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 agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731

All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
yuneunmi814-cmyk/legal-navigator-mcp MCP server providing labor dispute information, procedures, and standard forms (submitted 1 Claude Code 1 818 tok
FiveOhhWon/summarize-mcp An MCP server that converts text summaries to speech using OpenAI TTS and plays them in th 1 Claude Code 1 464 tok
VXConsulting/claude-rag-mcp MCP server providing RAG context and failure capture for Claude Code 1 Claude Code 1 602 tok
ex-takashima/grok-imagine-video-mcp-server 1 Claude Code 1 3,554 tok
FlorianSp2000/secure-cluster-mcp MCP Server allowing guarded interaction for coding agents with Slurm Cluster, intended for 1 Claude Code 1 312 tok
dna-seq/just-prs-mcp Just-PRS MCP server 1 Claude Code, Codex, OpenCode 4 3,963 tok
stuartbrameld/posthog-mcp 1 Claude Code 1 1,242 tok
Nitjsefnie-Harness-Commons/daedalus Browser bridge for agents: drive a real Chrome instance over HTTP, MCP or CLI 1 Claude Code, Codex, OpenCode 3 6,962 tok
m2ux/workflow-server A Model Context Protocol (MCP) server for AI agent workflow orchestration. Create high-fid 1 Claude Code, Codex, Cursor, OpenCode 3 1,959 tok
jain-eshan/google-trends-mcp Local MCP server for querying Google Trends (search interest, related queries/topics, regi 1 Claude Code 1
rcz87/McPCG 1 Claude Code 1 1,578 tok
ShakyPizza/osrs-mcp MCP server for Old School RuneScape. Gives an AI agent eyes and knowledge for OSRS. 1 Claude Code 1
neethanwu/joa Persistent activity journal for AI agents. Log decisions, file changes, errors, and observ 1 Claude Code 1 408 tok
emre6943/TrackFusionMcp trackfusion.me An Mcp for https://trackfusion.me 1 Claude Code 1 1,521 tok
bastiaan365/mcp-it-ops MCP server for IT operations — query Active Directory, manage Intune devices, check M365 h 1 Claude Code 2 2,036 tok
johnzfitch/raley-bot A grocery shopping assistant that wraps a grocery store’s web API with intelligent product 1 Claude Code 1 1,211 tok
sweatco/zoom-mcp Zoom MCP by Sweatco Ltd 1 Claude Code 1 898 tok
sjmatta/gedcom-mcp 1 Claude Code 1 4,437 tok
developerz-ai/ai-gaming-agent-mcp 1 Claude Code 1 3,000 tok
jessepike/diagram-forge diagram-forge.vercel.app MCP server for generating enterprise-grade architecture diagrams via AI image providers (G 1 Claude Code 2 780 tok
jesse-smith/dbmcp A Model Context Protocol (MCP) server that enables AI assistants like Claude to explore an 1 Claude Code 24 1,231 tok
wallpapa/WhisperCUT whispercut-delta.vercel.app AI-native vertical video factory for Claude Cowork — MCP server with 7 tools: analyze, cut 1 Claude Code 14 961 tok
Satttoshi/jira-mcp Custom read only atlassian MCP Server for reading Jira Tickets 1 Claude Code 3 300 tok
alex2zimmermann-ux/strapi-mcp smithery.ai MCP Server for Strapi CMS - AI-powered content management with 20 tools, 3 prompts, 1 reso 1 Claude Code 1 1,856 tok
brentm5/paprika-mcp-server An MCP Server for the Paprika Recipe Manager 1 Claude Code 2 1,221 tok
Mittenzx/Adastrea-MCP 1 Claude Code 4
dereknguyen269/mcp-kb-server 1 Claude Code, Kiro 2 820 tok
SolanceLab/arachne-discord-mcp One Discord bot, unlimited AI identities. Multi-tenant MCP server with per-entity encrypti 1 Claude Code 1 531 tok
watahani/authlete-mcp AI generated mcp server for Authlete service&client management 1 Claude Code 1 3,682 tok
cocodedk/codescan Code scanner and MCP Server 1 Claude Code 1 920 tok
karenrebecag/analytics-mcp Unified web-analytics MCP server — GA4, Cloudflare, Vercel and Search Console behind one n 1 Claude Code 17 637 tok
browserkit-dev/browserkit Framework for building site-specific MCP servers over authenticated browser sessions 1 Claude Code, Codex, OpenCode 10 5,853 tok
chrisjohntapp/suse-mcp MCP server to interact with SUSE Linux ecosystem 1 Claude Code, Codex, OpenCode 2 103 tok
jonathanposovatz/meta-ads-mcp-server MCP Server for Meta Marketing API — campaign performance, creative analysis, audience brea 1 Claude Code 1 241 tok
furrytailapps/mcp-sgu sgu-mcp.vercel.app MCP server for SGU (Sveriges Geologiska Undersökning) geological data API 1 Claude Code 1 203 tok
RodrigoFlorencio86/mcp-mercado-bitcoin MCP Server for Mercado Bitcoin — trade, monitor and manage your crypto portfolio via any L 1 Claude Code 1 613 tok
perilevy/lsp-intelligence LSP-powered code intelligence MCP server for AI coding agents — find references, impact tr 1 Claude Code 1 817 tok
henrychong-ai/mcp-neo4j-knowledge-graph henrychong.com Neo4j knowledge graph MCP server with temporal versioning, semantic search, and vector emb 1 Claude Code 1 8,213 tok
tannht/gg-workspace-mcp 1 Claude Code 1 723 tok
ag4852/memory-bear MCP server-based personal knowledge management system to solve AI‬ ‭assistant memory retri 1 Claude Code 1 809 tok
andrewlwn77/undetected-chrome-mcp Model Context Protocol server for undetected browser automation. Drop-in replacement for s 1 Claude Code 1 1,624 tok
BANCS-Norway/claude_session_coordinator MCP server enabling seamless state coordination and communication between multiple Clau 1 Claude Code 1 1,814 tok
vicquick/nobrainr Persistent memory and knowledge graph for AI agents via MCP — PostgreSQL + pgvector + Olla 1 Claude Code 1 7,057 tok
mpalermiti/claude-spend mpalermiti.github.io See where your Claude Code tokens go. Deep analytics, date filtering, MCP server. 1 Claude Code 1 1,428 tok
itsme-shawn/algoKit-mcp algokit-mcp.vercel.app Baekjoon (BOJ) and Programmers MCP Toolkit for algorithm learning. 1 Claude Code 1 3,140 tok
rc-ventura/fantasy-gamebook-engine rc-ventura.github.io Solo-play Fighting Fantasy-style gamebook engine: an AI Game Master narrates while all ran 1 Claude Code 8 3,111 tok
Foxhunt/gitlab-mcp-server 1 Claude Code, Codex 1
imankgoyal/hypothesis-mcp MCP server for the Hypothesis annotation service — gives Claude access to your annotations 1 Claude Code 1
ergunsh/ask-user-mcp-app ask-user-mcp-app.vercel.app An MCP App that enables AI agents to ask users multiple questions with tab-based navigatio 1 Claude Code, Codex, OpenCode 2 4,575 tok
dr-code/tessera Persistent codebase memory for Claude Code — open source MCP server 1 Claude Code, Codex, OpenCode 14 3,241 tok