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
Kinnectd/a2me-mcp-server 0 Claude Code, GitHub Copilot 2 867 tok
KmOnBeIbI31/verifactu-mcp Servidor MCP para integrar VeriFactu (AEAT) con Claude Code y Cursor. Permite generar, enc 0 Claude Code 1 1,565 tok
Koala-Studios/newton-browser 0 Codex, OpenCode 1 660 tok
Kosta1985/notary-protocol Open verification and evidence protocol for AI-agent transactions. 0 Codex, OpenCode 1 1,237 tok
Kosta1985/relaymarket Agent-to-agent marketplace with MCP/A2A discovery, evidence-backed trust, and a 1% platfor 0 Codex, OpenCode 1 855 tok
KozakHou/project-bourne Universal experiment provenance and reproducibility for science and engineering. 0 Codex, OpenCode 1 3,694 tok
LanceRoylo/neverranked AI-native SEO & AEO agency. Marketing site, audit methodology, and the first proof-of-prac 0 Claude Code 1 1,329 tok
LembaGang/headless-oracle-v5 Ed25519-signed market status oracle for RWA liquidation bots. Prevents bad debt by cryptog 0 Claude Code, Codex, OpenCode 3 16,147 tok
Luckycat133/traecnclaw-mcp-skill Public TRAECNclaw MCP Agent Skill and installable server package bundle. 0 Codex 1 —
MCP-Hive/mcp-hive-proxy MCP-Hive Proxy is an MCP Server entry-point which acts as a gateway to Paid MCP servers in 0 Claude Code 1 6 tok
MGM-FALCON/quelllm-mcp quelllm.fr MCP server for quelllm.fr — 250+ open-weights LLM catalog. Tools: list/compare/estimate VR 0 Claude Code 1 289 tok
Mahesvannan/tx402 Give it a transaction ID, get back a sentence a human can read — plus clean structured fie 0 Claude Code 2 3,162 tok
Marysbrain/x402-gateway-mcp 0 Codex, OpenCode 1 152 tok
MasterPlayspots/motionspec motionspec.dev Verifies and compiles reduced-motion-safe, on-budget UI animation for AI-generated web app 0 Codex, GitHub Copilot, OpenCode 2 2,721 tok
MaxMLang/cxg-census-mcp MCP server for CZ CELLxGENE Discover Census. Single-cell RNA-seq queries, ontology-aware ( 0 Codex, OpenCode 1 1,128 tok
MinaProtocol/mina-mcp-server MCP (Model Context Protocol) server for Mina Protocol — query accounts, blocks, zkApps, tr 0 Claude Code 1 —
MintwareDevelopers/Mintware-Beta mintware-beta.vercel.app MintWare’s attribution engine for tracking on-chain activity—swaps, bridges, referrals, an 0 Claude Code, Codex, Gemini CLI 8 2,048 tok
Misterio070/scanpay repository-nil-camcorder-divx.trycloudflare.com Deterministic code security scanner with x402 v2 micropayments. Scans Python and JS/TS for 0 Codex, OpenCode 1 739 tok
Modellix/modellix-agent-canvas Modellix Agent Canvas 0 Claude Code 3 —
Malnati/vaults-diagram-tools malnati.github.io Mermaid to assets. Source code to maps. MCP for agents. 0 Codex, OpenCode 1 1,130 tok
MongLong0214/stock-ai-newsletter stockmatrix.co.kr Newsletter service that emails daily AI stock analyses 0 Claude Code, Codex 3 —
NANDI-Services/proxmox-mcp mcp-marketplace.io Open source MCP server for Proxmox VE. Automate, monitor, and operate clusters, VMs, and c 0 Claude Code, Codex, OpenCode 2 5,229 tok
NanaGyamfiPrempeh30/k8s-troubleshoot-mcp 0 Claude Code 1 1,230 tok
NeousAxis/ai-visionary ai-visionary-tau.vercel.app 0 Claude Code, Codex, OpenCode 2 11,277 tok
NeuralNexusNote/n3mcmcp-lite N3MC-MCPServer Lite 0 Claude Code 1 —
NexQL-OSS/mcp nexql-mcp.astrx.dev NexQL MCP server for AI sapiens and AI agents to safely read and understand your data mode 0 Claude Code, Codex 4 923 tok
