How real projects configure their agents

22,224 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
sixflower666/claude-codex-orchestrator-mcp MCP server for orchestrating local Claude to Codex worker workflows on Windows. 0 Codex, OpenCode 1 417 tok
GAJYA/customer-mcp-apps 0 Codex, OpenCode 1 1,331 tok
masternazz/halo-windows Windows on-screen click guidance for AI coding agents (Claude Code + Codex): ask 'what do 0 Claude Code, Codex, OpenCode 2 560 tok
sasuketorii/notebooklm_mcp_with 0 Claude Code, Codex, OpenCode 2 103 tok
ql0202cocou/Worker-MCP 0 Codex, OpenCode 1 1,373 tok
aveq-research/surfmeter-mcp A Surfmeter MCP Server 0 Claude Code, Codex, OpenCode 2 1,110 tok
Rizz22/fireflyiii-mcp-daften 0 Claude Code, Codex, OpenCode 3 7,788 tok
Guoyin-Wen/mcp-1panel Full-featured 1Panel MCP Server (handwritten in Python) - 543 tools covering all operation 0 Codex, OpenCode 1 1,416 tok
creative-int/sagu-plugins sagu.app Sagu agent skills and MCP plugin manifests for Claude Code, Codex, Cursor, and other MCP-a 0 Claude Code, Codex, OpenCode 2 709 tok
Cuti27/mcp-portainer-lite Lightweight MCP server for Portainer CE focused on Docker Swarm. Features stdio and HTTP t 0 Codex, OpenCode 1 864 tok
edk4971/lyrion-mcp MCP server for controlling a Lyrion Music Server (LMS/Squeezebox) via LLMs 0 Codex, OpenCode 1 923 tok
Jarzembak/calibremcp FastMCP 3.2 server for Calibre e-book library management — AI-assisted search, RAG, and ag 0 Claude Code, Codex, Cursor, OpenCode 4 1,295 tok
Ritik-Sharma1/lnm-brain-public Self-hosted, persistent second-brain system for AI coding assistants — auto-capture, compr 0 Claude Code, Codex, OpenCode 2 1,959 tok
hehca42y1900/marketplace-mcp-my 0 Codex, Gemini CLI, OpenCode 2 965 tok
zzhao-ashai/mcp-server-typescript-ms1xwj2n Created from render-examples/mcp-server-typescript template 0 Claude Code, Codex, OpenCode 2 1,069 tok
zzhao-ashai/mcp-server-typescript-ms1zmvm7 Created from render-examples/mcp-server-typescript template 0 Claude Code, Codex, OpenCode 2 1,069 tok
aiagate/memtree Local session-log memory for Codex and Claude Code, exposed through MCP 0 Codex, OpenCode 1 119 tok
GuenoleK/consilium Une table ronde web et MCP pour faire collaborer plusieurs agents avec l’utilisateur. 0 Claude Code, Codex, OpenCode 6 160 tok
zzhao-ashai/mcp-server-typescript-ms1y5ib1 Created from render-examples/mcp-server-typescript template 0 Claude Code, Codex, OpenCode 2 1,069 tok
zzhao-ashai/mcp-server-typescript-ms1ybxn7 Created from render-examples/mcp-server-typescript template 0 Claude Code, Codex, OpenCode 2 1,069 tok
LeonardPuettmann/texbook-agent-mcp 0 Codex, OpenCode 1 1,022 tok
sandraschi/bluesky-mcp FastMCP Bluesky / AT Proto client with SOTA webapp and a human-approved outbox for fleet p 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,199 tok
alessandrodalpozzo/sacred-texts-mcp A normalized, citable corpus of sacred and foundational texts across 15+ traditions, embed 0 Claude Code, Codex, OpenCode 2 678 tok
HellButcher/devdocs-mcp KnowledgeBase MCP server for Developer Documentation 0 Codex, OpenCode 1 663 tok
devjourney/unifi-mcp Personal fork of sirkirby/unifi-mcp with local security hardening 0 Claude Code, Codex, Gemini CLI, OpenCode 13 4,926 tok
