How real projects configure their agents

43,853 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 agents7,784Claude Code6,676Data and AI3,658Backend and APIs3,500Languages3,392Git and workflow3,252Planning3,233Code review2,768Testing2,420Memory and context2,364Writing and docs2,341DevOps and cloud2,330Research2,286Frontend2,271Security2,055Project management1,754

All Claude Code32,000 Codex23,558 OpenCode22,502 GitHub Copilot3,568 Gemini CLI1,915 Cursor1,737 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
anddali/mcp-starter 0 Codex, OpenCode 1 3,563 tok
jr2804/vaultwarden-mcp MCP server for Vaultwarden vault access with multi-account support 0 Codex, OpenCode 1 1,815 tok
gsbenevides2/deco-unhide 0 Claude Code, Codex, OpenCode 6 2,202 tok
mrodgersjs-web/rigforge rodgersintelligence.com ProofPacket platform package — deterministic 7-phase agentic engineering with CLI, MCP ser 0 Codex, GitHub Copilot, OpenCode 2 598 tok
jacobragsdale/skill-mcp Serve any compatible Agent Skills folder over MCP v2 0 Codex, Cursor 1 —
PTCuong-1102/story-architect-mcp 0 Claude Code, Codex 8 —
mjwyr/mysql_mcp_plus mysql_mcp_plus 0 Claude Code, Codex, OpenCode 22 251 tok
gitmoru/gitmoru gitmoru.dev Recover force-pushed GitHub branches and see what changed after a breach. Reads through th 0 Claude Code, Codex, OpenCode 2 875 tok
St3nch/linux-vedaops-mcp 0 Claude Code, Codex, OpenCode 2 625 tok
rookslog/sophotron MCP server for philosophy papers: Semantic Scholar + OpenAlex + Unpaywall + PhilArchive, w 0 Claude Code, Codex, OpenCode 2 2,181 tok
duraznito16/stellar-memory A persistent memory layer for Stellar and Soroban projects. Scans a repo, links its contra 0 Claude Code 8 —
gwanghun-choi/mcp-server mcp-server 0 Claude Code 1 3,919 tok
tusharporwal1092-wq/mcp-control-plane This repository controls code for a production grade MCP server that exposes a company's i 0 Claude Code 1 2,471 tok
srallapally/iga-mcp-server 0 Claude Code 1 491 tok
runitsolutions/kommo-mcp 0 Claude Code, Codex 1 —
zero3kw/mcp-docs-template MCP server template for searching your own documents by relevance — BM25 over Markdown sec 0 Claude Code 4 1,220 tok
kienbui-demo/byteplus-mcp MCP server for BytePlus models 0 Codex, OpenCode 1 510 tok
OwnOptic/power-automate-mcp An MCP server that lets Claude create, run and debug your Power Automate flows. Seven tool 0 Claude Code 2 —
aspose-pdf-cloud/aspose-pdf-cloud-mcp Aspose.PDF Cloud MCP and CLI Tools 0 Codex, OpenCode 1 940 tok
as8457632/ocr-mcp OCR MCP: multimodal OCR recognition (server and client). 0 Codex, OpenCode 1 1,311 tok
reuvenaor/encode-ui Component lookup over the encode-ui shadcn registry, as an MCP server. 0 Claude Code 1 1,410 tok
carteakey/rfd-mcp Standalone MCP server for RedFlagDeals deal search and monitoring 0 Codex, OpenCode 1 138 tok
vinconig/ShareLatexMCP 0 Claude Code 1 2,225 tok
1710782766/llm_vision Give vision to vision-less LLMs — a local MCP server powered by Alibaba DashScope 0 Claude Code 1 1,734 tok
joohyukjung/goover-arxiv-mcp test 0 Claude Code 1 572 tok
lolofuk123/rbx-mcp Universal MCP bridge for Roblox Studio. Give any AI agent a spec and let it implement, tes 0 Claude Code 1 1,107 tok
primax79/kilo-mcp MCP server and skills for delegating implementation work from an orchestrating AI to Kilo 0 Codex, OpenCode 1 1,069 tok
willlaiwk/icon-search-mcp 0 Claude Code 1 522 tok
sathish136/bricscad-mcp 0 Cursor 1 —
opcode-fi/mcp-opcode Making it easy for ai agents to trade on opcode. 0 Claude Code 1 2,180 tok
mxppxm/ai-progress-monitor AI workbench progress monitoring platform - MCP reporting + web dashboard 0 Codex, OpenCode 1 253 tok
guyvandam/yt-mcp 0 Claude Code 1 14 tok
Reederey87/multi-model-companion MCP server for Claude Code: delegate to Codex, Grok, and local models via CLIProxyAPI 0 Claude Code 1 633 tok
jsundquist/transcript-search-mcp Search your Claude Code conversation history with an MCP server — full-text, semantic, and 0 Claude Code 1 1,574 tok
to-real/cognition-workbench Local-first guided cognition, durable knowledge, and contextual recall for Codex. 0 Codex, OpenCode 1 692 tok
Saivikaskillamsetty/tradingdesk Multi-agent equity research desk on Claude Code subagents over MCP — SEC EDGAR fundamental 0 Claude Code 14 —
QinZinn/proton-mcp-server MCP server exposing Proton Mail (read-only) through Proton Mail Bridge IMAP, with multi-ac 0 Codex, OpenCode 1 1,685 tok
nandanNM/lyzr-mcp If your goal is to connect Lyzr Studio to Cursor, VS Code, Claude Desktop, or ChatGPT via 0 Claude Code 1 —
skulitom/AgentUI Interactive UIs for coding agents - an MCP server that lets any agent ask its human with s 0 Claude Code 2 1,508 tok
grusingh/gurbani-mcp 0 Claude Code 1 2,677 tok
pythoninthegrass/mcp-retroarch MCP server for RetroArch — memory r/w, save state, screenshot, pause/frameadvance/reset vi 0 Claude Code 2 —
EdwardHayes91/Business-Central-Mcp 0 Claude Code 2 6,026 tok
arthurcoulston/helmo Agent work record: agents write, humans read and meet. Self-hosted MCP ticket store + read 0 Claude Code, Codex, OpenCode 2 313 tok
fredericbarthelet/demo-skills-over-mcp Test server to demonstrate skills over MCP feature 0 Claude Code, Codex, OpenCode 2 32 tok
akshayark97/task-mcp-learning 0 Claude Code, Codex, OpenCode 2 159 tok
robertobendi/wazzicode-godot WazziCode for Godot — production-grade local MCP tools, editor automation, diagnostics, pl 0 Claude Code, Codex, OpenCode 2 490 tok
skyphusion-labs/prism-mcp play.skyphusion.org Prism MCP: agent door for the Prism multimodal playground API (MIT). 0 Claude Code 1 879 tok
josemurilors/ABNT-MCP Ferramenta de assistência para TCCs brasileiros: busca de artigos, gestão de citações, val 0 Cursor 1 1,112 tok
sketchymeow/ableton-mcp 0 Claude Code 1 902 tok
Rayyan011/maldives-gazette-mcp Agent-agnostic read-only MCP for the Maldives Government Gazette 0 Codex, OpenCode 1 979 tok