mcp server for searching sumologic logs. 1 Codex, OpenCode 1 769 tok
nickvasilescu/slack-agent-mesh Portable Slack transport and coordination layer for agent-to-agent collaboration across He 1 Claude Code, Codex, OpenCode 2 1,553 tok
Wafleem/stm32cubemx_mcp An MCP for agents to better use CubeMX 1 Codex, OpenCode 1 183 tok
nbiish/betterbrowsermcp Browser MCP — multi-agent local browser automation. Drop-in upgrade of @browsermcp/mcp wit 1 Claude Code, Codex, OpenCode 2 3,978 tok
tradingvolatility/tv-mcp pypi.org Lets any AI agent discover and retrieve options market-structure data (GEX, gamma flip lev 1 Codex, OpenCode 1 740 tok
galimar/veridge The always-fresh, low-token map of a whole project — docs, code (to the symbol, multi-lang 1 Codex, OpenCode 1 511 tok
yamayued/houjin-bangou-api-mcp MCP server for the Japan National Tax Agency Corporate Number API 1 Codex, OpenCode 1 645 tok
gabrielbryk/arc-devtools-mcp Arc-compatible MCP server for Chrome DevTools. Fork of chrome-devtools-mcp with an --arc m 1 Codex, OpenCode 1 206 tok
ianf-ai/take-ur-turn npmjs.com TUT (Take Ur Turn): multi coding-agent collaboration via a local Context Hub — append-only 1 Codex, OpenCode 1 1,104 tok
Theorvane/proxmox-mcp A safety-gated TypeMCP server for the Proxmox VE API. 1 Codex, OpenCode 1 60 tok
pyros-projects/beads-viz Read-only task graph visualizer for Beads projects — MCP App for Claude Desktop and VS Cod 1 Claude Code, Codex, OpenCode 21 1,897 tok
Wsyjq/pollux 1 Claude Code, Codex, OpenCode 2 444 tok
orkait/hyperstack Disciplined Engineering Harness for AI Agents. MCP server + 21 adversarial skill gates. Re 1 Codex, Gemini CLI, OpenCode 2 417 tok
64kramsystem/dos-mcp DOS-specific MCP tools for Ghidra and DOSBox-X 1 Claude Code, Codex, OpenCode 2 73 tok
tody-agent/affiliate-product Affiliate Marketplace Connector & Master Orchestrator — E-Commerce Intelligence MCP Server 1 Codex, Gemini CLI, OpenCode 2 1,387 tok
ygtdgn/codebase-indexer Semantic codebase indexer with Ollama + Qdrant, MCP server for Claude Code and Codex 1 Claude Code, Codex, OpenCode 2 1,889 tok
x0c/arthas-mcp MCP server that exposes Alibaba Arthas Java diagnostics to AI agents, with zero-config JVM 1 Codex, OpenCode 1 991 tok
sandraschi/bilibili-mcp Bilibili (B站) content-intelligence bridge - search, trending, video intel and transcript s 1 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 2,097 tok
BIH-CEI/zotero-comfort Comfort layer for Zotero MCP integration with high-level research workflows 1 Claude Code, Codex, OpenCode 2 333 tok
davidmosiah/ninenine-mcp Unofficial local-first 99 passenger MCP. Never pays by default. 1 Codex, OpenCode 1 227 tok
hunmer/procm-mcp 1 Claude Code, Codex, OpenCode 5 2,634 tok
SMSMy/shamela-mcp 1 Claude Code, Codex, OpenCode 2 7,245 tok
maehr/quarto-cli-mcp A thin MCP server that wraps the Quarto CLI. 1 Claude Code, Codex, OpenCode 2 3,100 tok