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 agents7,720Claude Code6,662Data and AI3,665Backend and APIs3,500Languages3,396Planning3,238Git and workflow3,234Code review2,760Testing2,394Memory and context2,365Writing and docs2,333DevOps and cloud2,315Research2,289Frontend2,264Security2,036Project management1,736

All Claude Code31,986 Codex23,463 OpenCode22,407 GitHub Copilot3,565 Gemini CLI1,914 Cursor1,740 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
adta7/personal-mcp Albert Yan's homepage — one content graph rendered as a website, a REST API, and an MCP se 0 Claude Code, Codex, OpenCode 2 159 tok
rzvqp/tradingview-mcp-aql 0 Claude Code 1 1,873 tok
vishwakanth183/MCP_PORTFOLIO mcp-portfolio-ten.vercel.app 0 Claude Code 1 —
Holetron-lab/godcrm godcrm.ai An open-source CRM where the AI agent changes the schema, not just the data: create_table 0 Claude Code, Codex, OpenCode 7 736 tok
gacabartosz/ezd-puw-mcp MCP server dla EZD PUW — 91 narzędzi AI do zarządzania dokumentami administracji publiczne 0 Claude Code 1 907 tok
nouhouari/mpds-mcp 0 Claude Code 1 2,411 tok
DipsySu/media-scraper-mcp 0 Claude Code 1 —
pietrodelfranco/mcpserver 0 Claude Code 3 5,279 tok
LtMarx/Arr-MCP an *ARR MCP server 0 Claude Code 1 1,222 tok
cardmagic/slack-messages Fuzzy search and browse Slack messages from CLI or MCP server 0 Claude Code 1 599 tok
kemalabuteliyte/domain-whois-mcp MCP server for domain WHOIS & RDAP lookups — native protocols, IANA TLD discovery, bulk ch 0 Claude Code 1 297 tok
SecretX33/postgres-ssh-mcp npmjs.com MCP server for PostgreSQL with optional SSH tunnel support. 0 Claude Code 1 752 tok
narrative-io/data-collaboration-mcp Model Context Protocol server for the Narrative Data Collaboration Platform. 0 Claude Code 11 —
lazorgurl/terror The ghost in your cloud. Agent-native infrastructure management via MCP. 0 Claude Code 1 1,008 tok
RipperTs/poco-service-mcp An independent MCP service module for hosting more of the Poco platform's own open APIs fo 0 Claude Code, Codex, OpenCode 2 583 tok
JamsusMaximus/myfitnesspal-mcp MyFitnessPal MCP Server - AI assistant integration for MyFitnessPal 0 Claude Code 2 513 tok
plenoai/metsuke metsuke.plenoai.com GitHub SDLC health check Platform. 0 Claude Code 1 1,228 tok
dongood/tools-mcp-server 0 Claude Code 1 920 tok
feamster/slack-mcp Slack MCP server - read and respond to Slack from Claude 0 Claude Code 1 —
mikeysrecipes/coinmarket-mcp-server 0 Claude Code 1 524 tok
larasrinath/anaplan-user-mcp Business-user-focused MCP server for Anaplan - read-only, session-cached, AI-layer gated 0 Claude Code 2 847 tok
delta-and-beta/mcp-airtable MCP server for Airtable integration. Enables AI assistants to perform CRUD operations, bat 0 Claude Code 1 3,442 tok
Rockfish-Data/rockfish-mcp Rockfish MCP Server 0 Claude Code 1 1,337 tok
sevenseconds/vibescout A high-performance Model Context Protocol (MCP) server for local semantic code search 0 Claude Code, Gemini CLI 2 4,523 tok
seonmikii/gdc-claude-plugin GDC Claude Code plugin — gdc-mcp stdio MCP server + commands + hooks (dev: se.gemiso.com:1 0 Claude Code, Codex, OpenCode 4 1,574 tok
flix-pro/flix-mcp MCP (Model Context Protocol) server implementation that provides an AI model interface for 0 Claude Code 1 —
riefer02/mysql-db-reader MySQL database reader MCP tool 0 Claude Code 1 578 tok
wouter-bon/CERT-MCP-SERVER MCP server for managing SSL/TLS certificates across multiple device types using Let's Encr 0 Claude Code 1 766 tok
OtakuXavier/jamf-mcp MCP Server for Jamf Pro, Jamf Protect and Jamf Security Cloud 0 Claude Code 1 1,138 tok
pereirrd/mcp-just-seek-knowledge 0 Claude Code, Cursor 3 —
khalilbenaz/MDAN MDAN — Framework de développement multi-agents IA. 28 agents, 17 wizards, 2,014 composants 0 Claude Code 68 —
flybfree/wazuh-agent Wazuh SIEM agent with MCP server and knowledge base 0 Claude Code 1 535 tok
martijnrusschen/productlane-mcp MCP server for the ProductLane API 0 Claude Code 1 374 tok
Lloydm15/agent-bridge-mcp MCP server enabling communication between multiple Claude Code sessions 0 Claude Code 1 612 tok
nitindermohan/pumble-mcp A standalone MCP server that gives AI agents complete access to the Pumble messaging platf 0 Claude Code 1 3,462 tok
evo-hydra/merovingian Cross-repository dependency intelligence for AI agents via MCP 0 Claude Code 1 224 tok
optimize-overseas/lacrm-mcp lessannoyingcrm.com Model Context Protocol (MCP) server for Less Annoying CRM 0 Claude Code 1 2,410 tok
simonrueba/ariadne Semantic code index and gatekeeper for AI coding agents. No LLMs — just static analysis. 0 Claude Code 4 —
Apitomy/apitomy-data-models-mcp An MCP server that uses apicurio-data-models to view and edit OpenAPI and AsyncAPI documen 0 Claude Code 1 2,072 tok
JaydenYip3/NeovimMCP 0 Claude Code, Codex, OpenCode 3 —
raoulkahn/mcp-product-copilot MCP-powered AI agent that orchestrates product metrics, roadmap constraints, and OKR align 0 Claude Code 1 919 tok
artkrsk/ticksy-mcp 0 Claude Code 1 484 tok
McCullonas/mcp-irail-belgium MCP server for Belgian railway (SNCB/NMBS) via iRail API — work in progress 0 Claude Code 1 723 tok
ex-takashima/glm-image-mcp-server 0 Claude Code 1 469 tok
block-88/gemini-computer-use-mcp A minimal MCP wrapper for Gemini Computer Use 0 Claude Code 1 —
shameelcinemagics/trello_mcp 0 Claude Code 1 893 tok
jjsmackay/obsidian-git-sync-mcp 0 Claude Code 1 454 tok
jclement/parks-mcp Camp, Eh? — campsite availability across Canadian park reservation systems (Alberta, BC, P 0 Claude Code 5 —
ssasuoirafen/airflow-mcp-server MCP server for Apache Airflow 2 over the REST API 0 Claude Code, Codex, OpenCode 2 413 tok
jsardinia/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok