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
SAK1337/dune-mcp 0 Claude Code, Codex, OpenCode 5 973 tok
gesteves/domestique MCP server for swimming, cycling and running workout and fitness data 0 Claude Code 3 1,794 tok
SigmaPilotAI/sigmapilot-mcp sigmapilot.ai A remote Model Context Protocol (MCP) server for real-time cryptocurrency and stock market 0 Claude Code 4 2,207 tok
ryota-murakami/serena Fork of oraios/serena - MCP server for semantic code understanding 0 Claude Code 1 1,111 tok
ssoma-dev/mcp-server-lychee-redmine 0 Claude Code 13 523 tok
ham0215/lightweight-github-mcp Lightweight github mcp 0 Claude Code 3 800 tok
kongyo2/mcpdevmcp 0 Claude Code 1 520 tok
ross-jill-ws/alphavantage Alphavantage MCP 0 Claude Code 7 747 tok
dannywillowliu-uchi/resume_mcp 0 Claude Code 1 1,050 tok
mjordi/unsplash-mcp-server MCP server for Unsplash API integration 0 Claude Code, Codex, OpenCode 2 1,907 tok
tbadlov/marqeta-diva-mcp MCP server for Marqeta DiVA API - Data insights, Visualization, and Analytics 0 Claude Code 1 2,759 tok
drahmad89/amazon-mcp 0 Claude Code 1 604 tok
danielrosehill/Save-To-NAS-MCP 0 Claude Code 1 427 tok
yukit7s/cc-get-wbgt An MCP server that provides Claude with Tokyo's heat index 0 Claude Code 1 627 tok
noelserdna/cv-dinamic-mcp 0 Claude Code 2 1,814 tok
loukach/stockspark-mcp-poc POC of MCP Server to explore potential for StockSpark use via LLM Agents 0 Claude Code 1 1,357 tok
skeptomai/kicad_mcp 0 Claude Code 1 946 tok
prosdevlab/doc-agent Document extraction and semantic search CLI with MCP integration. Extract structured data 0 Claude Code, Codex, OpenCode 2 1,845 tok
ZooTi9er/exa-mcp-server-personal Personal fork of Exa MCP Server with enhanced documentation and multi-account support 0 Claude Code 1 813 tok
heyadam/mcpsystemdesign mcpsystem.design proof of concept MCP server for design systems 0 Claude Code 1 4,899 tok
grandinh/mcp-prompt-optimizer MCP server that analyzes and optimizes AI prompts using the OTA Framework 0 Claude Code 2
r3-yamauchi/mcp-conf-mcp-server deepwiki.com An MCP server for managing MCP (Model Context Protocol) configuration files on a PC. Safel 0 Claude Code 1 1,320 tok
numa08/noaa-space-weather-mcp NOAA space weather data MCP server for amateur radio operators — HF propagation analysis t 0 Claude Code 1 1,259 tok
ulasbilgen/sacl SACL (Semantic-Augmented Code Localization) - A bias-aware code retrieval framework with M 0 Claude Code 1 2,148 tok
davstr1/peekabooMCP 0 Claude Code 1 1,298 tok
flrngel/fuzzy-memory-mcp enhanced memory mcp from official code (fuzzy search, etc) 0 Claude Code 1 423 tok
gcoombe/strava-mcp MCP for strava data 0 Claude Code, GitHub Copilot, Cursor 3 4,469 tok
akiani/mock-epic-mcp 0 Claude Code 1 649 tok
yone-k/mcp-base Base project for creating your own MCP server 0 Claude Code 1 1,737 tok
ryan-rbw/kepler-mcp-gitlab-server GitLab MCP Server - Provides GitLab integration tools for Model Context Protocol 0 Claude Code 1 878 tok
t09tanaka/ts-rename-helper-mcp An MCP server that provides TypeScript symbol renaming and file/directory moves for coding 0 Claude Code 1 351 tok
rach/instruction Mcp server to pull instruction 0 Claude Code 1 360 tok
t3rm1nu55/ClaudeImagine Visual UI builder powered by Claude AI using MCP (Model Context Protocol) 0 Claude Code 3
letsgomaslow/think think.maslow.ai Think MCP 0 Claude Code 6
hablapro/mcp-gsc MCP server for Google Search Console - enables SEO analysis through AI assistants (Claude, 0 Claude Code 1 1,474 tok
robhicks/browser-mcp-bridge A comprehensive browser extension and MCP server solution that bridges browser content, de 0 Claude Code 1 1,684 tok
ZeaoZhang/database-mcp 0 Claude Code, Codex, OpenCode 5 4,760 tok
TheOutcastVirus/obsidian-knowledge-mcp 0 Claude Code 1 160 tok
vishnujayvel/splitwise-mcp MCP server for Splitwise expense management with atomic duplicate prevention 0 Claude Code 1 614 tok
dahlia/clipboard-mcp An MCP server that provides tools for reading and writing system clipboard data. Works on 0 Claude Code, Codex, OpenCode 2 1,035 tok
AlanTaranti/tarantella-mcps 0 Claude Code 1 1,171 tok
geon0078/senior-life-care-mcp senior-life-care-mcp 0 Claude Code 46
slzatz/vimango_mcp 0 Claude Code 1 1,571 tok
katsuhirohonda/jira-confluence-mcp 0 Claude Code 1 638 tok
jeswin/mcpfs Quick port of modelcontextprotocol/server-filesystem to http streaming 0 Claude Code 1 960 tok
QAStudio-Dev/mcp-server qastudio.dev MCP server for QAStudio 0 Claude Code 1 3,680 tok
chrisgreenx-ctrl/serena oraios.github.io A powerful coding agent toolkit providing semantic retrieval and editing capabilities (MCP 0 Claude Code 1 1,111 tok
Joseph19820124/aws-doc-sse AWS Documentation MCP Server with SSE (Server-Sent Events) support 0 Claude Code 1 712 tok
codester1000/raindrop-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 6,439 tok
jojodiaz/mcp-local-context mcp server playground 0 Claude Code 1