How real projects configure their agents

31,992 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 agents7,690Claude Code6,656Data and AI3,669Backend and APIs3,506Languages3,395Planning3,227Git and workflow3,219Code review2,753Testing2,387Memory and context2,368Writing and docs2,331DevOps and cloud2,317Research2,292Frontend2,266Security2,036Productivity1,725

All Claude Code31,992 Codex23,401 OpenCode22,346 GitHub Copilot3,564 Gemini CLI1,917 Cursor1,741 Windsurf146 Kiro83

Project Stars Configures Files Always loaded
pnmcguire480/cairntir Local-first persistent memory MCP server for Claude Code, Codex, Cursor, Qwen Code, and AI 2 Claude Code, Codex, OpenCode 2 3,528 tok
reloadcz/mcp-csu csu.cz MCP Server 2 Claude Code 1 1,484 tok
mohsinsheikhani/tutorclaw-mcp MCP server for TutorClaw, an AI-powered tutoring system that teaches programming through P 2 Claude Code, Codex, OpenCode 2 746 tok
rushikeshmore/tor-mcp Every web request your LLM tool makes leaks your IP. tor-mcp routes them through Tor with 2 Claude Code 1 1,132 tok
EventRegistry/newsapi-mcp npmjs.com NewsAPI.ai MCP server 2 Claude Code 1 625 tok
duy0699cat/worldquant-brain-mcp Python MCP server for automating WorldQuant BRAIN alpha-research workflows: async API clie 2 Claude Code 2
Sathvik-1007/sift-kernel AI forensic reasoning kernel — MCP server bridging LLM agents and DFIR toolchains with evi 2 Claude Code 1 1,633 tok
MaxWilk/poe2-build-mcp 2 Claude Code 1 2,098 tok
abrahamADSK/maya-mcp MCP server for Autodesk Maya — scene control, modeling, animation, and I/O with RAG search 2 Claude Code 1 7,915 tok
SourceShift/osf-mcp-server An MCP (Model Context Protocol) server for interacting with the [Open Science Framework (O 2 Claude Code 1 892 tok
snow-wind-001/CodeRecoder CodeRecoder: MCP for recode the Code 2 Claude Code, Codex, OpenCode 2 1,280 tok
t-rhex/obsidian-mcp-server MCP server for Obsidian vaults — direct filesystem access with git sync, wikilinks, and fr 2 Claude Code, Codex, OpenCode 2 839 tok
rementum/rementum rementum.dev Self-hosted shared memory infrastructure for AI agents with versioned knowledge and confli 2 Claude Code, Codex, OpenCode 2 2,174 tok
Avinava/sf-documentation-knowledge npmjs.com Salesforce documentation knowledge system — MCP server + Knowledge Graph for AI agents 2 Claude Code, Codex 1
cacaview/wsl-mcp An MCP (Model Context Protocol) terminal management server supporting persistent sessions 2 Claude Code 1 1,842 tok
ambient-code/gps ambient-code.ai GPS — read-only MCP caching tier for org and engineering data 2 Claude Code 4
Bonifatius94/myscrape Go port of myscrape — web-research MCP server (web_search/web_fetch/web_research) as a com 2 Claude Code 3
aryxnsdfs/token-diet Local token-saving, intelligence-preserving context layer for Claude Code, Cowork, Codex a 2 Claude Code 9
thomandretti/ck3-strategy-advisor A local, read-only Model Context Protocol server that reads your latest Crusader Kings III 2 Claude Code 1 1,662 tok
MikeCase/arcane-mcp arcanemcp.splaq.us MCP server for Docker management via the Arcane API 2 Claude Code, Codex, OpenCode 2 2,387 tok
oscarjpicazo/spacedata Aggregated public space data (satellite orbits, catalogs, conjunctions, launches) as an AI 2 Claude Code, Codex, OpenCode 2 1,594 tok
codesknight/AutoCAD-MCP Seamlessly connect AI assistants (Claude, ChatGPT, etc.) to AutoCAD through the Model Cont 2 Claude Code 1 796 tok
gjjisadog/scipdf-mcp MCP + skill: download academic paper PDFs by DOI/title (one-step install) 2 Claude Code, Codex, OpenCode 2 465 tok
efranceschetti/festo-codesys-mcp MCP server for Festo/CODESYS PLC engineering — generates IEC 61131-3 Structured Text and v 2 Claude Code 20 657 tok
