How real projects configure their agents

23,251 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
MatiasLaukka/Support-Ticket-Triage-archive Archived legacy repository. The maintained project is now at https://github.com/MatiasLauk 0 Codex 1
arseniytech/MCPPostgreSQLExplorer 0 Codex, OpenCode 1 120 tok
frontier-infra/roundtable roundtable.sh Convene a council of frontier models — Grok · Codex/OpenAI · GLM · MiniMax · Claude · Gemi 0 Claude Code, Codex, OpenCode 1 1,271 tok
aperswal/motus motus-sable.vercel.app Find the cheapest flights that land a whole group within one shared arrival window. All-in 0 Claude Code, Codex, OpenCode 2 79 tok
DevelopmentAgentSDD/MCP-JiraCloud 0 Claude Code, Codex, OpenCode 15 504 tok
htmambo/coding-bridge-mcp A service based on the MCP protocol that wraps the iFlytek Spark / iFlytek Xingchen Coding 0 Codex, OpenCode 1 671 tok
SteinX/mem0-oss-mcp 0 Codex, OpenCode 1 198 tok
Prometheus-agent/mcp-dataforge Multi-agent data engineering framework - MCP-native 0 Claude Code, Codex 1
boyzhong123/mcp22 111 0 Claude Code, Codex, OpenCode 2 208 tok
slettmayer/wunder-user-mcp MCP server for the Wunder Mobility v2 end-user (User) API — list vehicles (with distance), 0 Claude Code, Codex, OpenCode 2 1,378 tok
kandotrun/x-mcp x.mcp.2-38.com Read-only MCP server for public X/Twitter search and retrieval via twitter.2-38.com 0 Codex, OpenCode 1 313 tok
surajpanwar/advanced-calc-engine Secure, auditable Excel analytics and agentic workflow engine built with Python, MCP, and 0 Claude Code, Codex, OpenCode 5 410 tok
YoshiaKefasu/mcp-local-files Local Files MCP server with safe text and binary file tools. 0 Codex, OpenCode 1 2,059 tok
zyf0717/repo-context Local MCP server that exposes configurable context retrieval from a context-model endpoint 0 Codex, OpenCode 1 1,442 tok
yb901104-wq/spine-mcp 0 Codex, OpenCode 1 985 tok
Mehedad1948/tinify-mcp tinify-mcp.vercel.app 0 Claude Code, Codex, OpenCode 2 79 tok
maThiaslI152/opencode-ast-mcp 0 Codex, OpenCode 1 2,846 tok
blessthis/llm-council Blind multi-model councils + direct seat chat as a local MCP server 0 Codex, OpenCode 1 2,597 tok
PrimeUpYourLife/dynamic-discord-bot-api-mcp Dynamic MCP server for Discord Bot API with latest API methods. 0 Codex, OpenCode 1 349 tok
abhaymettu/claude-desktop-to-code Route work from a Claude Desktop chat into Claude Code: headless, or handed off to a real 0 Codex, OpenCode 1 1,180 tok
shahrukh-hack/vibe-memory shahrukh-hack.github.io Universal Long-Term Memory & Cross-Agent Handoff Protocol for AI Coding Agents 0 Claude Code, Codex, Cursor, OpenCode 3 203 tok
Crino-999/ollama-mcp-workers A local hybrid layered MCP Worker suite based on Ollama: **Vision Worker** (qwen2.5vl:7b) 0 Codex, OpenCode 1 182 tok
deveyus/qdrant-mcp-server Fork of mhalder/qdrant-mcp-server with time-based recency scoring in semantic and hybrid s 0 Codex, OpenCode 1 945 tok
rileylsmith1997/sample-mcp-systemctl 0 Codex, OpenCode 1 800 tok
AbiyuLingga/LTSpice-MCP 0 Claude Code, Codex, OpenCode 2 4,454 tok
JNSlayer2/chatgpt-pro-mcp 0 Codex, OpenCode 1 245 tok
Palanx/grimoire-beholder-mcp Turn your bookshelf into something Claude can read. A fully-local RAG grimoire: contextual 0 Codex, OpenCode 1 1,528 tok
vaibuep/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
yyu0310/lark-mcp MCP server connecting Claude Desktop App to your Lark workspace — built on lark-cli 0 Claude Code, Codex, Gemini CLI, OpenCode 3 392 tok
zcharako81/iiq-mcp MCP server for SailPoint IdentityIQ 8.5 0 Codex, OpenCode 1 1,423 tok
Knuckles-Team/freshrss-agent knuckles-team.github.io FreshRSS API + MCP Server + A2A Server — curated, relevance-gated RSS world-model intake f 0 Claude Code, Codex, OpenCode 2 3,497 tok
berntpopp/orphanet-link genefoundry.org MCP server for Orphanet (Orphadata): rare-disease nomenclature, gene–disease associations, 0 Claude Code, Codex, OpenCode 10 6,542 tok
goosefly99/profile-project-claude-plugin Claude Code plugin: a fixed-DAG MCP server that profiles a project (codebase, docs, transc 0 Codex, OpenCode 1 1,492 tok
creative-int/saya-plugins Plug any agent into your team's Saya — query the team brain over MCP. 0 Claude Code, Codex, OpenCode 2 714 tok
lionellau/leptin Personal, local-first memory infrastructure for your coding agent. No account, no subscrip 0 Codex, OpenCode 1 713 tok
ton-to-ton/real-browser-mcp 0 Codex, OpenCode 2 3,154 tok
sabari245/websearch-mcp docs.morphllm.com MCP server for web search, fetch, and AI-powered extraction — powered by crawl4ai and morp 0 Codex, OpenCode 1 214 tok
Lil-Beast-666/wikijs-mcp-http Native HTTP/SSE MCP server for Wiki.js. Clean, production-ready replacement for supergatew 0 Codex, OpenCode 1 2,856 tok
digimetalab/dml-bps-mcp MCP (Model Context Protocol) server for BPS (Badan Pusat Statistik) Indonesia statistical 0 Codex, OpenCode 1 251 tok
hakatashi/slack-patron-mcp 0 Claude Code, Codex, OpenCode 2 1,307 tok
bankableco/mcp-google-sheets 0 Codex 1
l3wi/homekit-cli Local-first HomeKit CLI, MCP server, and signed macOS bridge 0 Codex, OpenCode 1 123 tok
PigeonAI-Yang/pyaireader Local AI Evidence Reader MCP for AI agents 0 Codex, OpenCode 1 579 tok
ThatDayneGuy/autotask-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 22,920 tok
geoffbelknap/limacharlie-mcp Geoff's LimaCharlie MCP server with Vault-first auth, focused profiles, review tools, and 0 Codex, OpenCode 1 624 tok
Sayalab/agy_in_claude_mcp 0 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 7 1,420 tok
okrealai/kb-gateway HTTP MCP gateway: Pinecone + Neo4j + agentic router for Keyflo learning KB 0 Claude Code, Codex, OpenCode 2 437 tok
mlger/nakama-mcp MCP server for Heroic Labs Nakama — drive the client (:7350) and console (:7351) APIs via 0 Claude Code, Codex, OpenCode 2 3,859 tok
Perseus-Computing-LLC/slack-perseus-agent slackhack.devpost.com Perseus-powered Slack agent via MCP — live project context for developer teams. Built for 0 Codex, OpenCode 1 474 tok
James-Server-Admin/kb-gateway Learning KB MCP gateway 0 Claude Code, Codex, OpenCode 2 472 tok