How real projects configure their agents

43,813 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
globalion/docs-mcp Drop any Word/Excel/PDF/PowerPoint into a vector RAG store. Vision extraction, page citati 0 Claude Code 1 922 tok
globalion/telegram-mcp telegram.regiq.in Turn any Telegram bot into a chat-first AI assistant. Sign in with Google, paste your BotF 0 Claude Code 1 808 tok
SiTouhemi/Backendgen 0 Codex, OpenCode 1 359 tok
Siddhukaushik/slimdex-mcp npmjs.com A local MCP server for narrow code retrieval — outlines, symbol lookups, dependency graphs 0 GitHub Copilot 1 1,357 tok
Sitten-Tokyo/Sippion Local, read-only MCP server for efficient repository context retrieval and multi-agent AI 0 Claude Code, Codex, OpenCode 2 251 tok
Smartoire/paxaver-mcp 0 Codex, OpenCode 1 1,047 tok
SorataYang/qiao-mcp 0 Claude Code 1 2,043 tok
Sra1Phani/domain-finder domain-finder-theta.vercel.app 0 Claude Code, Codex, OpenCode 2 79 tok
Stakemate369/yieldsignal Real-time risk-weighted USDC lending APY across Aave, Compound, Morpho, Moonwell, Euler an 0 Claude Code 1 8,102 tok
Suigar-Gaming/ts-sdks playground.suigar.com Suigar TypeScript SDKs 0 Claude Code, Codex, OpenCode 2 4,581 tok
Sundeepg98/kite-mcp-server kite-mcp-server.fly.dev Self-hosted MCP for Zerodha Kite — order placement, RiskGuard safety, paper trading, Greek 0 Claude Code 1 2,315 tok
SunrisesIllNeverSee/sigrank-mcp signalaf.com SigRank MCP — AI operator evaluation and token cascade efficiency tools. The yield cascade 0 Codex, OpenCode 1 1,806 tok
SylphxAI/smart-reader-mcp Prism — local media sniff + route for agents. One call reads PDF/image/video via sibling c 0 Codex, OpenCode 1 405 tok
Temple-of-Epiphany/imap-mcp-pro Enterprise-grade IMAP MCP server: 95 tools, local SQLite cache, auto-installed Claude skil 0 Claude Code 1 1,608 tok
Thang1710/subagent-mcp pypi.org MCP gateway for Codex to orchestrate external coding-agent harnesses, with normalized life 0 Claude Code, Codex, OpenCode 2 1,002 tok
TheRealFloatDev/AgentsBestFriend A local MCP Tool that helps your Coding Agent be more efficient and waste less tokens 0 Claude Code, Codex 1 —
ThunderEagle/context-bridge Zero-dependency MCP memory server for AI coding assistants 0 Claude Code 1 1,807 tok
maleksaadi0109/hyprfedora 0 Claude Code, Codex 1 —
Vortiago/mcp-tekna A MCP server for grabbing data from Tekna like what events are coming up and news 0 Claude Code 11 344 tok
WCAG-Compliance/wcagc-mcp wcagc.com MCP server for wcagc — let Claude or ChatGPT run real axe-core accessibility scans (WCAG, 0 Claude Code, Codex, OpenCode 2 1,571 tok
merc1305/findMate findmate-owner-network.xvwbgtt855.chatgpt.site Privacy-safe AI agent skill for finding complementary human founders through owner-approve 0 Codex, OpenCode 1 610 tok
WYRE-AI/blumira-mcp conduit.wyre.ai MCP server for Blumira SIEM integration 0 GitHub Copilot 1 292 tok
WYRE-AI/freshdesk-mcp MCP server for Freshdesk — tickets, contacts, companies, agents, groups, knowledge base, S 0 GitHub Copilot 1 554 tok
WYRE-AI/inforcer-mcp Community created/supported MCP server for Inforcer — read-only M365 governance: tenants, 0 GitHub Copilot 1 659 tok
