How real projects configure their agents

23,251 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
indiano881/databid databid-virid.vercel.app 0 Claude Code, Codex, OpenCode 2 1,846 tok
ProcIQ/MemLayer-Plugin Claude code plugin for MemLayer 0 Codex, OpenCode 1 193 tok
martin-santiago/mcpgate Lightweight MCP gateway — aggregate, filter, and observe your MCP tools 0 Codex, OpenCode 1 210 tok
ChillZone2025/prompt-forge prompt-forge-eight-cyan.vercel.app 0 Codex, OpenCode 1 1,028 tok
mirni/a2a greenhelix.net Agent-to-agent payments, escrow and formal verification services 0 Claude Code, Codex, OpenCode 2 2,022 tok
alonf/MCPPythonDemo Python Linux diagnostics MCP lecture demo 0 Claude Code, Codex 11
MikeB317/MEMGRAPH-MCP 0 Codex, OpenCode 1 203 tok
heecheon92/specbridge-mcp 0 Codex, OpenCode 1 951 tok
trevoraspencer/claudecode-mcp 0 Claude Code, Codex, Gemini CLI, OpenCode 3 1,717 tok
justinmclean/PodlingsMCP MCP server for Apache Incubator podling lifecycle data: roster queries, reporting schedule 0 Codex, OpenCode 1 467 tok
justinmclean/HealthMCP MCP server for the Apache Incubator health reports: podling commit activity, community sig 0 Codex, OpenCode 1 449 tok
mcp-nexus/mcp-suite A multi-domain, auth-first MCP server giving AI agents access to financial markets, Web3/D 0 Claude Code, Codex, OpenCode 2 4,781 tok
xiandan-erizo/maimemo-mcp MCP server for Maimemo study data 0 Claude Code, Codex, OpenCode 2 1,134 tok
YoshiLoL0526/mcp-toolkit 0 Codex, OpenCode 1 636 tok
govindgnair23/redflag-mcp MCP Server for AML red flags 0 Claude Code, Codex, OpenCode 2 1,927 tok
juice094/devbase The open-source World Model Compiler for developer workspaces. One engine for code context 0 Claude Code, Codex, OpenCode 2 7,464 tok
michaeljabbour/video-mcp Multi-provider video generation MCP server (Google Veo 3.1 primary; Grok Imagine + Sora 2 0 Codex, OpenCode 1 688 tok
Kaskad-Lending/kaskad-mcp kaskad.app MCP server for Kaskad Protocol - supply, borrow, repay, withdraw, stake, claim rewards, an 0 Codex, OpenCode 1 5,245 tok
TICnine/autotask-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 59 22,920 tok
LEO0047/line-chat-advisor-mcp-ai-assistant Read-only LINE chat context and reply advisor for ChatGPT Remote, Codex, and MCP-compatibl 0 Codex, OpenCode 1 804 tok
aziyakk974-bit/researchmate AI-powered Research Assistant using MCP and Semantic Scholar API 0 Claude Code, Codex 5
Clueless-Creations/google-play-store-mcp Secure, dry-run-first Google Play Store listing automation for CLI and MCP agents 0 Claude Code, Codex, OpenCode 2 533 tok
dyuhaus/dy-mcp-demo Public, unauthenticated demo of dy-mcp (MCP personal-context server). Resets hourly. Live 0 Claude Code, Codex, OpenCode 2 1,748 tok
dragonheart8787/opendata-mcp 0 Codex, OpenCode 1 13,652 tok
dev-sathya17/mcp-server-python-mrt1npyt Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
JustWang1110/jira-toolkit MCP integrating JIRA capabilities 0 Codex, OpenCode 1 346 tok
garavels/Liquid-trading Trade Hyperliquid perpetual futures via natural language — MCP server powered by the Liqui 0 Claude Code, Codex 3
Renoyz/renpy-mcp-creator 0 Codex, OpenCode 1 1,543 tok
Marciommc/warden Constitutional runtime for AI agents — agents cannot mint their own authority 0 Codex, OpenCode 1 762 tok
GhadiSaab/ctx-memory Universal memory layer for AI coding agents, persist context across sessions and switch se 0 Claude Code, Codex, OpenCode 2 3,948 tok
PrisonBreakPB/control-science-literature-mcp A read-only MCP server for Control Science and Engineering literature search. 0 Claude Code, Codex 1
lluvr/frame-check blog.clarethium.com Structural framing analysis as an MCP server with deterministic detection. The caller's ag 0 Codex, OpenCode 1 1,538 tok
wojtekkura/purple-mcp Purple AI MCP Server - Access SentinelOne Services with any MCP client 0 Claude Code, Codex, OpenCode 2 4,656 tok
liuqihonggit/mcp-cli-bridge 0 Claude Code, Codex, OpenCode 5 6,593 tok
CarlDog/plex-mcp MCP server for Plex Media Server, packaged as a Docker container 0 Claude Code, Codex, OpenCode 2 4,446 tok
CarlDog/downloader-mcp MCP server for download clients (SABnzbd, qBittorrent), packaged as a Docker container 0 Claude Code, Codex, OpenCode 2 4,288 tok
CarlDog/servarr-mcp MCP server for the Servarr stack (Sonarr, Radarr, Lidarr, Readarr, Prowlarr), packaged as 0 Claude Code, Codex, OpenCode 2 5,186 tok
drasticstatic/robinhood-mcp Robinhood MCP — Fortuna trading system working copy. Upstream: verygoodplugins/robinhood-m 0 Claude Code, Codex, OpenCode 2 3,096 tok
benzkittisak/claude-codex-mcp 0 Codex, OpenCode 1 8 tok
Hamid-K/avanza-mcp A TUI client for Avanza, developed mainly as an interface for LLM based automation in trad 0 Claude Code, Codex, Gemini CLI, OpenCode 3 24 tok
Yeom/yummy-research-mcp 0 Codex, OpenCode 1 203 tok
BradMorphsters/tuskledger-mcp tuskledger.com Model Context Protocol server for Tusk Ledger — gives your AI assistant typed access to yo 0 Codex, OpenCode 1 1,179 tok
jaredmoskowitz/imessage-mcp Read-only macOS MCP server for iMessage (chat.db) with contact name resolution — use with 0 Codex, OpenCode 1 773 tok
muhammadchhota/MCP-demo 0 Claude Code, Codex 1
fukui-yuto/vsphere-mcp MCP for vSphere operations 0 Claude Code, Codex, OpenCode 7 741 tok
DabiK/mcp-plan-generation 0 Claude Code, Codex 1
thana0623/pmcp-server prompts-mcp-server 0 Claude Code, Codex, OpenCode 28 2,166 tok
scottlz0310/mcp-resource-subscriber The subscriber wrapper does not change the client's native MCP capability. Instead, it pro 0 Codex, OpenCode 1 5,126 tok
red-cars-io/clinical-trials-mcp 0 Claude Code, Codex, OpenCode 2 5,985 tok
ahmedekramalsada/linkedin-mcp 0 Codex, OpenCode 1 420 tok