How real projects configure their agents

23,196 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
ogprotege/amex-anaylsis-mcp Amex-Analysis-MCP is a sophisticated financial analysis tool that transforms your American 3 Codex, OpenCode 1 405 tok
mzkrasner/grok-x-insights-mcp Real-time social intelligence from X/Twitter for AI assistants — powered by Grok's live se 3 Claude Code, Codex, OpenCode 3 2,501 tok
DoppiaG93/ctxmem Git-native, shareable project memory for AI coding agents — fully local, no cloud. 3 Codex, OpenCode 1 830 tok
gaia-research/gaia-mcp Agent-native discovery, trust, installation, and progression interface for the Gaia Skill 3 Claude Code, Codex, OpenCode 2 1,131 tok
sethdavis512/obsidian-mcp-server Universal MCP server for Obsidian vault integration with OpenAI - works with Windsurf, Cla 3 Claude Code, Codex 2 815 tok
alfianyusufabdullah/figma-proxy-mcp Live Figma access for AI agents via MCP — no subscription, no REST API, no rate limits, no 3 Claude Code, Codex, OpenCode 2 2,669 tok
TadMSTR/vikunja-mcp FastMCP server exposing the Vikunja REST API as scoped, per-agent MCP tools 3 Codex, OpenCode 1 3,037 tok
loryanstrant/CaddyUI-MCP A MCP server for CaddyUI, allowing LLM control of the centralised management system. 3 Codex, GitHub Copilot, OpenCode 2 907 tok
chris-page-gov/mcp-geo AI Generated Model Context Protocol (MCP) server for geospatial (Ordnance Survey) tooling 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 3,453 tok
rordi-ai/loopbreaker Local-first MCP review graph extracted from Rordi: bounded agent review, attributable evid 3 Claude Code, Codex, OpenCode 2 778 tok
mdadul/db-mcp Self-hosted MCP gateway that gives AI coding agents read-only access to your databases. 3 Claude Code, Codex 3 919 tok
mezotv/proofdrop skills.sh Small HTTP MCP server that lets agents drop temporary public review proofs into Neon stora 3 Claude Code, Codex 2
AlexZai007/figma-unlimited-mcp MCP server that lets an AI agent read and edit FigJam boards through a local Figma plugin 3 Claude Code, Codex, OpenCode 2 1,652 tok
sandraschi/database-operations-mcp MCP server and webapp for database operations with 15 portmanteau tools supporting SQLite, 3 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 1,473 tok
rc4l/ZandronumMCP Experimental MCP Server for Zandronum. Speeds up modding and engine development. 3 Codex, OpenCode 1 86 tok
handaas/industry-chain-mcp-server Industry chain analysis MCP service 3 Codex, OpenCode 1 2,319 tok
cooky-dance/devspace-local-artifacts Privacy-conscious DevSpace MCP with safe Windows and Base64 artifact writes plus ngrok set 3 Codex, OpenCode 1 351 tok
openhonest/umbra slopaudit.org Umbra: an apophatic code auditor that reports what your tests are structurally unable to s 3 Codex, OpenCode 1 2,438 tok
vecbase-labs/OpenShelf A generic MCP server for building and querying local PDF knowledge bases with DuckDB-backe 3 Codex, OpenCode 1 523 tok
sandraschi/comfyops-mcp Fastmcp server and webapp for handling comfy (which is famously non-comfy) 3 Claude Code, Codex, Cursor, OpenCode, Windsurf 4 1,045 tok
axelfreeman/gymcamanalytics gymcamanalytics.com MCP server: gym attendance & trainer analytics from existing cameras 3 Codex, OpenCode 1 326 tok
Ciltress/sap-abap-mcp SAP ABAP MCP with ADT and JSON RPC - Multiple Authentication Methods 3 Codex, OpenCode 1 3,602 tok
Suzu-Testing/metasploit-cursor-harness Agentic penetration testing harness bridging Cursor AI agents with Metasploit Framework vi 3 Claude Code, Codex, Cursor, OpenCode 63 2,469 tok
ieeecsopen/mcp-cs npmjs.com IEEE Computer Society Universal Developer Operations, Diagnostics & AlgoJudge Competitive 3 Claude Code, Codex 30