shanewiseman/atlassian-mcp 0 Codex, OpenCode 1 50 tok
TheNickSanchez/passkey-mcp Cross-platform secrets manager for AI coding assistants — stores secrets in system keychai 0 Claude Code, Codex, Cursor, OpenCode 6 1,231 tok
ZenixSolutions/netbox-mcp-server 0 Claude Code, Codex, OpenCode 2 12,485 tok
ayhammouda/obd-mcp-server Safety-first, read-only MCP server for vehicle diagnostics with simulator-first OBD-II, EL 0 Codex, OpenCode 1 489 tok
MO-Umer977/MCP-Server-for-Airflow 0 Codex, OpenCode 1 1,369 tok
BernydotJar/cloud-sandbox-mcp-v2 Persistent MCP-managed development workstations runtime 0 Codex, OpenCode 1 152 tok
Anionix/datahub-okf-governed-query Fail-closed DataHub MCP and OKF governed query adapter 0 Codex, OpenCode 1 379 tok
SIM-DAD/tass TASS Community Edition: deterministic, provenance-first text analysis for social scientist 0 Codex, OpenCode 1 1,174 tok
rodcordeiro/habitica-mcp TypeScript MCP server for Habitica daily execution items (habits, dailies, todos) with con 0 Codex, OpenCode 1 464 tok
MehrozeKhan73/MCP-Server-for-Airflow 0 Codex, OpenCode 1 1,369 tok
dinglebear-ai/connexin Connexin — human-approved SSH shell and file transfer as an MCP App 0 Claude Code, Codex, Gemini CLI, OpenCode 3 265 tok
simhskal/goodreads-mcp goodreads-mcp-chi.vercel.app Read Goodreads shelves and library exports from MCP clients 0 Codex, OpenCode 1 1,564 tok
sandraschi/onenote-mcp MCP server for Microsoft OneNote via Graph API - notebooks, sections, pages, search, devic 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,838 tok
prof-ramos/LeXML-mcp MCP server for LexML Brasil — legislative search, URN resolution, and service metadata. 0 Claude Code, Codex, OpenCode 2 158 tok
nakanoasaservice/discord-webhook-relay-mcp 0 Claude Code, Codex, OpenCode 2 350 tok
Timing-Jeju/jeju_AI Evidence-grounded standalone stdio MCP server for one-day trips in Jeju 0 Codex, OpenCode 2 148 tok
omamishra8051-source/PenTest-MCP 0 Claude Code, Codex, OpenCode 2 289 tok
Zhuchen00123/session-vault OpenCode Session Vault for immutable local archives, Baidu Netdisk backup, and a narrow pr 0 Codex, OpenCode 1 353 tok
MOBAI547800/abaqus-codex-mcp Codex-ready local MCP server for safe Abaqus automation on Windows 0 Codex, OpenCode 1 343 tok
thekitchencoder/second-brain [MOTHBALLED] Docker-packaged markdown vault with semantic search and Claude Code MCP integ 0 Claude Code, Codex, OpenCode 2 3,889 tok
Jackson-DM/msp-tools-mcp 0 Claude Code, Codex, OpenCode 3 193 tok
maxzoa/1cent 1cent.maxzoa.ru Pay-per-call URL intelligence for AI agents via MCP and x402 USDC on Base Mainnet. 0 Codex, OpenCode 1 256 tok
johnmontejano/cairn cairn-web-beta.vercel.app One private memory, shared by the AI tools you authorize. Evidence-backed, exportable as M 0 Claude Code, Codex, OpenCode 2 974 tok
samuel-stidham/gws-mcp Minimal Google Workspace MCP server for Claude Code. Twelve tools for Gmail, Drive, Docs, 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 81 tok
VericyIO/mcp-air air.thalus.ai MCP server for AIR (AI Responsibly) — run risk assessments from Cursor, Claude Code, VS Co 0 Codex, OpenCode 1 286 tok