p3psi-boo/focalboard-mcp 2 Claude Code 1 723 tok
zdx8637-gitdog/Xilinx_Vivado_MCP 2 Claude Code 2 9,773 tok
alexechoi/google-hotels-mcp Google Hotels MCP 2 Claude Code, Codex, OpenCode 2 1,438 tok
sandraschi/midasheng-gen-mcp MCP server generating coherent 16 kHz mixed audio scenes from text - speech, music, sound 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,231 tok
SkiTemplar/ultron-control-center Memoria gobernada, AI Router y orquestacion de skills/agentes para Claude Code — cockpit T 2 Claude Code 1 2,309 tok
pedrogmbh/whatsmcp Non-official MCP for the Z-API platform (WhatsApp) 2 Claude Code, Codex, OpenCode 2 2,356 tok
inprimex/otaman-plugin Otaman Claude Code plugin: slash commands, skills, agents, hooks, stdio MCP, launcher scri 2 Claude Code 1 756 tok
ayushcodes10/echo-mem echo-mem.com Shared memory for AI agents on your own Postgres. The server never calls an LLM to write. 2 Claude Code 11
sandraschi/gitee-mcp Gitee (Chinese GitHub) bridge for AI assistants: humming radar & momentum, repo intel, cro 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 7 1,808 tok
ssmurfgg04-gif/context-m Deterministic agent memory. μ=0. Free, local, forever. Mem0-compatible. 2 Claude Code, Codex, OpenCode 3 1,505 tok
Patrick-Miles-Z/CAD-CC-Abaqus Automated FEA pipeline: DXF -> Abaqus via MCP protocol 2 Claude Code, Codex 7
YakupEmreYerli/mcp-firefly-iii yakupemreyerli.github.io Security-first, self-hosted MCP server for Firefly III — 152 operations behind 5 scoped to 2 Claude Code, Codex, OpenCode 2 3,976 tok
Bigred97/ausdata-mcp-client ausdata.io Official npm MCP client for ausdata.io — 28 tools across 9 AU government data sources 2 Claude Code 3 1,756 tok
cyanheads/osv-advisory-mcp-server npmjs.com Query OSV.dev for package vulnerabilities, batch-audit dependency lists, and fetch full ad 2 Claude Code, Codex, OpenCode 2 13,382 tok
cyanheads/uniprot-mcp-server npmjs.com Search UniProtKB by protein function, fetch curated records, map IDs across databases, and 2 Claude Code, Codex, OpenCode 2 16,288 tok
dundas/thinkrun thinkrun.ai ThinkRun — screen recorder for AI coding agents. Record a bug or session once and hand Cla 2 Claude Code 6
cyanheads/noaa-spaceweather-mcp-server npmjs.com Query NOAA SWPC space weather: geomagnetic storm scales, Kp index, aurora forecasts, solar 2 Claude Code, Codex, OpenCode 2 12,162 tok
cyanheads/openstates-mcp-server npmjs.com Search bills, legislators, committees, and events across all 50 US states, DC, and Puerto 2 Claude Code 1 7,743 tok
cyanheads/mailchimp-mcp-server npmjs.com Draft, test, and send Mailchimp campaigns straight from your MCP client — with audience ma 2 Claude Code, Codex, OpenCode 2 11,932 tok
cockroachdb/cursor-plugin CockroachDB development plugin for Cursor 2 Claude Code, Codex, OpenCode 2 365 tok
bvandevliet/betaflight-mcp npmjs.com MCP server for Betaflight flight controllers, live CLI configuration, and an expert PID tu 2 Claude Code 1 2,906 tok
prreobby/jw-research-mcp Remote MCP server for deep, traceable research across JW.org and WOL 2 Claude Code 1 1,447 tok
A1-x-Tech/mcp-google-business t.me MCP server for Google Business Profile — review performance, reply to reviews and publish 2 Claude Code 1 2,178 tok
Idle-Sync/db-conn-mcp A dead-simple, self-hosted MCP server for safely querying your databases with AI agents (P 2 Claude Code, Cursor 2 3,324 tok
Terobyte/librarian-cli 📚 Any ebook → clean token-counted Markdown chapters. Let Claude read your bookshelf over 2 Claude Code 1 1,724 tok
ztemerbekov/a1-yandex-kit-skills t.me Tell the assistant in plain language what should be built in the Yandex KIT store, and it 2 Claude Code, Codex, OpenCode 2 1,922 tok