How real projects configure their agents

22,302 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 agents7,670Claude Code6,650Data and AI3,673Backend and APIs3,507Languages3,392Planning3,227Git and workflow3,211Code review2,744Testing2,385Memory and context2,367Writing and docs2,330DevOps and cloud2,314Research2,288Frontend2,261Security2,032Productivity1,722

All Claude Code31,994 Codex23,359 OpenCode22,302 GitHub Copilot3,560 Gemini CLI1,917 Cursor1,740 Windsurf142 Kiro82

Project Stars Configures Files Always loaded
JareCoder/LounasMCP MCP to check Lunches nearby using www.lounaat.info 0 Codex, OpenCode 1 635 tok
raeseoklee/artifacty npmjs.com Local agent-to-agent artifact exchange for LLM workflows via HTTP, CLI, and MCP. 0 Claude Code, Codex, OpenCode 2 1,596 tok
Seetharam1999/jenkins-slack-mcp 0 Claude Code, Codex, OpenCode 2 2,838 tok
alexxcpr/ONE-MCP MCP SERVER FOR ONE SOFTWARE 0 Codex, OpenCode 1 4,950 tok
blueqwertz/linda-mcp 0 Codex, OpenCode 1 514 tok
godrix/mcp-architecture-contract 0 Codex, OpenCode 1 646 tok
ahmedadan/unix-mcp-server Linux and macOS MCP Server 0 Codex, OpenCode 1 520 tok
arvindg4u/ddg-search-mcp DuckDuckGo Search MCP Server — search the web via MCP, deploy on Render 0 Claude Code, Codex, OpenCode 2 574 tok
asamiile/google-drive-rag-mcp 0 Claude Code, Codex, OpenCode 2 595 tok
TegroTON/tegro-money-mcp Read-only MCP server for the Tegro.Money payment API — connect Claude, Cursor & other AI t 0 Claude Code, Codex, OpenCode 2 630 tok
brianMacao/ai-mcp-server Local MCP bridge that unifies multiple API endpoints into one model capability pool for Ag 0 Codex, OpenCode 1 3,243 tok
alexgenovese/mcp-arxiv 0 Codex, OpenCode 1 548 tok
Oshadha345/contxt-box Local-first MCP-compatible context box for coding agents. Index folders, preserve project 0 Claude Code, Codex, OpenCode 2 843 tok
ChanMeng666/femtech-radar chanmeng666.github.io Agent-first FemTech intelligence: an MCP server that fetches, dedupes, and scores women's- 0 Claude Code, Codex, OpenCode 5 5,416 tok
ShreyasBidwai/AI_Loop_MCP 0 Codex, OpenCode 1 284 tok
Plong-Wasin/outlook-mcp 0 Codex, OpenCode 1 71 tok
Kforward/lanhu-mcp-codex 0 Codex, OpenCode 1 955 tok
Overtorment/remote-control-mcp 0 Codex, OpenCode 1 3,386 tok
inho-team/qe-mcp 0 Codex, OpenCode 1 426 tok
Eun-Y0ung/agentic-player-10-mcp 0 Codex, OpenCode 1 403 tok
abhishekY495/test-mcp-server 0 Codex, OpenCode 1 360 tok
santhoshraje/wallet-analytics-mcp MCP server for analysing blockchain wallet transactions 0 Codex, OpenCode 1 1,333 tok
ahmedtawfeeq1/loredex-obsidian Obsidian and MCP dashboard layer for loredex: shared memory, handoffs, focused views, and 0 Claude Code, Codex, OpenCode 2 245 tok
sandeep-alluru/notarize pypi.org Canonical trace format and verifier for agent execution attestation 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 592 tok
linsipeng/agentkeychain Zero-knowledge credential store for AI agents — Agent Identity + scoped delegation, built 0 Codex, OpenCode 1 1,150 tok
hyh0620/mcp-knowledge-service Reusable MCP-based knowledge retrieval service with ingestion, Hybrid Retrieval, citations 0 Codex, OpenCode 1 266 tok
