How real projects configure their agents

31,993 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
noahwang550/sy-automl-mcp 0 Claude Code 1 6,361 tok
jiangnuonnuo/draw-mcp-server A small MCP tool for drawing with draw 0 Claude Code, Codex, OpenCode 4 2,130 tok
chetto1983/turing_AgentMemory_MCP 0 Claude Code, Codex, OpenCode 2 4,228 tok
Aptica-Solutions/a-mcp-runmeter Archived 2026-09-25. Canonical code: Aptica-Solutions/a-mcp-servers, servers/runmeter. 0 Claude Code, Codex, OpenCode 4 4,651 tok
manutrip-pm-AI-Defense/Azure_MCP_Test This is a test MCP server 0 Claude Code 1 1,598 tok
kimju1416/naver-land-mcp MCP server for querying Naver real estate listings and market prices (based on Seonh0/nave 0 Claude Code 1 803 tok
yourlastnamesoundslikeatypeofpasta/acumatica-mcp-server A Model Context Protocol (MCP) server for Acumatica ERP 0 Claude Code 3 319 tok
mhmdtaha091/bugscout Autonomous web QA agent — crawls any site, discovers user flows, finds functional + access 0 Claude Code 1 510 tok
RaviTeja-438/zap-rag-mcp MCP server: ZAP RAG search only (PLAIN / HYBRID / HYBRID_RERANK) for Kilo and other agents 0 Claude Code, Codex 2 —
alanko0511/beaver-mcp Alan's personal remote MCP server. 0 Claude Code 1 1,102 tok
syedasadabbas/Claude-MCP-for-Odoo 0 Claude Code 1 —
jpsweeney97/claude-code-docs-mcp BM25-indexed search MCP server for Claude Code documentation 0 Claude Code, Codex, OpenCode 2 5,281 tok
codeforanchorage/anchorage-parcels-mcp 0 Claude Code 1 2,391 tok
JanMaa/pkg-intel-mcp Package intelligence for AI coding agents. An MCP server that answers: is this npm package 0 Claude Code 1 741 tok
codeforanchorage/audubon-iba-mcp 0 Claude Code 1 2,495 tok
harshit-wadhwa/db-mcp 0 Claude Code, Codex 1 —
RithenReddy/excalidraw-mcp-app Copy of official Excalidraw MCP App Server (excalidraw/excalidraw-mcp) for hosting experim 0 Claude Code 1 2,343 tok
yosuke-kirihata/mcp-paper-search 0 Claude Code 1 952 tok
nicojan/humanizer-mcp Public, read-only MCP server: psycholinguistic rules and a deterministic checker for makin 0 Claude Code 1 6,189 tok
amaanshaikh-dc/elevenlabs-agent-platform-mcp 0 Claude Code 1 2,079 tok
mjmonster/fit-agent-mcp 0 Claude Code 1 2,563 tok
artyomredko-collab/sapyx-mcpclone 0 Claude Code 1 507 tok
amirjahfar1/Google-Search-Console-GSC-MCP MCP server connecting Google Search Console to Claude — 12 built-in SEO skills including a 0 Claude Code 1 725 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
DaniBencz/mcp-weather an MCP server practice 0 Claude Code 1 —
yuldashboev/icafecloud-mcp 0 Claude Code 1 994 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
chiomao23/MCP-Detection-Knowledge-Bases An MCP server wrapping Hayabusa for Windows EVTX log scanning, extended with a detection e 0 Claude Code 2 4,774 tok
theosera/claude_openai_image_mcp Security-first MCP server that generates images via OpenAI gpt-image-2 and returns them as 0 Claude Code 3 851 tok
Joseadobbato13/automatizacion-mcp-navisworks Servidor MCP que controla Autodesk Navisworks Manage 2025 desde Claude vía plugin C# (insp 0 Claude Code 1 340 tok
the-mace/loseit-mcp-local Local LoseIt scraper → SQLite → MCP server for Claude Desktop 0 Claude Code, Codex, OpenCode 2 1,561 tok
mitchallen/mcp-hello-typescript-server 0 Claude Code 1 2,438 tok
brchn6/LettuceMeet_CLI Unofficial MCP tools for LettuceMeet - create polls, view responses, find meeting overlaps 0 Claude Code, Codex 1 —
jthiruveedula/agent-memory-mcp jthiruveedula.github.io Self-improving agent memory MCP server with knowledge graph, preference learning, tool rec 0 Claude Code, GitHub Copilot 3 1,400 tok
xiaocsdnshen/Hadoop-JobHistory-MCP-Server 0 Claude Code 1 991 tok
Axcient/public-gateway-mcp An MCP for ax-public-gateway 0 Claude Code, Codex, Cursor, OpenCode 2 970 tok
danizeap/Supabase-MCP 0 Claude Code 2 —
MickaelV0/demo-mcp Public shared memory (OKF markdown + links) — web + MCP, no auth 0 Claude Code 1 1,145 tok
makedirectory/strata strata.mk-dir.com A registry-driven canvas for modeling cloud infrastructure as a typed graph: multi-cloud ( 0 Claude Code 1 1,291 tok
Suchanon/learn-typescript-mcp 0 Claude Code 1 992 tok
nmime/motiv-buy t.me Digital marketplace for motivated traffic across Telegram. Built with NestJS, TypeScript, 0 Claude Code 2 3,028 tok
peekwez/gats GATS is a framework for actors (i.e., humans, AI agents, and applications) to execute inve 0 Claude Code 9 3,306 tok
anasaltomy/naseej-desktop 0 Claude Code, Codex 4 —