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
Friedemann12/paper-mcp 0 Claude Code 2
RemseyMailjard/exchange-rate-mcp-server 0 Claude Code 1
Knuckles-Team/ciso-assistant-api CISO Assistant GRC API + MCP Server + A2A Agent — 100% API coverage by codegen 0 Claude Code, Codex, OpenCode 2 2,471 tok
shinypebble/microsoft-ads-mcp pypi.org Python MCP server for the Microsoft Advertising (Bing Ads) REST API — agent-led campaign m 0 Claude Code, Codex, OpenCode 2 81 tok
selamy-labs/dns-mcp selamy.dev Provider-agnostic MCP server for DNS record CRUD (offline-testable; real Porkbun/Cloud-DNS 0 Claude Code 1
semenenkod333/mcp-local-llm MCP server delegating mechanical tasks to a local LLM via Ollama (fork with file_path inpu 0 Claude Code 1 378 tok
Hais/slack-bot-mcp Slack MCP 0 Claude Code 1 988 tok
max-nienu/mnienu-mcp-server 0 Claude Code 8 6,574 tok
htrixtec/mcp-server-kubernetes 0 Claude Code 1 828 tok
Michael-Obele/another-mcp Here's to hoping we make one right this time 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 3,787 tok
karthik78180/fast-mcp-local 0 Claude Code 1 810 tok
luminosita/mcp 0 Claude Code 3 16,516 tok
moma1992/mcp-databricks-app 0 Claude Code 8 3,206 tok
vincenthopf/computer-use-mcp Gemini 2.5 Computer Use as a MCP server. Assign Tasks, and get information directly. 0 Claude Code 2
rukasuamarike/synphony-mcp FastMCP server for Synphony video dataset management with Hugging Face Hub integration 0 Claude Code 1 795 tok
kovashikawa/bls_mcp Use the power of the LLM on BLS - The MCP Server of the Bureau Labor of Statistics 0 Claude Code 1 1,774 tok
lakshitha0526/payhere-mcp npmjs.com Model Context Protocol server for PayHere — Sri Lanka's payment gateway. Retrieve payments 0 Claude Code 1 1,830 tok
T-Rzeznik/reaper-mcp 0 Claude Code 1 2,455 tok
gwicho38/write-like-me-mcp Open-source MCP server that learns your personal writing style from a local document corpu 0 Claude Code 1 1,106 tok
grburgess/mindgap Local org-roam-style knowledge graph (SQLite, stdlib Python) with a 2D/3D web UI, MCP serv 0 Claude Code, Codex, OpenCode 2 1,987 tok
ngothanhtung/facebook-mcp-server 0 Claude Code 2 542 tok
Abdur-Rahman-Palash/trend-mcp 0 Claude Code 1 746 tok
mkowalskizoovu/mcp-test Testing mcp 0 Claude Code 1 845 tok
ramborau/botpe-mcp-2 MCP for BotPe 0 Claude Code 1 1,303 tok
arunhotra/mcp-bigip MCP server for BIG-IP operations 0 Claude Code 1 2,215 tok
ehartye/agile-backlog-mcp 0 Claude Code 3
timon-strauss/power-point-mcp This mcp will allow claude code to read and write power point slides 0 Claude Code 1 1,269 tok
reouno/gemini-mcp Simple gemini MCP server 0 Claude Code 1 755 tok
martin-1103/mcp2 0 Claude Code 1 1,733 tok
dhruv-vootkuri/mcp-project-manager Day 1 Chiron lab: custom MCP server (create_task/list_tasks/update_task) backed by SQLite, 0 Claude Code 1 239 tok
mob-dev-org/olx-mcp-api 0 Claude Code 21 2,040 tok
UPDerechoIA/up-law-mcp-template Template de server MCP para estudiantes y profesionales del Derecho 0 Claude Code 1 1,227 tok
rlaksana/mcp-watchtower Windows-native DAP debugging tool for MCP 0 Claude Code 8
Tar-ive/mcp-bluesky-stock-sentiment 0 Claude Code 1 817 tok
ndisidore/cf-byob-mcp Bring your own binary for Cloudflare Workers 0 Claude Code 1 817 tok
mateo-khalil/davinci-resolve-mcp 0 Claude Code 1 445 tok
CentralInfraCore/cic-mcp-gateway Trust-domain aware context compiler and agent-facing frontend for CIC agent context (cic-m 0 Claude Code 1 2,564 tok
CentralInfraCore/cic-mcp-shared Cross-session memory, weighting and factory/PR/artifact linkage layer for CIC agent contex 0 Claude Code 1 2,534 tok
CentralInfraCore/cic-mcp-session Session-scope event store, timeline, chunk retrieval and provenance for CIC agent context 0 Claude Code 1 3,495 tok
kelvincushman/local-fusion Local OpenRouter-Fusion-style multi-model council: panel + judge + synthesizer over local 0 Claude Code, Codex, OpenCode 2 918 tok
waldzellai/exa-mcp-server-websets Manage Websets in Claude | Exa Websets with MCP (Model Context Protocol) 0 Claude Code 1 700 tok
raj123ritesh-ai/mcp-youtube-2 0 Claude Code 1 1,066 tok
FundFluent/funding-assistant 0 Claude Code 1 3,390 tok
FVEFWFE/attio-mcp-server Attio Model Context Protocol (MCP) server implementation 0 Claude Code, Codex, Gemini CLI, OpenCode 3 4,330 tok
Brett777/MCP-FinTechCo A production-ready MCP server built with FastMCP 2.0 for financial technology applications 0 Claude Code 1 1,277 tok
jfposton/mcp-wcpl 0 Claude Code 1 821 tok
joedank/mcpcrawl4ai customScraperMCP 0 Claude Code 1 661 tok
ServiceStack/mcp ServiceStack MCP Server 0 Claude Code 1 1,333 tok
lucamilletti99/dataverse_mcp_server MCP server for dataverse data objects (dynamics primarily) 0 Claude Code 7
WhenMoon-afk/snapshot-mcp-server npmjs.com Save and resume MCP conversations with token-efficient local snapshots. 0 Claude Code 1 1,548 tok