How real projects configure their agents

43,872 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 agents7,796Claude Code6,678Data and AI3,657Backend and APIs3,502Languages3,394Git and workflow3,252Planning3,236Code review2,768Testing2,425Memory and context2,361Writing and docs2,344DevOps and cloud2,337Research2,286Frontend2,272Security2,058Project management1,756

All Claude Code32,008 Codex23,577 OpenCode22,522 GitHub Copilot3,569 Gemini CLI1,916 Cursor1,739 Windsurf152 Kiro87

Project Stars Configures Files Always loaded
MaximSantalov/ai_agent_mcp_jira 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,281 tok
DawidNowak/mcp-proxy Hardening MCP proxy: per-profile tool filtering, Streamable HTTP downstream, observability 0 GitHub Copilot 1 1,010 tok
danielsuguimoto/crisp-mcp-server MCP server for the Crisp REST API 0 Codex, OpenCode 1 576 tok
qui364/fscp-mcp MCP server for reading .fscp configuration files (SPZ “Rubezh-Global”) 0 Claude Code 1 5,300 tok
nymrel/nymrel-agent nymrel-agent.vercel.app Explainable multi-model routing with deterministic receipts and no prompt custody. 0 Codex, OpenCode 1 490 tok
industrix-com-br/openplc-engineering-mcp Domain-oriented MCP server for OpenPLC engineering operations 0 Codex, OpenCode 1 271 tok
lucianoengel/pentest-mcp 0 Claude Code 12 —
haorantang97/knowledge-trust-core Portable evidence and maturity policy for AI-facing knowledge systems 0 Codex, OpenCode 1 164 tok
ChloePark85/kr-groundtruth-mcp 0 Claude Code, Codex, OpenCode 2 159 tok
Nikel-san/AtlMCPforDC 0 Codex, GitHub Copilot, OpenCode 2 2,276 tok
davidmosiah/rappi-mcp Unofficial local-first Rappi MCP. Never pays unless RAPPI_ALLOW_MUTATIONS and explicit_use 0 Codex, OpenCode 1 195 tok
AI-AlexBaum/IP-MCP MCP server for EU and Benelux trademark research and company lookup over free, public sour 0 Claude Code 1 1,734 tok
andreymudri/vault-mcp MCP server over an Obsidian knowledge vault — BM25 retrieval plus one wiki-link hop, guard 0 Claude Code 1 —
DaviDaminelli/mcp-web-search 0 Claude Code, Codex, OpenCode 2 159 tok
weinh/wechat_mcp_publisher Local MCP tool for publishing WeChat Official Account drafts 0 Claude Code 20 —
KoensAU/grok-mcp-worker 0 Codex, OpenCode 1 1,130 tok
MisakiSenpa1/adaptive-coding-mcp 0 Codex, OpenCode 1 739 tok
seppaleinen/flux-topology-mcp Dependency and topology map for your Kubernetes and FluxCD GitOps codebase 0 Codex, OpenCode 1 565 tok
zkak0/k-LegalChile MCP servidor de investigación legal chilena — 68 tools, 100% fuentes oficiales, gratis 0 Codex, OpenCode 1 1,009 tok
davidmosiah/ifood-mcp Unofficial local-first iFood MCP. Checkout fail-closed. 0 Codex, OpenCode 1 193 tok
Otrivinish/dfir-fenrir-mcp A MCP server for the Digital Forensic & Incident Response solution DFIR-FENRIR v2. Site UR 0 Claude Code 1 —
JakubMMazurek/MCP-Questionnaire 0 Claude Code 1 1,076 tok
kongsak4807017/KHOSAN_DevSpaceMCP 0 Codex, OpenCode 1 262 tok
lalithavallabhaneni01-debug/glean-faq-rag-mcpf glean rag exercise 0 Claude Code 1 1,529 tok
ranjit534/ontology-mcp Multi-agent diagnostic system using MCP servers and an OWL/SHACL knowledge graph to triage 0 Claude Code 1 821 tok
engoetz/sap-adt-mcp MCP server and Python client for the SAP ADT REST API — search, read, write, activate and 0 Claude Code, Codex, OpenCode 2 3,871 tok
skvertl/New_MCP 0 Claude Code 6 —
AyobamiH/oneclick-chatgpt-plugin One Click MCP and skill for turning structured business briefs into Lovable website builds 0 Codex, OpenCode 1 115 tok
Vanderjohnny/solibri-mcp Servidor MCP que conecta uma LLM ao Solibri: 25 ferramentas sobre a REST API local e o mod 0 Claude Code 1 926 tok
nathaniel-gordon/memcurve Temporal memory for AI assistants using the Ebbinghaus forgetting curve with MCP server in 0 GitHub Copilot 5 19,900 tok
CloudSecurityAlliance/csa-skilljar Python library and local MCP server covering both Skilljar REST APIs (v1 + v2). Reproduces 0 Claude Code, Gemini CLI 2 4,432 tok
ledokter/mcp-gsc 0 Claude Code 1 725 tok
sipho102/brain-mcp A custom MCP server to serve up a markdown file based PARA folder 0 Claude Code 1 1,777 tok
R0STEFAN/webstudio-ai-agent Local Webstudio MCP bridge & AI agent toolkit for designing, mutating, and cloud-syncing W 0 Codex, OpenCode 1 1,494 tok
H1er0/Azure-Files-MCP 0 GitHub Copilot 1 87 tok
voidxela/roku-dev-mcp Local MCP server for Roku application development with direct hardware control. 0 Codex, OpenCode 1 435 tok
anirbanbasu/smt-sudoku-mcp pypi.org An MCP server to work with Sudoku puzzles using satisfiability modulo theories (SMT). 0 Claude Code, Codex, OpenCode 2 1,481 tok
rx6ru/strata Portable agent memory with append-only records, verified provenance, MCP tools, and self-h 0 Codex, OpenCode 1 429 tok
sdotj/sleeper-bot Simple MCP for Claude-Sleeper/ESPN connection for fantasy sport management 0 Claude Code, Codex, OpenCode 6 74 tok
cvz-dev/Packet-Tracer-MCP 0 Claude Code 4 2,632 tok
AlexWangzhixin/WorkGraph Local-first drill-down work map and queryable knowledge graph with read-only MCP and optio 0 Codex, OpenCode 1 159 tok
Vidushibot/successfactors-mcp-prototype Read-only SAP SuccessFactors multi-agent MCP prototype 0 Codex, OpenCode 1 186 tok
scatjay/kxmind-irasutoya-mcp An MCP for helping workers find illustrations on Irasutoya: enter Chinese, automatically t 0 Claude Code 1 1,598 tok
ericovis/cervo cervo.click A demo app for managing static website hosting on a shared VPS 0 Claude Code 1 7,616 tok
giancbaring/msim MCP Server Integration Manager for AnythingLLM 0 Claude Code 1 —
BongSuCHOI/memex Local-first personal knowledge system for Codex: conversation memory, facts, RAG, knowledg 0 Claude Code, Codex, OpenCode 1 2,017 tok
elijah629/classroom-mcp classroom-mcp.vercel.app Google Classroom MCP 0 Claude Code, Codex, OpenCode 2 159 tok
jjorae/naver-blog-mcp An MCP server for writing posts on Naver Blog with formatting, images, tables, formulas, a 0 Claude Code 1 6,080 tok
abdulwaqas17/cross-claude-mcp 0 Claude Code 1 536 tok
chaosst/doc-fine-tuning-mcp An office document (Word/Excel/PPT) large model editing MCP server, which enables the larg 0 Claude Code 1 1,443 tok