How real projects configure their agents

43,872 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 agents7,796Claude Code6,678Data and AI3,657Backend and APIs3,502Languages3,394Git and workflow3,252Planning3,236Code review2,768Testing2,425Memory and context2,361Writing and docs2,344DevOps and cloud2,337Research2,286Frontend2,272Security2,058Project management1,756

All Claude Code32,008 Codex23,577 OpenCode22,522 GitHub Copilot3,569 Gemini CLI1,916 Cursor1,739 Windsurf152 Kiro87

Project Stars Configures Files Always loaded
utakatano/mcp-server-sample MCP server sample 0 Claude Code 1 —
lozit/mcp-nightscout Read-only MCP server for Nightscout: glucose readings, treatments, deterministic aggregate 0 Claude Code 1 3,770 tok
walakaka77/acuity-mcp Local MCP server exposing the Acuity Scheduling API as Claude Code tools, with multi-accou 0 Claude Code 2 —
Cuti27/mcp-arr-lite Lightweight MCP server for Radarr and Sonarr with granular tools: lookup, add, search rele 0 Codex, OpenCode 1 915 tok
YokihitoOkiBiz/jetkvm-mcp Model Context Protocol (MCP) server for controlling JetKVM through Playwright and WebRTC H 0 Codex, OpenCode 1 744 tok
aatirar/voc-claude-skills A Voice of Customer pipeline built as Claude Code skills. Reports a pattern only when seve 0 Claude Code 1 612 tok
project-tharsis/claude-code-telegram-kit Remote session control and deterministic delivery for Claude Code's official Telegram Chan 0 Claude Code, Codex, OpenCode 2 513 tok
gaztrabisme/deepseek-subagent-mcp Delegate work to a DeepSeek Harness agent from Claude Code, Codex, or any MCP client. Supe 0 Claude Code 1 3,189 tok
gong-yeongbin/mcp-chat-practice Chatbot MCP server 0 Claude Code 1 —
MothBlight-Git/pyre Burning desktop notes - a transparent always-on-top rail of paper stickies that burn away 0 Claude Code 1 6,612 tok
masalinas/poc-ai-mcp-claude-code PoC Create MCP using Claude Code 0 Claude Code, Codex, OpenCode 2 776 tok
alwh1te/agent-semaphore Coordination layer for parallel coding agents: intent-carrying claims, write-time enforcem 0 Claude Code 4 716 tok
hlucent/seoul-timeavg-air-mcp Seoul city period-based hourly average air quality information 0 Claude Code 1 2,494 tok
ashishwarkhade/Telegraph-MCP AI-assisted BRICS cross-border payment/settlement system 0 Claude Code, Codex 1 —
hakandedotdev/simple-mcp-job-tracker Minimal job tracker with mcp server 0 Claude Code, Codex, OpenCode 2 159 tok
ZainUlAbideen02/StackBridge-MCP 0 Codex, OpenCode 1 799 tok
hlucent/seoul-realtime-air-by-region-mcp 0 Claude Code 1 2,097 tok
1072636071/win-shell-mcp win-shell-mcp 0 Codex, OpenCode 1 480 tok
Daemon-Killer/prospective-memory Phone-first capture + MCP pull for open tasks. Sibling of google-activity-assistant. 0 Codex, OpenCode 1 178 tok
GSA-TTS/mcp-server-usace-iwr MCP server for accessing the USACE IWR's open feature layers on ArcGIS 0 Claude Code, Codex 2 —
wyller/mcp-email-guardian 0 Claude Code 9 —
Tj3604/Premiere-MCP-BuildX-Exclusive-V3 0 Claude Code 6 4,242 tok
pedrobtz/tslab-mcp 0 Claude Code 2 2,684 tok
aarohim24/Scavenge Deterministic web-evidence engine: trace one field across raw HTML, structured data, embed 0 Claude Code 1 1,016 tok
F-e-u-e-r/tradingview-mcp Review-only MCP bridge for TradingView Desktop — 7 tools over a verified loopback CDP boun 0 Claude Code 1 390 tok
Ritesh-977/codegraph-mcp 0 Codex, OpenCode 1 776 tok
namecallfilter/nodriver-mcp 0 Codex, OpenCode 1 539 tok
peacenode/livepeer-agent A Livepeer coding agent built on Pi with Livepeer Agent MCP integration. 0 Codex, OpenCode 1 249 tok
halaprix/bd-explore halaprix.github.io Ask a beads store questions, codegraph-style: verbatim beads + relationship neighborhoods 0 Claude Code, Codex, Gemini CLI, OpenCode 3 1,728 tok
SagaSmithAI/sagasmith-narrative System-neutral SagaSmith Narrative domain, MCP, Skills, and project generation 0 Claude Code, Codex, OpenCode 2 396 tok
ekam-mann/sleeper-fantasy-mcp- MCP server that turns your Sleeper league into league-accurate fantasy advice - drafting, 0 Claude Code 1 1,266 tok
tkuan/uStoreBackoffice-mcp uStore Backoffice REST API mcp - uStore version 26.2 0 Claude Code 1 1,623 tok
N0mansky/aws-auth Fast, intelligent AWS SSO authentication tool and Model Context Protocol (MCP) server for 0 Codex, OpenCode 1 1,278 tok
vonpanda/schematic-mcp MCP server that enables AI agents to understand, query, and reason over hardware schematic 0 Codex, OpenCode 1 911 tok
knahsirV/garmlink 0 Claude Code 1 1,077 tok
quzhiii/ai-disk-doctor-integrations Universal local Agent Skill and MCP integration for AI Disk Doctor 0 Claude Code, Codex, OpenCode 2 1,130 tok
nhochstetler/SEC-Filings-Vector-Database Turn SEC EDGAR filings into a searchable RAG corpus: chunked filings in Weaviate, XBRL fig 0 Claude Code 1 5,440 tok
mlnima/browser-use-relay-mcp 0 Codex, OpenCode 1 2,779 tok
olykov/node-red-contrib-mcp-server-readonly Read-only Node-RED MCP server package 0 Claude Code, Codex, OpenCode 2 286 tok
dmc5179/redhat-security-data-api-mcp 0 Claude Code 1 1,550 tok
Walessonrdreis/omie-mcp-v1.0 0 Claude Code, Codex 14 —
File1979/mcp-document-tools 0 Claude Code 1 1,017 tok
andreasronge/ptc-fs-mcp A small filesystem MCP (protocol 2026-07-28) 0 Codex, OpenCode 1 516 tok
tecof/tecof-mcp 0 Claude Code, Codex, OpenCode 3 251 tok
willTerner/baomihua-formatter-mcp A standalone Node.js MCP server for inspecting and operating on media files in OpenList an 0 Claude Code, Codex, OpenCode 2 1,379 tok
masoniqbal777/Business-Central-Mcp 0 Claude Code 2 6,026 tok
Trum-ok/tutu-mcp-hackathon trum-ok.github.io 0 Claude Code 7 510 tok
krishna-astrasols/reddit-mcp-server 0 Claude Code 1 4,759 tok
FahadEjaz/magento-mcp 0 Claude Code 1 1,535 tok
8C9D/outlook-mcp MCP server connecting Claude to a personal Outlook mailbox via Microsoft Graph — 40 tools 0 Claude Code 1 764 tok