How real projects configure their agents

23,819 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
amit11-ibm/kernel-mcp AI-powered Linux kernel development MCP server for IBM Bob — 19 tools covering symbol sear 0 Codex, OpenCode 1 862 tok
Kreativshikkk/MCP-system 0 Codex, OpenCode 1 4,236 tok
amit11-ibm/JDD-Agent-OS-MCP JDD-Agent OS — Autonomous AI agent operating system with genetic evolution, multi-objectiv 0 Codex, OpenCode 1 972 tok
cryptoyoginya/harness-health-engineering Personal life-quality OS: treats the body as an instrument, not a target. Whoop auto-inges 0 Claude Code, Codex, OpenCode 5 3,414 tok
EthanH9977/ragic-mcp MCP server for Ragic HTTP API — read, write, approval, lock. Hidden API key setup; *.ragic 0 Codex, OpenCode 1 3,161 tok
PhoebusForWork/jira-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,240 tok
lietblue/mcp 0 Codex, OpenCode 1 15,022 tok
berntpopp/clingen-link genefoundry.org MCP server for ClinGen (Clinical Genome Resource): gene–disease validity, dosage sensitivi 0 Claude Code, Codex, OpenCode 10 3,053 tok
berntpopp/gencc-link genefoundry.org MCP server for GenCC (Gene Curation Coalition): harmonized gene–disease validity classific 0 Claude Code, Codex, OpenCode 11 1,240 tok
zhangtian-123/codex-memory Local Markdown-backed memory tools for Codex and MCP-capable agents. 0 Codex, OpenCode 1 269 tok
goldandrei/MCP-App-GameScope 0 Claude Code, Codex, OpenCode 2 32 tok
egargale/lb-mcp-ui-proxy MCP-UI Wrapper Proxy for Longbridge — turns plain JSON responses into interactive HTML UIs 0 Claude Code, Codex, OpenCode 2 113 tok
lukleh/mcp-read-only-sql Secure MCP server providing read-only SQL access to PostgreSQL and ClickHouse databases 0 Codex, OpenCode 1 829 tok
berntpopp/hgnc-link genefoundry.org MCP server for HGNC (HUGO Gene Nomenclature Committee, genenames.org): gene symbol and ID 0 Claude Code, Codex, OpenCode 10 2,113 tok
LXVault/mcp 0 Codex, OpenCode 1 2,220 tok
jonathan249/health-mcp personal mcp server sharing wellness data to agents 0 Codex, OpenCode 1 589 tok
jmpijll/site24x7-code-mode-mcp Code-mode MCP server for Zoho Site24x7. Two tools (search + execute) with QuickJS WASM san 0 Codex, OpenCode 1 3,453 tok
ia23a-lachnita/ui-diff-mcp 0 Claude Code, Codex, OpenCode 2 5,194 tok
navin2031992/mcpselenium 0 Codex, OpenCode 1 948 tok
bartest5/stickerdaniel_linkedin-mcp-server 0 Claude Code, Codex, OpenCode 8 1,879 tok
PremierStudio/BrowserEngine An agent explores the product. CI replays the path with no AI. A broken step is a named re 0 Codex, OpenCode 1 756 tok
arr-mcps/bookshelf-mcp Model Context Protocol for pennydreadful/bookshelf 0 Codex, OpenCode 1 1,385 tok
apet97/clockify-python Complete async Clockify Python SDK with a structurally read-only MCP server 0 Claude Code, Codex, OpenCode 2 5,858 tok
chazmaniandinkle/oscine myrgic.com Browser synth composer with an API-first core: MCP plugin for Claude, OSC gateway for cont 0 Claude Code, Codex, OpenCode 2 3,332 tok
anhtuan2td/tradingview_mcp 0 Codex, OpenCode 1 1,552 tok
DasDarki/PixelLabRat Local, project-based desktop app and MCP server for generating style-consistent pixel art 0 Codex, OpenCode 1 859 tok
NYXNYX-cyber/MCP-Image_Analyzer 0 Codex, OpenCode 1 2,435 tok
bcharleson/gsc-agent-cli CLI and MCP server for Google Search Console — sites, sitemaps, search analytics, URL insp 0 Codex, OpenCode 1 499 tok
SolvingLab/OmniWeave A high-performance, polyglot code-analysis graph for coding agents — cross-language, cross 0 Claude Code, Codex, OpenCode 5 14,225 tok
jgang724/construction-job-costing-agent MCP server + MCP Apps widgets + M365 Copilot declarative agent for construction job costin 0 Codex, OpenCode 1 1,543 tok
vitaleap/llmstxt-mcp MCP for managing remote llms.txt documents. 0 Claude Code, Codex, OpenCode 2 579 tok
jesusjaehan/LLM-Wiki-MCP 0 Claude Code, Codex, OpenCode 2 1,559 tok
shiwani42/Mike A Splunk-native agent that turns SOC analyst reasoning into a queryable institutional know 0 Codex, OpenCode 1 5,655 tok
reunionstudio/airlock-mcp 0 Codex, OpenCode 2 511 tok
gossipauthorxpm/docs-mcp 0 Claude Code, Codex, OpenCode 2 902 tok
KingDonRush/whatsapp-web-mcp Domain-oriented WhatsApp MCP for conversations, media, bounded history exports and confirm 0 Codex, OpenCode 1 1,262 tok
artugrande/celo-mcp celo-mcp-git-main-artugrandes-projects.vercel.app Open-source remote MCP server for Celo — read+write access for any LLM. Unsigned-tx writes 0 Claude Code, Codex, OpenCode 2 79 tok
ouzlifaneyassine1-dot/onyx-engine OnyxEngine - AI-Native Game Engine powered by OpenCode. Glassmorphism UI, 50 animations, 4 0 Claude Code, Codex, Gemini CLI, OpenCode 3 2,130 tok
GreatPyreneseDad/cerata-mcp-server Production-grade MCP server with Rose Glass perception engine and Python nematocyst integr 0 Claude Code, Codex, OpenCode 2 5,426 tok
XMV-Solutions-GmbH/microsoft-tasks-mcp MCP server for Microsoft Planner + To Do, audit-preserving, never-auto-modify-other-people 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,241 tok
twodogwang/mcp-demo 0 Codex, OpenCode 1 588 tok
schoox/schoox-mcp-server MCP server for querying Schoox LMS data via AI assistants 0 Codex, OpenCode 1 807 tok
ananta888/job-search-mcp Local MCP server for policy-aware multi-portal job search with OpenCode 0 Codex, OpenCode 2 2,490 tok
TheDancingDeveloper-org/cadastre Cadastre infrastructure knowledge catalog and broker 0 Codex, OpenCode 1 1,137 tok
SNComrade/Rail-Connector-MCP Local MCP bridge for operating Claude Code Remote Control from Codex. 0 Codex, OpenCode 4 251 tok
CyperNexus/blockbench-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 11 2,984 tok
mateusoliveirab/clibridge 0 Claude Code, Codex, OpenCode 2 1,019 tok
C3SC0-V4113/Identity-Service-MCP 0 Claude Code, Codex, OpenCode 2 209 tok
jools333/bingx-mcp 0 Codex, OpenCode 1 666 tok
jiabin-24/mail-mcp 0 Codex, GitHub Copilot, OpenCode 2 2,275 tok