How real projects configure their agents

24,815 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 agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
TadMSTR/task-queue-mcp A FastMCP server that exposes the agent orchestration task queue as an MCP tool interface. 3 Codex, OpenCode 1 2,427 tok
sandraschi/openclaw-molt-mcp FastMCP 2.14+ server bridging MCP clients ( Cursor, Antigrav, Claude …) with the OpenClaw 3 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 2,475 tok
quiltdata/quilt-mcp-server 3 Claude Code, Codex, OpenCode 12 1,142 tok
MTimma/knowerage Local MCP server that tracks AI analysis coverage against your codebase 3 Codex, OpenCode 1 262 tok
pm990320/ultimate-playwright-mcp npmjs.com Multi-agent Playwright MCP server with tab group isolation — multiple AI agents share one 3 Codex, OpenCode 1 333 tok
maxrabin/pdf-image-mcp 3 Codex, OpenCode 1 68 tok
u9401066/pharmacy-mcp Pharmacy MCP Server - Drug information, dosage calculators, and interaction checkers via M 3 Claude Code, Codex, GitHub Copilot, OpenCode 43 2,916 tok
zuohuiyang/dump-analyzer-mcp-server An MCP server for remote Windows Crash Dump analysis via CDB, enabling AI agents to debug 3 Codex, OpenCode 1 1,809 tok
3062-in-zamud/knowledgine Developer Knowledge Infrastructure - Extract structured knowledge from your codebase for A 3 Claude Code, Codex, OpenCode 7 1,801 tok
jgabor/finsliparn Finsliparn is a MCP Server and Claude Code Plugin that adapts Poetiq's ARC-AGI solver meth 3 Claude Code, Codex, OpenCode 7 665 tok
yucx-go/agent-knowledge pypi.org AI agent knowledge & long-term memory · MCP server, knowledge graph, BM25 + RRF retrieval 3 Codex, OpenCode 1 1,083 tok
antonlunden/vehicle-mcp Expose your vehicle's information, status, and control via MCP 3 Codex, OpenCode 1 100 tok
chmouel/jayrah 🌞 Jayrah - Jira Terminal and web user interface and AI-powered command palette (MCP) 🌞 3 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,222 tok
CAPHTECH/pce-memory 3 Claude Code, Codex, OpenCode 4 5,255 tok
mcpambassador/server mcpambassador.ai Open-source MCP governance proxy -- authentication, authorization, audit, and a marketplac 3 Codex, GitHub Copilot, OpenCode 2 1,500 tok
Saperly/saperly-mcp MCP server for Saperly — give any AI agent a phone number 3 Codex, OpenCode 1 2,467 tok
geoffmcc/sidekick Self-hosted, extensible AI agent platform with governed MCP tools, persistent project memo 3 Codex, OpenCode 1 1,818 tok
Knuckles-Team/systems-manager System-Manager will update your system and install/upgrade applications. Supports Agentic 3 Claude Code, Codex, OpenCode 2 5,159 tok
ham-zax/satori satori.hamza.my.id Free, open-source semantic code search for coding agents. Ask where behavior lives in plai 3 Codex, OpenCode 1 2,140 tok
hlebtkachenko/ovhcloud-mcp MCP server for OVHcloud (www.ovhcloud.com) — VPS, domains, DNS, billing, SSH, API explorer 3 Codex, OpenCode 1 343 tok
joch/obsidian-connect-mcp Query your Obsidian vault using Dataview using an MCP 3 Codex, OpenCode 1 2,238 tok
Yongthyuan/agent-context-bridge yongthyuan.github.io Local-first context bridge and CC Switch installable MCP handoff integration for coding ag 3 Codex, OpenCode 1 649 tok
bugparty/resume-mcp-server 3 Codex, Cursor, OpenCode 2 2,587 tok
gorka2354/shotik Native open-source screenshot tool for Windows with a built-in MCP server: let Claude see 3 Codex, OpenCode 1 942 tok
max1ab/rss-news MCP tool to get NEWS from RSS 3 Codex, OpenCode 1 727 tok
seandearnaley/mcp-warden-magento-ts 3 Claude Code, Codex, OpenCode 2 1,782 tok
briandconnelly/codex-in-claude DEPRECATED: superseded by amicus (github.com/briandconnelly/amicus); unsupported and archi 3 Claude Code, Codex, OpenCode 9 6,489 tok
hcross/videogame-encyclopedia-mcp-server A MCP server dedicated to videogame information and visual assets searching and fetching. 3 Codex, OpenCode 1 407 tok
johnneerdael/google-mailpilot johnneerdael.github.io A Gmail IMAP/SMTP Client for AI Agents with Calendar Integration 3 Codex, OpenCode 1 4,322 tok
HappyMonkeyAI/DynamicMCPProxy A smart MCP proxy server that **lazily loads relevant MCP tool servers based on your proje 3 Codex, OpenCode 1 844 tok
theagenticguy/opencodehub theagenticguy.github.io Apache-2.0 code intelligence for AI coding agents. Graph-based impact analysis, blast radi 3 Claude Code, Codex, OpenCode 16 2,984 tok
ashcastelinocs124/master-mcp master-mcp.vercel.app 3 Codex, OpenCode 1 1,497 tok
Bluezeamer/PrecisionContextEngine PCE is a codebase analysis MCP tool that uses a wrapper around serena and an agent mechani 3 Codex, OpenCode 1 355 tok
willorn/mcp-yashan An MCP (Model Context Protocol) server for connecting to YashanDB, enabling AI assistants 3 Codex, OpenCode 1 535 tok
henrikogaard/infomaniak-mcp A unified Model Context Protocol (MCP) server that gives AI agents full access to your Inf 3 Codex, OpenCode 1 1,369 tok
igrechuhin/Cortex 3 Claude Code, Codex, OpenCode 26 6,359 tok
Albenzoo/Mockoon-mcp npmjs.com Control Mockoon mocks via natural language using the Model Context Protocol 3 Claude Code, Codex, GitHub Copilot 2 2,083 tok
Ichliebedich1/mimo-bridge-mcp An MCP with an admin dashboard that lets Codex and other Agent tools perform analysis and 3 Codex, OpenCode 1 1,008 tok
ageugyn/glpi-mcp-server First MCP Server for GLPI ITSM — Connect Claude, ChatGPT and Copilot to your IT operations 3 Claude Code, Codex 1 —
bcharleson/prospeo-cli CLI and MCP server for the Prospeo API — person/company enrichment and search for AI agent 3 Claude Code, Codex, OpenCode 2 7,630 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 1 844 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 3,398 tok
loryanstrant/CaddyUI-MCP A MCP server for CaddyUI, allowing LLM control of the centralised management system. 3 Codex, GitHub Copilot, OpenCode 2 1,047 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