Nuruvala/grok-build-to-claude npmjs.com MCP stdio server exposing the Grok Build CLI as tools for Claude Code, Cursor, and any oth 0 Claude Code 1 10,886 tok
O-mega-Enterprise/founden-mcp Founden MCP server. Build your company over chat with one API key, no browser required. Wo 0 Codex, OpenCode 1 490 tok
O-mega-Enterprise/suprsonic-mcp suprsonic.ai Suprsonic MCP server. One API key, 17 capabilities for your AI agent. Works with Claude De 0 Codex, OpenCode 1 712 tok
Orphograph/Orphograph orphograph.com Empirical notary: hash locally, OpenTimestamps, Bitcoin-anchored receipts. MCP server + CL 0 Codex, OpenCode 1 318 tok
Pantheon-LadderWorks/omni-scanner The All-Seeing Eye of the The Cypher Framework. A unified governance tricorder for ecosyst 0 GitHub Copilot 1 3,606 tok
tenpace-app/review-router-setup review-router.tenpace.com Human-approved GitHub-to-Slack Review Router setup for workflows and AI agents 0 Codex, OpenCode 1 293 tok
PeterPirog/mcp-light-memory Lightweight local-first persistent memory for coding agents and MCP clients. 0 Claude Code, Codex, OpenCode 6 248 tok
Rajveerx11/gfi-scout MCP for Finding Good First Issues for open-source contributions 0 Claude Code 1 1,712 tok
Ric-Lavers/electron.dance electron-weld.vercel.app 0 Claude Code 1 —
Richard-Ewing/servers modelcontextprotocol.io Model Context Protocol Servers 0 Claude Code 1 953 tok
RichardLemmon/AgentTeam A reusable AI software development team built on MCP. 13 specialized agents collaborate th 0 Claude Code 1 241 tok
RightOnPar-LLC/mesh-connector market.meshtool.ai Connect any MCP client to the MeshTool platform + MeshMarket exchange in 30 seconds — agen 0 Codex, GitHub Copilot, OpenCode 2 2,616 tok
RikitoNoto/gmocoin-fx-mcp Model Context Protocol (MCP) to enable AI LLMs to trade using GMO coin FX platform 0 Codex, OpenCode 1 114 tok
RooneyTech/dendro-react dendroreact.com React/React Native codebase analysis for AI agents — 36 free MCP tools, local-only 0 Claude Code 1 897 tok
RubenGlez/devicecloud-mcp npmjs.com MCP server that exposes DeviceCloud as tools for MCP-aware assistants — list uploads, chec 0 Claude Code, Codex, OpenCode 2 1,007 tok
SBolivarLoL/clover-mcp-server My MCP server implementation for clover 0 Claude Code 1 1,921 tok
STR-Consulting/mcp Pacer MCP server 0 Claude Code 3 2,533 tok
Saidiibrahim/search-papers search-papers.com Empower your agents to search, analyse, and explore academic papers from arXiv autonomouly 0 Claude Code 5 960 tok
SamYatesSmith/Tru8 trueight.com Evidence research infrastructure. Decomposes claims, retrieves source-traced evidence from 0 Claude Code 9 —
hadriangateway/platter Your computer served on a platter. Read, Write, Edit, Bash, Glob, and Grep as an MCP serve 0 Claude Code 1 645 tok
SharpLu/ko-mcp Connect any AI agent to 120M+ source-traced SEC filings — MCP server, Python/TypeScript SD 0 Claude Code, Codex, OpenCode 3 4,477 tok
globalion/browser-mcp browser.regiq.in Hosted Chrome as an MCP skill. Navigate/click/type/snapshot for any agent. Encrypted crede 0 Claude Code 1 523 tok
globalion/cron-mcp Cron-as-a-service MCP. Schedule any prompt on any cron expression; when it fires we POST t 0 Claude Code 1 733 tok
globalion/docs-mcp Drop any Word/Excel/PDF/PowerPoint into a vector RAG store. Vision extraction, page citati 0 Claude Code 1 922 tok