cubicecho/mcp-skills-manager cubicecho.github.io 0 Claude Code, Codex, OpenCode 3 1,763 tok
msradam/semley Autonomous SRE investigation agent: a governed state machine driven by a language model, a 0 Codex, OpenCode 1 1,044 tok
Cafecitohq/cafecito cafecito.sh An integration control plane for AI agent fleets: land in parallel, regenerate collisions, 0 Claude Code, Codex, OpenCode 2 1,108 tok
wlor0623/codex-notify-mcp Sends WeCom notifications after Codex tasks are completed. 0 Codex, OpenCode 1 92 tok
jiangnuonnuo/draw-mcp-server A small MCP tool for drawing with draw 0 Claude Code, Codex, OpenCode 4 2,130 tok
lukwe/mcp_or_skill_for_geoenquire_ogc agentic access to the Geo-INQUIRE services 0 Codex, OpenCode 1 1,071 tok
chetto1983/turing_AgentMemory_MCP 0 Claude Code, Codex, OpenCode 2 4,228 tok
ceweldy/bitwarden-agent-vault-mcp Bitwarden Secrets Manager MCP server and Codex plugin for least-privilege agent credential 0 Codex, OpenCode 1 180 tok
Aptica-Solutions/a-mcp-runmeter MCP server for LLM and agent run telemetry: cost, tokens, latency, and reliability observa 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 5,138 tok
Upendrasengar/bitbucket-server-mcp MCP server for Bitbucket Server / Data Center with code review, cross-repo PRs, and CI ins 0 Codex, OpenCode 1 155 tok
jpsweeney97/claude-code-docs-mcp BM25-indexed search MCP server for Claude Code documentation 0 Claude Code, Codex, OpenCode 2 5,281 tok
kojaecheon/tripmoney-mcp 0 Codex, OpenCode 1 8 tok
antinomie1/maimai-mcp Rust-based high-performance maimai DX (舞萌 DX) MCP score lookup tool and B50 rendering serv 0 Codex, OpenCode 1 2,460 tok
JLex11/json-ui-renderer-mcp 0 Codex, OpenCode 1 368 tok
wirenboard/google-workspace-mcp Remote multi-user (OAuth 2.1) deployment of the Google Workspace MCP server 0 Codex, OpenCode 1 661 tok
Evyatar108/gmail-mcp A local Windows Gmail MCP server for GitHub Copilot CLI with safe OAuth, draft-first sendi 0 Codex, GitHub Copilot, OpenCode 2 802 tok
sangwopark19/MendLens MendLens appliance diagnosis MCP server 0 Codex, OpenCode 1 1,901 tok
xbirimensah/heavenly-health-protocol Privacy-first, LLM-agnostic health data protocol and MCP server. 0 Codex, OpenCode 1 678 tok
the-mace/garmin-mcp-local Personal Garmin Connect MCP server: local SQLite cache, resumable backfill, rate-limited s 0 Claude Code, Codex, OpenCode 2 202 tok
182moon/odin-hermes-bridge MCP bridge: let Odin (or any MCP client) delegate tasks it can't do to a local Hermes Agen 0 Codex, OpenCode 1 591 tok
bartivs/yt-media-info-mcp Model Context Protocol (MCP) server that extracts rich metadata, transcripts, and search f 0 Claude Code, Codex, OpenCode 6 2,081 tok
the-mace/loseit-mcp-local Local LoseIt scraper → SQLite → MCP server for Claude Desktop 0 Claude Code, Codex, OpenCode 2 1,561 tok
Axcient/public-gateway-mcp An MCP for ax-public-gateway 0 Claude Code, Codex, Cursor, OpenCode 2 970 tok
mariolpantunes/crepe-mcp CREPE — Compile, Research, Export, Presentation Engine. An MCP server for AI Agents that d 0 Codex, OpenCode 1 3,339 tok