How real projects configure their agents

23,310 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 agents7,642Claude Code6,648Data and AI3,676Backend and APIs3,504Languages3,399Planning3,222Git and workflow3,208Code review2,742Testing2,379Memory and context2,369Writing and docs2,323DevOps and cloud2,311Research2,290Frontend2,261Security2,025Productivity1,719

All Claude Code31,996 Codex23,310 OpenCode22,256 GitHub Copilot3,557 Gemini CLI1,917 Cursor1,739 Windsurf141 Kiro81

Project Stars Configures Files Always loaded
skaosqkf0-del/MCP_test 0 Claude Code, Codex, OpenCode 2 1,216 tok
qiyingshicaiji/mcp-server A general-purpose MCP platform; everything is a tool 0 Codex, OpenCode 1 7,046 tok
GLDRoger/eevee-mcp eevee-mcp.vercel.app A durable workspace for people and browser agents to create, run, and improve reusable app 0 Claude Code, Codex, OpenCode 2 159 tok
Lqueed/rutracker_mcp 0 Codex, OpenCode 1 783 tok
MaximSantalov/ai_agent_mcp_jira 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,281 tok
danielsuguimoto/crisp-mcp-server MCP server for the Crisp REST API 0 Codex, OpenCode 1 576 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
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
DaviDaminelli/mcp-web-search 0 Claude Code, Codex, OpenCode 2 159 tok
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
davidmosiah/ifood-mcp Unofficial local-first iFood MCP. Checkout fail-closed. 0 Codex, OpenCode 1 193 tok
kongsak4807017/KHOSAN_DevSpaceMCP 0 Codex, OpenCode 1 262 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
AyobamiH/oneclick-chatgpt-plugin One Click MCP and skill for turning structured business briefs into Lovable website builds 0 Codex, OpenCode 1 115 tok
R0STEFAN/webstudio-ai-agent Local Webstudio MCP bridge & AI agent toolkit for designing, mutating, and cloud-syncing W 0 Codex, OpenCode 1 1,902 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
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
will-j-wright/inreview Review local Jujutsu change stacks in VS Code with comment-driven MCP feedback. 0 Codex, OpenCode 1 1,647 tok
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
zhuangguangdahyh-dotcom/content-ops-studio An open-source, AI-native content operations system for research, content planning, visual 0 Codex, OpenCode 1 591 tok
iarbor04/yandex-direct-mcp MCP server for the Yandex Direct API v5: reports, bids, and campaign management from an AI 0 Codex, OpenCode 1 618 tok
mr-rsr/rcm-mcp AI-native Model Context Protocol (MCP) server for Healthcare Revenue Cycle Management (RC 0 Codex, OpenCode 1 299 tok
mesutgulecen/ponscli npmjs.com Unofficial command-line interface for the Pons launchpad on Robinhood Chain 0 Claude Code, Codex, OpenCode 5 808 tok
sjungwon03/job-platform-mcp TypeMCP servers and a portable Agent Skill for personalized Korean job search 0 Codex, OpenCode 1 1,479 tok
seepine/image-gen-mcp TypeScript MCP server for generating and editing images through OpenAI image models. 0 Claude Code, Codex, OpenCode 2 837 tok
newlix/gavel-mcp 0 Codex, OpenCode 1 158 tok
elliothimmelfarb/aimade-mcp The MCP server pattern that lets AI agents publish games as first-class users — 41 tools, 0 Claude Code, Codex, OpenCode 2 168 tok
invictumhr/ai-invictum-browser-bridge invictum.hr Security-first MCP bridge that lets AI agents control your existing Chrome profile locally 0 Claude Code, Codex, OpenCode 2 1,204 tok
epsilon-labs-llc/mcp-template Template for Cloudflare Workers featuring Better Auth passkey authentication and an MCP To 0 Codex, OpenCode 1 2,132 tok
bparlan/seeder-402 An HTTP/MCP service for replicating buyer-supplied Hypercore/Hyperdrive keys for USDC on B 0 Codex, OpenCode 1 1,090 tok
giaosang8888-cmd/AutoLinker-5.1.2-Local AutoLinker 5.1.2 silent MCP version — completely local with no network activity 0 Claude Code, Codex, OpenCode 2 1,079 tok
veer-mehta/fathom-mcp Crawls docs sites, embeds with BAAI/bge-m3, indexes in pgvector for semantic search. Serve 0 Codex, OpenCode 1 448 tok
cfollette18/namakan-mcp-crm Unified MCP server for CRM systems 0 Codex, OpenCode 1 40 tok
cfollette18/namakan-mcp-erp Unified MCP server for ERP systems (CSV/SFTP/ODBC included) 0 Codex, OpenCode 1 41 tok
cfollette18/namakan-mcp-pm Unified MCP server for project management systems 0 Codex, OpenCode 1 28 tok
nweii/apple-calendar-mcp Remote read and write access to Apple Calendar through a stateless Cloudflare Worker MCP s 0 Codex, OpenCode 1 276 tok
HarutuneDavisIBM/hermes-mcp MCP server for HashiCorp/IBM Hermes document management — search, browse and retrieve docu 0 Codex, OpenCode 1 636 tok
caa1211/genpdm-mcp-server 0 Claude Code, Codex, OpenCode 2 456 tok
iXanadu/pigeon-mcp Gmail MCP server for GrokBot 0 Claude Code, Codex, OpenCode 2 928 tok