How real projects configure their agents

43,832 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 agents7,763Claude Code6,670Data and AI3,659Backend and APIs3,501Languages3,393Git and workflow3,250Planning3,235Code review2,768Testing2,411Memory and context2,367Writing and docs2,341DevOps and cloud2,324Research2,284Frontend2,272Security2,048Project management1,751

All Claude Code31,994 Codex23,528 OpenCode22,474 GitHub Copilot3,571 Gemini CLI1,915 Cursor1,736 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
fr0ster/mcp-abap-adt-proxy MCP proxy server for SAP ABAP ADT - proxies local requests to cloud-llm-hub with JWT authe 0 Claude Code 1 2,744 tok
edgen-design/edgen-figma-to-code-mcp 0 Claude Code, Codex, OpenCode 2 1,699 tok
JaiminBrahmbhatt/Global-Entry-Appointment-Scanner Scan for Global Entry & NEXUS appointment slots and get notified instantly via email, Disc 0 Claude Code 1 728 tok
intellieffect/agentic-cms Open-source Agentic CMS — MCP server that turns any CMS backend into an AI-agent-ready con 0 Claude Code, Codex, OpenCode 2 3,527 tok
sampritidas/MCP_Spike 0 GitHub Copilot 1 163 tok
zriyansh/customgpt-mcp 0 Claude Code 1 1,500 tok
xpcoffee/nvim-markdown-notes-memgraph Standalone CLI for Memgraph + MCP server with Docker Compose orchestration for nvim-markdo 0 Claude Code 3 356 tok
skamei0214/strava-claude MCP to pull Strava activities into Claude 0 Claude Code 1 186 tok
asadhuddleduck/thread-storm MCP server for Threads API — read posts, check engagement, and publish threads from Claude 0 Claude Code 1 625 tok
brandon-fryslie/electric-cherry Electron debugging MCP server for renderer (CDP) and main process (V8 Inspector) 0 Claude Code 1 130 tok
EnviableAmaretto/openclaw-task-mcp 0 Codex, OpenCode 1 205 tok
yokonao/claude-code-traceparent Verifying whether Claude Code adds W3C Trace Context to requests sent to MCP Servers 0 Claude Code 1 —
makiichikawa/stock-mcp-server An MCP server for discussing stock investment strategies 0 Claude Code 1 594 tok
Danksai/mcp-server-python-mqngetev Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
ddolmange00/safesign-mcp 0 Claude Code 9 3,244 tok
inkan-tech/DebugPilot VS Code extension exposing Debug Adapter Protocol via MCP to AI agents 0 Claude Code 1 624 tok
nstranquist/snapref Local-first browser automation for agents: isolated sessions, revision-bound refs, policy- 0 Codex, OpenCode 1 169 tok
premhiru/agentcloud agentcloud-control-plane.premhiru.chatgpt.site Governed persistent AI workers with default-deny authority, human approvals, dry-runs, and 0 Codex, OpenCode 1 317 tok
pizza6899-crypto/portcall Plugin gateway that serves local MCP servers over HTTP 0 Claude Code 3 850 tok
karan68/proofgate proofgate-six.vercel.app Pre-execution URL safety firewall for autonomous agents, powered by Telegraph and x402. 0 Claude Code, Codex, OpenCode 2 159 tok
ambo-sk/mcp-google-ads Google Ads MCP server on Cloudflare Workers — API v25, 46 tools, TypeScript 0 Claude Code 1 952 tok
alejandrojlamas/apk-docforge Local-first AI-assisted APK documentation and security analysis with provenance, determini 0 Codex, OpenCode 1 556 tok
emresoykan/edgar-mcp SEC EDGAR MCP: companyfacts XBRL, Form 4, 13F 0 Codex, OpenCode 1 550 tok
garusis/hire-me-mcp hire-me-mcp-web.vercel.app 0 Claude Code, Codex, OpenCode 5 2,368 tok
evanlouie/mcp-fetch 0 Codex, OpenCode 1 174 tok
goldenpathdigital/notes-mcp-server MCP server for saving project notes and design decisions to SQLite 0 Claude Code 1 610 tok
1OOyan/mcp-memory MCP Memory Server with vector embeddings and persistent storage for AI agents 0 Claude Code 1 225 tok
saselvan/graph-rag-mcp-server-fixed Fixed fork of graph-rag-mcp-server with ChromaDB embed_query fix 0 Claude Code, Codex, OpenCode 2 2,966 tok
mcp-tool-shop-org/mcp-voice-soundboard mcp-tool-shop-org.github.io Text-to-speech MCP server — 48 voices, 9 languages, 5 presets, emotion spans, SSML-lite, m 0 Claude Code 1 1,242 tok
emrgcl/Azure-Region-Advisor An MCP (Model Context Protocol) server for testing Azure region latency. 0 Claude Code, GitHub Copilot 2 151 tok
alvarolloret/pipedrive-mcp MCP for Pipedrive 0 Claude Code, Codex, OpenCode 2 325 tok
karbassi/confluence-adf-mcp MCP server for reading and writing Confluence pages in native ADF (Atlassian Document Form 0 Claude Code 1 191 tok
mattma87/AgenticMCP 0 Claude Code 1 475 tok
amyzlp/API-Testing-MCP 0 Claude Code 1 372 tok
dtehan/second-brain second brain tool 0 Claude Code 1 937 tok
cbsmiley/paperless-ngx-mcp-server MCP server for Paperless-NGX document management - supports both stdio (Claude Desktop) an 0 Claude Code 1 769 tok
enboxorg/memoryd User-owned AI memory layer with task graph, built on DWN protocols. MCP server. 0 Claude Code, Codex, OpenCode 2 6,194 tok
asamiile/logic-lab 0 Codex, OpenCode 1 724 tok
Stefan-Nitu/mcp-walkthrough 0 Claude Code 2 40 tok
sombra-hq/sombra-mcp Sombra MCP stdio-to-HTTP bridge. Persistent reader mode for AI. 0 Claude Code 1 —
anatolykoptev/gtr-mcp MCP server wrapping git-worktree-runner (gtr) for AI agent use — 6 tools, argv-only, confi 0 Codex, OpenCode 1 1,028 tok
schlpbch/open-meteo-mcp-py A MCP server providing weather, snow conditions, and air quality tools via the Open-Meteo 0 Claude Code 1 3,274 tok
aptible/aptible-mcp 0 Claude Code 1 808 tok
miyu4u/zido zido is MCP, CLI for searching with map provider like kakao, naver, google. 0 Codex, OpenCode 1 2,729 tok
jarrettmeyer/redactor-mcp 0 Claude Code 6 —
anbturki/kickd Background automation daemon with skill engine, task scheduler, MCP server, and Claude Cod 0 Claude Code 1 950 tok
fmeies/etracker-mcp MCP server that opens the etracker analytics API to AI assistants over HTTP/SSE, with per- 0 Claude Code 1 1,065 tok
Mutigen/packforge AI Agent Instruction Hub — orchestrates context-aware instruction packs for Cursor, Claude 0 Claude Code, Codex, Cursor, OpenCode 3 3,123 tok
tyson-swetnam/hcdp-mcp Model Context Protocol (MCP) server for Hawaii Climate Data Portal API access 0 Claude Code 2 724 tok
camerhann/aegea-drive-mcp 0 Claude Code 1 —