How real projects configure their agents

31,986 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 agents7,720Claude Code6,662Data and AI3,665Backend and APIs3,500Languages3,396Planning3,238Git and workflow3,234Code review2,760Testing2,394Memory and context2,365Writing and docs2,333DevOps and cloud2,315Research2,289Frontend2,264Security2,036Project management1,736

All Claude Code31,986 Codex23,463 OpenCode22,407 GitHub Copilot3,565 Gemini CLI1,914 Cursor1,740 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
Claire-s-Monster/claudecode-session-notes ClaudeCode Session Notes MCP Server 0 Claude Code 70 47 tok
neverprepared/mcp-markdown-to-confluence 0 Claude Code 1 1,630 tok
unhuman/zoomObsidian Zoom Meeting Summaries MCP Server 0 Claude Code, GitHub Copilot 2 4,434 tok
Revmagi/tuxcare-eportal-mcp TuxCare ePortal MCP server for integrating with TuxCare ePortal API 0 Claude Code 1 866 tok
syh52/seedream-mcp-server MCP server for SeeDream 4.5 image generation - enables Claude Code to generate images via 0 Claude Code 1 1,273 tok
nzduck/trademe-tinymcp A tiny MCP server for Trade Me. 0 Claude Code 1 25 tok
bbuchsbaum/eco-oracle EcoOracle: MCP server + tools for ecosystem-wide R/Python package knowledge 0 Claude Code, Codex, OpenCode 7 1,230 tok
agiletec-inc/airis-mcp-supabase-selfhost AIRIS MCP server for self-hosted Supabase - Token-optimized with 2-layer architecture (Pos 0 Claude Code 1 2,014 tok
cgaspard/webappmcp MCP server for AI-powered web application interaction 0 Claude Code 1 2,786 tok
Jasuni69/ms-core-mcp Microsoft core functions with mcp 0 Claude Code 1 738 tok
saudqsaleshandy/development-mcp-server Every tool, implementation, customisation that you need to use with your LLM application 0 Claude Code 1 —
yunhwane/swagger-mcp Project-aware MCP server for exploring Swagger/OpenAPI docs in natural language 0 Claude Code 1 659 tok
jjurach/google-personal-mcp Tools for interacting with drive, sheets, and other personal google services. 0 Claude Code, Codex, Gemini CLI, OpenCode 3 5,506 tok
simsketch/memoryiq memoryiq.vercel.app One Brain. Every AI. — AI-powered shared memory platform with semantic search, collaborati 0 Claude Code 1 19 tok
Ilevk/x-search-plugin MCP plugin for read-only X/Twitter research via xAI x_search, with OAuth and API-key suppo 0 Claude Code, Codex, OpenCode 2 1,065 tok
jeff-dev-1/ai-log-mcp-server 0 Claude Code 1 1,013 tok
tezaswiraj7222/mcp-postman-runner 0 Claude Code, Codex 1 —
ygrenzinger/jira-mcp 0 Claude Code 1 1,807 tok
jason21wc/ai-governance-mcp AI Governance MCP — open-source meta-framework (governance engine + constitution/rules-of- 0 Claude Code, Codex, Gemini CLI, OpenCode 13 4,022 tok
heznpc/PLOIDY Cross-session debate protocol — same model, different context depths, better decisions 0 Claude Code 8 —
2k92gzzsyc-hash/mcp-server-python-mtef0f9z Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
joel01-dev/lexus-mcp-roblox 0 Claude Code 1 1,502 tok
alymohamedhassan/mural-mcp 0 Claude Code 1 —
galacoder/vimeo-mcp MCP (Model Context Protocol) server for Vimeo API integration. Provides tools for managing 0 Claude Code 11 —
winccoa-tools-pack/winccoa-mcp-server 0 Claude Code 2 2,399 tok
MO2k4/azure-cost-mcp MCP server for Azure cost analysis — retail prices and cost management 0 Claude Code 1 332 tok
deokgoo/task-manager-mcp 0 Claude Code 1 3,625 tok
mikeysrecipes/package-registry-mcp 0 Claude Code 1 404 tok
thijs-hakkenberg/mcp_todo Git-Based MCP Todo Server 0 Claude Code 1 3,179 tok
mediagraph-io/mediagraph-mcp Mediagraph MCP 0 Claude Code, Codex, OpenCode 3 2,907 tok
eaccmk/eaccmk_excalidraw-mcp eaccmkexcalidraw-mcp.vercel.app 0 Claude Code 1 2,343 tok
androidua/apple-mail-mcp 0 Claude Code 1 2,316 tok
McCullonas/mcp-sncf-navitia MCP server for French railways (SNCF) via the Navitia API 0 Claude Code 1 723 tok
cmer81/infoclimat-mcp 0 Claude Code 1 558 tok
wyre-technology/afkbot-mcp MCP server for AFKBot PTO management — file time-off requests from any MCP client 0 Claude Code 1 190 tok
binbinao/reddit-mcp 0 Claude Code, Codex, OpenCode 3 143 tok
HelloTomBruce/kb-mcp 0 Claude Code, Codex, OpenCode 2 211 tok
odbgrowth/soma-mcp A private, self-hosted reference implementation of the official Model Context Protocol (MC 0 Claude Code, Codex, OpenCode 2 402 tok
wealth29/claude-pentest-mcp-server 0 Claude Code 1 692 tok
tranhoangtu-it/mcp-figma MCP server bridging AI clients to Figma Desktop via Plugin API + WebSocket. Zero rate limi 0 Claude Code 1 585 tok
avocatt/legal-rag-toolkit MCP server + Claude Code skills for semantic search over Turkish legal contracts and email 0 Claude Code 1 196 tok
magicbadger/claude-mcp-etsi An MCP server to enable claude (and others) to access summarized versions of ETSI specific 0 Claude Code 1 1,976 tok
oleg-pevzner/job-monitor Agent-friendly job monitoring across LinkedIn, Indeed, USAJobs, and Google Jobs. CLI + MCP 0 Claude Code 1 57 tok
megedtal/outlook_mcp email-mcp-mu.vercel.app 0 Claude Code 1 1,401 tok
ronkoch2-code/moltbot Security-hardened MCP server for Moltbook AI-agent social network 0 Claude Code 1 3,854 tok
sgreen7979/browser-stream MCP server that collapses browser act-then-observe into single tool calls. Every action re 0 Claude Code, Gemini CLI 2 840 tok
mdlopresti/stoat-mcp A Model Context Protocol (MCP) server for the Stoat chat platform 0 Claude Code 1 1,264 tok
guycochran/X32-MCP 0 Claude Code 3 1,996 tok
sogawa-yk/mcp-gauge 0 Claude Code 14 1,241 tok
monthop-gmail/ai-collaboration-mcp Shared workspace where AI from any vendor discuss, decide and hand off work — MCP on Cloud 0 Claude Code 1 1,750 tok