Sou0327/knowmint knowmint.shop Knowledge marketplace where AI agents autonomously buy human expertise 3 Claude Code, Codex, OpenCode 2 2,710 tok
17861102832/wanyimem Created to serve the general public 3 Codex, OpenCode 1 330 tok
SylphxAI/video-reader-mcp Cue — local-first video timeline evidence for agents: probe, subtitles, scenes, frames. SD 3 Codex, OpenCode 1 390 tok
cyanheads/worldbank-mcp-server npmjs.com Query 29,500+ World Bank development indicators for 200+ countries across 60+ years via MC 3 Claude Code, Codex, OpenCode 2 12,192 tok
SiamAlSobari/mnemo-agent-memory High-precision persistent memory & knowledge graph engine for AI coding agents via Model C 3 Claude Code, Codex 4
orieg/yaml-workflow orieg.github.io A lightweight, powerful, and flexible workflow engine that executes tasks defined in YAML 3 Codex, OpenCode 1 968 tok
HighVoltSound/ableton-auto-mix-mcp MCP server for AI-driven auto-mixing and auto-mastering in Ableton Live, tuned to a music 3 Codex, OpenCode 1 89 tok
AmanKtyr/Tailor npmjs.com Stop vibe-coding bloat & token waste. Unified AI Coding-Agent & Spec-Driven Development (S 3 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 23 3,693 tok
craigjmidwinter/mail-muncher craigjmidwinter.github.io An email client for AI agents. Filtered, read-only Gmail delivered to disk as .eml + markd 3 Claude Code, Codex, OpenCode 2 1,325 tok
benedya/octoquery Let AI agents query your databases safely: each DB becomes an MCP tool, each schema a skil 3 Claude Code, Codex, OpenCode 5 671 tok
mclaut/ariadne mclaut.github.io Local-first multilingual memory for Codex, Claude Code & MCP — auditable Qdrant recall, pr 3 Claude Code, Codex, OpenCode 2 2,105 tok
LionelHuanSi/awesome-ai-agent-skills 3 Claude Code, Codex 8
agent-frontier/wgm Agent Skill — turn a rough request into working software (grill → plan → Ralph loop) 3 Claude Code, Codex, OpenCode 13 314 tok
catalyst-cooperative/agent-skills Coding agent skills designed to help users work with PUDL data and the PUDL data processin 3 Claude Code, Codex, OpenCode 2 3,628 tok
lyarwood/kubevirt-mcp-server A simple Model Context Protocol server for KubeVirt 3 Codex, OpenCode 1 1,239 tok
nklisch/krometrail krometrail.dev Local browser control and temporal visual evidence for AI agents — an MCP server that driv 3 Claude Code, Codex, OpenCode 4 12 tok
thousandeyes/thousandeyes-ai-agents-toolkit ThousandEyes AI Agents Toolkit 3 Codex, OpenCode 1 1,186 tok
mishanefedov/skill-issue 3 Codex, OpenCode 1 565 tok
IngeniousIdiocy/Consumer-Complaint-Database-MCP This is a local Model Context Protocol (MCP) python server meant to be used with Anthropic 3 Codex, OpenCode 1 205 tok
proggarapsody/bitbottle Go CLI for Bitbucket Cloud and Self-hosted Bitbucket Server 3 Claude Code, Codex, OpenCode 3 1,997 tok
patrickporto/desktop-agent 3 Codex, OpenCode 1 143 tok
vltansky/explain-changes-mcp 3 Claude Code, Codex, OpenCode 2 699 tok
Michael-Obele/sepia sepia.svelte-apps.me A personal, self-hosted remote knowledge-graph memory server for AI coding agents — a drop 3 Codex, OpenCode 1 2,385 tok
drohi-r/madrix-mcp ecube-entertainment.com MCP server for MADRIX with 108 tools for storage, layers, cue lists, timelines, groups, au 3 Codex, OpenCode 1 200 tok
atpaawej/openboard openboard.aawej.in Local-first personal whiteboard workspace for developers and external AI agents (tldraw + 3 Claude Code, Codex 1
StealthSurf-VPN/mcp mcp.stealthsurf.space Stateless MCP proxy for the StealthSurf VPN API. Enables AI agents (Claude Desktop, Cursor 3 Codex, OpenCode 1 1,414 tok