How real projects configure their agents

31,993 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
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
Saivikaskillamsetty/tradingdesk Multi-agent equity research desk on Claude Code subagents over MCP — SEC EDGAR fundamental 0 Claude Code 14 —
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 1 876 tok
sketchymeow/ableton-mcp 0 Claude Code 1 902 tok
ensp1re/namescope Local-first project naming intelligence for developers 0 Claude Code, Codex, OpenCode 2 471 tok
dapperAuteur/flashlearn-mcp An MCP server for the FlashLearnAI, public API. Add it to Claude Code, Claude Desktop, or 0 Claude Code 1 1,216 tok
zwinglio/context-mcp A Laravel self-hosted AI memory service for sharing durable project context between Claude 0 Claude Code, Codex, OpenCode 9 4,412 tok
tqctqc1/deepseek-vision-mcp Vision bridge for text-only AI models - image analysis powered by Gemini API with MCP, CLI 0 Claude Code, Codex, OpenCode 2 501 tok
gokiwitech/pgwarden-mcp Policy-guarded Postgres MCP server: schema/table/column allowlists, row-count guardrails, 0 Claude Code 1 3,081 tok
Jairodaniel-17/pandape-mcp 0 Claude Code 1 821 tok
Brandon-Born/bga-mcp Unofficial MCP server for Board Game Arena Studio development 0 Claude Code, Codex, OpenCode 2 1,144 tok
kayne-lee/toolsmith An MCP server that rewrites its own tool descriptions, schemas, and composition from usage 0 Claude Code 2 —
masaki-kato-119/markdown-hierarchical-memory A sales-oriented Markdown-based memory MCP server designed for LLM agents (such as Claude 0 Claude Code, Cursor 2 —
J0from/oss-playwright-mcp Maestro browser automation component — Playwright MCP server (quarantine) 0 Claude Code 1 363 tok
paulleungtc-git/mcp-searxng MCP server exposing private SearXNG metasearch to AI agents — part of a self-hosted 16-ser 0 Claude Code, Codex, OpenCode 2 263 tok
paulleungtc-git/mcp-sandbox MCP server for sandboxed code execution in Firecracker microVMs — shell, Python, Node with 0 Claude Code, Codex, OpenCode 2 224 tok
rifkyfadillah404/mcp-email-client 0 Claude Code 7 —
dipakkr/agentsync A multi-agent collaboration hub for AI coding teams. Many humans and AI agents work on one 0 Claude Code, Codex, OpenCode 2 762 tok
utrawal9185-cmd/darknet-mcp-server 0 Claude Code 1 336 tok
nescoffee-create/sdmx-mcp-gateway An mcp gateway for SDMX endpoints, meant to retrieve query paths. 0 Claude Code 1 —
79cbd8hmgj-wq/RE-MCP 0 Claude Code, Codex, GitHub Copilot 2 353 tok
Musharrafjamal/mcp-commerce 0 Claude Code, Codex 2 —
kaistenberg/MCP-Linkedin 0 Claude Code, Codex, OpenCode 8 2,766 tok
arieffian/postgres-mcp-server 0 Claude Code 2 1,616 tok
dagistankaradeniz/gcp-note-taking-mcp MCP server exposing read-only access to Quillink notes, folders, and tags 0 Claude Code, Codex, OpenCode 2 1,817 tok
takezoh/meta-horizon-developer-mcp Read-only MCP server for collecting Meta Horizon developer dashboard analytics 0 Claude Code, Codex, OpenCode 2 760 tok
thomhenriq/mcp-app-demo 0 Claude Code, Codex, OpenCode 6 889 tok
mcuestamunoz/Jarvis Deterministic engineering engine for designing physical systems with AI-assisted natural l 0 Claude Code 1 820 tok
benewende-dev/fadlie benewende-dev.github.io An MCP agent for DataHub: finds datasets that hold the same data across platforms, and the 0 Claude Code 1 5,873 tok
skyvanguard/claude-nexus Peer discovery and instant messaging between Claude Code instances — a reliable, cross-pla 0 Claude Code 1 2,165 tok
ZenixSolutions/unifi-network-mcp MCP server for the official UniFi Network Integration API — community project, not affilia 0 Claude Code 1 561 tok
AlierQ/image-analyzer-mcp 0 Claude Code, Codex, OpenCode 2 1,034 tok
creative-int/kumori-plugins kumori for agents — Agent Plugins 1.0.0 package: image + style in, sticker out over remote 0 Claude Code, Codex, OpenCode 2 688 tok
JumpLink/postbote Postbote — mail, contacts and calendar for GNOME, as a CLI and an MCP server. Runs on GJS 0 Claude Code, Codex, OpenCode 2 2,100 tok
sethhaskellcondie/the-game-pensieve-mcp My custom MCP for The Game Pensieve project 0 Claude Code 1 236 tok
drizjet/just-bash-mcp CWD-relative bash MCP server (DEP0190 fix) 0 Claude Code, Codex, Gemini CLI, OpenCode 3 1,729 tok
atre/looksy Screenshot any URL from the CLI. Built for AI-assisted visual development — WCAG contrast 0 Claude Code 3 756 tok
AliErcanOzgokce/sui-ops-bot Sui dev-leads escalation ops bot: Slack auto-tracker + MCP control server backed by a shar 0 Claude Code 1 1,389 tok
stojandev/moodle-downloader-mcp Moodle Downloader MCP — download any Moodle site for offline / AI-agent use (CLI + MCP ser 0 Claude Code, Codex, OpenCode 2 711 tok
IotA-asce/minecraft-mcp MCP server for Minecraft - lets AI harnesses (Codex, Claude Code, Hermes) perform all play 0 Claude Code 1 1,095 tok