How real projects configure their agents

24,842 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
dot-do/mcp 0 Claude Code, Codex, OpenCode 2 2,189 tok
justinpreston/mcp-router 0 Codex, GitHub Copilot, OpenCode 2 8,457 tok
capyBearista/gemini-researcher-mcp npmjs.com A research proxy that lets Claude, Cursor, and other MCP clients utilize Gemini's generous 0 Codex, OpenCode 1 1,182 tok
kirchik95/testops-mcp 0 Codex, OpenCode 1 453 tok
sarveshkapre/cve-risk-mcp 0 Codex, OpenCode 1 49 tok
vsv21gml/mcp-ssd 0 Codex, OpenCode 1 480 tok
mic-havock/model-context-protocol MCP Demo Workspace 0 Codex, OpenCode 1 396 tok
AngeelVallem/pipefy-mcp 0 Claude Code, Codex 1 —
AndersHsueh/Ax-LocalTools-MCP LocalTools MCP 0 Claude Code, Codex, Gemini CLI, OpenCode 3 4,432 tok
Davont/my-compoent-mcp 0 Claude Code, Codex, OpenCode 6 1,971 tok
jdelon02/ims-mcp 0 Codex, OpenCode 1 2,696 tok
marianstefi20/decision-os-mcp MCP server for Decision OS — LLM-native decision tracking and learning system that capture 0 Claude Code, Codex, OpenCode 2 1,144 tok
saxenanurag/strava-mcp MCP server for Strava API - Connect AI agents to your athletic data. Retrieve athlete stat 0 Codex, OpenCode 1 303 tok
xkloveme/cloud-mcp 0 Claude Code, Codex, OpenCode 2 2,317 tok
RocwoDev/McpServer Lightweight MCP server that exposes web search and page fetching tools 0 Codex, OpenCode 1 1,342 tok
atlcomgit/mcp-ssh 0 Claude Code, Codex 1 —
aktsmm/FY26_techconnect_saiten Saiten - Multi-agent scoring system for Agents League @ TechConnect. Orchestrator-Workers 0 Claude Code, Codex, GitHub Copilot, OpenCode 13 1,187 tok
baoduy/drunk-mcp-proxy deepwiki.com The mcp proxy service 0 Claude Code, Codex, GitHub Copilot, OpenCode 8 16,225 tok
Prekzursil/omniaudit-mcp Single self-hosted enterprise MCP connector: AuditLens, SiteLint, Release Butler 0 Codex, OpenCode 1 299 tok
duhman/volterra-knowledge-engine Enterprise Document Ingestion with AI Embeddings — Multi-source ingestion pipeline with pg 0 Codex, OpenCode 1 659 tok
camilojourney/holusight codesight-nine.vercel.app MCP server for semantic code search — hybrid BM25 + vector retrieval with RRF 0 Claude Code, Codex, OpenCode 15 1,954 tok
ChrisLAS/podhome-mcp 0 Codex, OpenCode 1 3,679 tok
Enockkipkoech/project-planner-ai-MCP project-planner.nodeg.workers.dev A Model Context Protocol (MCP) server for AI-powered project and task management — create 0 Codex, OpenCode 1 293 tok
xydong-web/mcp-nexus MCP Nexus release repository 0 Claude Code, Codex, OpenCode 2 286 tok
cmillstead/basalt-mcp 0 Claude Code, Codex, OpenCode 2 2,380 tok
SajidAlee1/expo-mcp 0 Codex, OpenCode 1 2,028 tok
dragomirweb/gitlab-review-mcp 0 Claude Code, Codex, OpenCode 2 3,024 tok
agencian1/mcp-runrunit MCP runrunit para utilização interna dos colaboradores 0 Codex, OpenCode 1 611 tok
w01fgang/mcp-design-comparison 0 Codex, OpenCode 1 1,306 tok
mistakeknot/interdeep Deep research plugin — content extraction and research orchestration via MCP tools 0 Claude Code, Codex, OpenCode 2 1,761 tok
traikdude/enhanced-multimedia-analysis-mcp 🎬 A Model Context Protocol (MCP) server for professional multimedia content analysis and 0 Claude Code, Codex, OpenCode 2 545 tok
maderwin/pinchtab-mcp maderwin.github.io MCP server for PinchTab — control Chrome (or any Chromium browser) via accessibility tree 0 Codex, OpenCode 1 728 tok
mizuka-wu/mihome-mcp 0 Claude Code, Codex, OpenCode 2 755 tok
gabriel-romero-poza/synapse-mcp 0 Codex, OpenCode 1 555 tok
wyattowalsh/mcp-crawl4ai mcp-crawl4ai.vercel.app MCP (Model Context Protocol) server wrapping Crawl4AI library as functions using Python 0 Codex, OpenCode 1 1,254 tok
rahulpowar/prismic-content-mcp Prismic content MCP server 0 Codex, OpenCode 1 2,121 tok
ryanyogan/fizzy-mcp MCP Server for Fizzy.do | Have your agents read from Fizzy, or create new tickets and much 0 Codex, OpenCode 1 960 tok
ThomasCrouzet/mcp-grand-lyon Local read-only MCP server aggregating Métropole de Lyon open data (TCL, Vélo’v, parking, 0 Codex, OpenCode 1 1,995 tok
MasterWushi/librarian-mcp Local MCP server for a git-backed Obsidian knowledge vault 0 Claude Code, Codex, OpenCode 2 923 tok
vadim-filimonov/openrater vadim-filimonov.github.io Turn P&C rate filings into working, auditable rating engines — an AI transcribes, a determ 0 Codex, OpenCode 1 796 tok
jaggernaut007/nexus-mcp jaggernaut007.github.io Local code-intelligence MCP server for Claude Code, Codex and Cursor… Try it on your repo: 0 Claude Code, Codex, Gemini CLI, OpenCode 3 5,138 tok
santiagosanmartinn/mcpui5server Servidor MCP - SAPUI5 0 Claude Code, Codex, OpenCode 2 497 tok
TarminaRX/request-mcp-server 0 Codex, OpenCode 1 723 tok
oreneHack/okta_mcp 0 Claude Code, Codex, OpenCode 2 574 tok
learn-deck/learndeck A local, open-source learning app with AI guides, Markdown courses, and MCP. 0 Claude Code, Codex, OpenCode 2 670 tok
aarontrmartin/code-indexer Local code indexer - mcp to agents 0 Codex, OpenCode 1 221 tok
IntegSec/turbopentest-mcp MCP server for TurboPentest — AI-powered penetration testing from your coding assistant 0 Codex, OpenCode 1 594 tok
MarcoAR1/botuyo-mcp BotUyo MCP Server - create and manage AI agents via Model Context Protocol 0 Claude Code, Codex 1 —
dkurti/HA-mcp 0 Claude Code, Codex, OpenCode 6 7,286 tok
obaratch/local-context-mcp An MCP experiment for local context assistance 0 Codex, GitHub Copilot, OpenCode 2 851 tok