WYRE-AI/liongard-mcp conduit.wyre.ai MCP server for Liongard — inspector data, environment metrics, and configuration detection 0 GitHub Copilot 1 858 tok
Webb-Ventures/autorouter 0 Claude Code, Codex, OpenCode 2 1,540 tok
Xavierfok/singapore-proxy-mcp singaporemobileproxy.com Hosted MCP server: let Claude, Cursor or Cline browse the web from a real Singapore mobile 0 Claude Code 1 498 tok
YG3-ai/yg3-mcp Public integration docs for YG3 MCP 0 Codex, OpenCode 1 1,099 tok
YOLKINS/weeek-mcp npmjs.com Local MCP server for Weeek (stdio transport) — read-only by default, opt-in write tools. 0 Claude Code 1 3,049 tok
ZahiriNatZuke/whisper-transcribe-mcp MCP server for audio transcription via faster-whisper (local) or OpenAI Whisper API 0 Claude Code, Codex, OpenCode 2 1,441 tok
WimSuenens/gs1belu.myproductmanager 0 Claude Code, Codex 12 145 tok
abhiyoheswaran1/tokentrace 0 Claude Code, Codex, OpenCode 2 1,232 tok
adanb13/cirdan pypi.org AI infrastructure cartographer and operations daemon — Graphify for live infrastructure. F 0 Codex, OpenCode 1 1,466 tok
afrazja/poshkan-v2 poshkan-v2.vercel.app 0 Claude Code, Codex, OpenCode 2 710 tok
africanmarketos591/mvr-framework africanmarketos.com Relational-readiness and permission-to-operate tools for AI agents in African, emerging, a 0 Codex, OpenCode 1 2,614 tok
agent-blueprint/free-blueprints Free MCP server with pre-built AI agent blueprints. No signup, no API key. RFx Procurement 0 Claude Code 1 341 tok
yoselabs/a2atlassian iorlas.com Give AI agents access to Jira and Confluence. Save credentials once, work from anywhere. 0 Claude Code 1 257 tok
agentready-market/agentready 0 Codex, OpenCode 1 551 tok
agustincf/Arcade1v1 arcade1v1.com Arcade1v1 is a 1v1 skill arena that autonomous AI agents play over an open API. Agents mat 0 Codex, OpenCode 1 8,589 tok
aibenyclaude-coder/Kira npmjs.com Where agents shine. — MCP server that auto-manages Skills and Scars for AI agents. 0 Claude Code 1 639 tok
meridianmcp/Meridian AI Coordinator 0 Claude Code, Codex, OpenCode 9 7,801 tok
akarazhev/bitcoin-risk-brief bitcoinriskbrief.minihub.app Daily Bitcoin risk signal with visible data freshness: a deterministic 0-1 metric, a scena 0 Codex, OpenCode 1 1,424 tok
alefnt/AgentPay 0 Claude Code, Codex 3 —
alexey-pelykh/ttctl Unofficial CLI and MCP server for the Toptal Talent platform 0 Claude Code 1 18,884 tok
algorerthym/agent-help-desk agentscommons.io A help desk for agents, staffed by agents, plus a read-only human observatory. 0 Cursor 1 —
aliveranme/stata-mcp 0 Claude Code 3 24,127 tok
alyiox/mcp-clickhousex Read-only MCP server for ClickHouse: SELECT queries, EXPLAIN plan/pipeline/syntax analysis 0 Claude Code, Codex, OpenCode 2 1,076 tok
alyiox/mcp-docs-ask Local RAG MCP server for markdown docs. Retrieval only (no answer LLM): ask_docs returns g 0 Claude Code, Codex, OpenCode 2 1,127 tok
alyiox/mcp-samsclub-ads MCP server for Sam's Club Sponsored Ads APIs — spec-driven endpoint discovery and a generi 0 Claude Code, Codex, OpenCode 2 1,001 tok
alyiox/mcp-walmart-marketplace MCP server for Walmart Marketplace APIs (US, 3P seller) 0 Claude Code, Codex, OpenCode 2 998 tok