How real projects configure their agents

31,992 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 agents7,690Claude Code6,656Data and AI3,669Backend and APIs3,506Languages3,395Planning3,227Git and workflow3,219Code review2,753Testing2,387Memory and context2,368Writing and docs2,331DevOps and cloud2,317Research2,292Frontend2,266Security2,036Productivity1,725

All Claude Code31,992 Codex23,401 OpenCode22,346 GitHub Copilot3,564 Gemini CLI1,917 Cursor1,741 Windsurf146 Kiro83

Project Stars Configures Files Always loaded
marius-cetanas/macos-mail-mcp MCP server for Apple Mail (macOS Mail.app) — read, search, compose, and manage emails via 1 Claude Code 4 5,874 tok
Hank-coder/chimera_mcp 1 Claude Code 1 4,875 tok
james-gibson/mcp 1 Claude Code 1 2,245 tok
mrgoonie/todo-mcp An usable TODO MCP server for your AI tools 1 Claude Code 1 188 tok
glatinone/BraveMCP Local-first MCP server that gives Claude Desktop searchable memory of your browsing histor 1 Claude Code 1 572 tok
LeonNonnast/mcpdevprompts MCP Dev Prompts Server 1 Claude Code 1 481 tok
eclipsevr-live/twitch-mcp A Model Context Protocol (MCP) server which allows MCP Clients (such as Claude) to connect 1 Claude Code 1 1,355 tok
adbarc92/mcp-browser-bridge npmjs.com MCP server giving AI assistants control of a real Chrome browser. Closed 11-tool surface, 1 Claude Code 2 1,117 tok
yigitkonur/example-mcp-stateful stateful MCP server with Redis sessions, event sourcing, and horizontal scaling 1 Claude Code 1 542 tok
co-native-ab/graphdo-ts A TypeScript MCP server that gives AI agents scoped, low-risk access to Microsoft Graph. 1 Claude Code, Codex, OpenCode 17 4,416 tok
Magnolia-Tech-Services-LLC/ressourcespaceMCP 1 Claude Code 1 937 tok
seabearDEV/Reverie seabear.dev A command-line information store for quick reference of frequently used data, with dot not 1 Claude Code, Codex, OpenCode 2 919 tok
Limecooler/fda-mcp MCP server providing LLM-optimized access to FDA data via the OpenFDA API 1 Claude Code 1 641 tok
Nexus-Digital-Automations/crawl4ai-mcp 1 Claude Code 1 7,518 tok
yigitkonur/example-mcp-sse reference MCP server over SSE transport — calculator domain, teaching patterns 1 Claude Code 1 640 tok
colintoh/clicky-mcp MCP server for Clicky Analytics 1 Claude Code 1 496 tok
tokusumi/wassden-mcp **Note: Early development phase. stable production use is not yet possible.** `wassden` i 1 Claude Code 1 2,811 tok
gnokit/mcp-datetime A minimal TypeScript MCP server that provides current local datetime in a clean single-lin 1 Claude Code 1 632 tok
Stefan-Nitu/mcp-xcode-server 1 Claude Code 1 384 tok
steveandroulakis/temporal-nexus-mcp-demo A comprehensive sample application demonstrating how to bridge Model Context Protocol (MCP 1 Claude Code 1 2,324 tok
NimbleBrainInc/mcp-echo A Model Context Protocol (MCP) service that provides echo tools for testing MCP protocol f 1 Claude Code 1 306 tok
azumausu/shogi-mcp 1 Claude Code 1 783 tok
fablefang/ai-conversation-logger-mcp ai conversation logger mcp 1 Claude Code 2 1,280 tok
ymyzk/nagoya-bus-mcp MCP server for Nagoya City Bus 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,493 tok
quanticsoul4772/grafana-mcp Grafana MCP Server - AI-powered Grafana integration 1 Claude Code 1 1,348 tok
Jercik/perplexity-agent-mcp An opinionated, coding-specialized, Model Context Protocol server that integrates Perplexi 1 Claude Code, Codex, OpenCode 2 7,929 tok
preangelleo/my-credentials-mcp 🔐 Secure PostgreSQL MCP Server with GitHub OAuth - Database access & credential generatio 1 Claude Code 2
CaseyRo/mcp-readwise MCP server for Readwise + Readwise Reader. Engagement-aware reads, write tools, and a mark 1 Claude Code, Codex, OpenCode 21 431 tok
ccchow/washington-law-mcp MCP server for offline access to Washington State laws (RCW) and court rules 1 Claude Code 1 1,403 tok
technophile-04/sre-mcp 1 Claude Code 3 5,279 tok
z1w2r3/doc-mcp 1 Claude Code 1 217 tok
NimbleBrainInc/mcp-ipinfo MCP server for IPInfo API - IP geolocation, ASN lookup, privacy detection, and domain inte 1 Claude Code 1 994 tok
AriEncarnacion/dnd-mcp dnd mcp server 1 Claude Code 1 4,699 tok
Knuckles-Team/archivebox-api ArchiveBox API and MCP Server 1 Claude Code, Codex, OpenCode 2 3,524 tok
jenova-marie/keyboard-shortcuts-mcp 1 Claude Code 1 760 tok
jenova-marie/iris-mcp 1 Claude Code 5 2,413 tok
JoschuaSchneider/masterplan Minimal MCP for project-local plan files, integrated into /grill-me 1 Claude Code 1 666 tok
quanticsoul4772/bear-mcp MCP server for reading Bear notes 1 Claude Code 1 1,164 tok
Piesson/ChillMCP MCP server for Anthropic Hackerthon (November, 2025) 1 Claude Code 1 30 tok
MGS-sails/mgnify-mcp - MGnify MCP Server implements the Model Context Protocol to expose MGnify’s metagenomic 1 Claude Code 1
guyeyouhun/auto-knowledge-base Autonomous knowledge base system based on the MCP protocol, providing intelligent knowledg 1 Claude Code 1 1,020 tok
phkus/craft-mcp 1 Claude Code 1 3,831 tok
ivo-toby/contentful-mcp-graphql MCP Server to enable LLM's to connect to the Contentful GraphQL Endpoints 1 Claude Code 1 296 tok
mintmcqueen/gemini-mcp 1 Claude Code 1 7,786 tok
altuslabsxyz/altus-commonware-research-mcp Altus Commonware Research MCP 1 Claude Code 1 1,129 tok
minami110/mcp-gdscript 1 Claude Code 1 1,393 tok
hnkatze/PrimeNG_MCP MCP server providing PrimeNG component documentation as tools for AI assistants — query pr 1 Claude Code 1 3,180 tok
L-x-C/cc-multi-process-mcp A FastMCP-based multi-process execution server for Claude Code that provides asynchronous 1 Claude Code 1 1,326 tok
NorthSeacoder/fe-testgen-mcp 1 Claude Code 1 3,421 tok
PrinceGupta1999/graylog-mcp Unofficial Graylog MCP 1 Claude Code, Codex, Cursor, OpenCode 3 1,109 tok