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
aplaceforallmystuff/mcp-wisdom Philosophy-grounded thinking frameworks for Claude - an MCP server providing Stoic, Cognit 3 Claude Code, Codex, Gemini CLI, OpenCode 4 446 tok
TadMSTR/task-queue-mcp A FastMCP server that exposes the agent orchestration task queue as an MCP tool interface. 3 Codex, OpenCode 1 1,901 tok
alisoroushmd/zotero-mcp MCP server for Zotero — search, add papers, write Word docs with live citations 3 Codex, Gemini CLI, OpenCode 2 5,357 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
KultivatorConsulting/pikvm_mcp_server PiKVM MCP Server 3 Codex, OpenCode 1 1,468 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
AmiyaBot/Amiya-Bot-mcp-server AmiyaBot MCP Server 3 Claude Code, Codex, GitHub Copilot 5 195 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
magnus919/mcp-shlink 3 Codex, OpenCode 1 650 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 1,515 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 1,738 tok
Knuckles-Team/systems-manager System-Manager will update your system and install/upgrade applications. Supports Agentic 3 Claude Code, Codex, OpenCode 2 4,701 tok
ham-zax/satori satori.hamza.my.id Agent-safe code retrieval for MCP coding agents: runtime-first search, exact reads, call g 3 Codex, OpenCode 1 3,005 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
gagahkharismanuary/tradingview-mcp-codex TradingView MCP Bridge for Codex 3 Codex, OpenCode 1 191 tok
WagoAlex/wago-plc-mcp-server 3 Codex, OpenCode 1 3,218 tok
danchev/openmarkets docs.openmarkets.dev A Model Context Protocol (MCP) server for agentic retrieval of financial market data 3 Claude Code, Codex, GitHub Copilot, OpenCode 9 8,910 tok
greenhouselabs/cuescope-mcp greenhouselabs.io CueScope: read-first production intelligence for workflows compatible with vMix 3 Claude Code, Codex, OpenCode 2 1,635 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 Call OpenAI Codex from Claude Code for delegation, review, and second opinions 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
CrispyW0nton/Unreal-MCP-Ghost 3 Codex, OpenCode 1 195 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
divikwu/figcraft AI-driven Figma plugin that follows design specs. MCP bridge between IDE and Figma. 3 Claude Code, Codex, OpenCode 3 9,627 tok
igrechuhin/Cortex 3 Claude Code, Codex, OpenCode 6 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
geleynse/gantry MCP proxy and live dashboard for Space Molt AI fleets. Compound tools, guardrails, multi-a 3 Claude Code, Codex, OpenCode 18 1,768 tok