How real projects configure their agents

43,832 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 agents7,763Claude Code6,670Data and AI3,659Backend and APIs3,501Languages3,393Git and workflow3,250Planning3,235Code review2,768Testing2,411Memory and context2,367Writing and docs2,341DevOps and cloud2,324Research2,284Frontend2,272Security2,048Project management1,751

All Claude Code31,994 Codex23,528 OpenCode22,474 GitHub Copilot3,571 Gemini CLI1,915 Cursor1,736 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
firyomaefx/job-application-mcp Local-first, open-source job application assistant built on the Model Context Protocol. Fr 0 Claude Code 1 1,209 tok
annondeveloper/ui-kit annondeveloper.github.io Zero-dependency React component library with 147 components, 3 weight tiers (Lite/Standard 0 Claude Code 1 2,348 tok
ProcIQ/MemLayer-Plugin Claude code plugin for MemLayer 0 Codex, OpenCode 1 193 tok
meshe-dev/date-time-remote-mcp Remote MCP server that returns current date/time in PDT. Dockerized, no auth. 0 Claude Code 7 240 tok
claboran/scribbletune-mcp-ws SCRIBBLETUNE MCP SERVER 0 Claude Code 2 337 tok
martin-santiago/mcpgate Lightweight MCP gateway — aggregate, filter, and observe your MCP tools 0 Codex, OpenCode 1 210 tok
donghch/mcp-epub-reader MCP Epub Reader 0 OpenCode 2 —
Ramhori/kjh-law-mcp KJH Law MCP - legal search MCP server (based on korean-law-mcp by chrisryugj) 0 Claude Code 1 1,835 tok
ChillZone2025/prompt-forge prompt-forge-eight-cyan.vercel.app 0 Codex, OpenCode 1 1,028 tok
Alparse/snip-mcp Screen snipping MCP server for Claude Code - capture screen regions directly into conversa 0 Claude Code 1 —
charltonmediagroup/LICampaignsMCP 0 Claude Code 1 597 tok
mirni/a2a greenhelix.net Agent-to-agent payments, escrow and formal verification services 0 Claude Code, Codex, OpenCode 2 2,022 tok
awaketai/postgres-mcp postgres database mcp 0 Claude Code 1 1,947 tok
roshan571/playwright-mcp2 0 Claude Code 1 208 tok
tolmachov/mcp-telegram 0 Codex, OpenCode 1 1,302 tok
agencd/tradingview-mcp TradingView Desktop automation via CDP — MCP server 0 Claude Code 1 2,326 tok
alonf/MCPPythonDemo Python Linux diagnostics MCP lecture demo 0 Claude Code, Codex 11 —
MikeB317/MEMGRAPH-MCP 0 Codex, OpenCode 1 203 tok
ExpertVagabond/jupiter-mcp MCP server for Jupiter Developer Platform — 17 tools covering swap, tokens, price, lend, l 0 Claude Code 1 275 tok
ral197979/ava-mcp-adapter 0 Claude Code 1 857 tok
sohitmahato/custom-playwright-mcp 0 GitHub Copilot 1 717 tok
heecheon92/specbridge-mcp 0 Codex, OpenCode 1 951 tok
MuhammadTaimur/Vault-MCP 0 Claude Code 1 —
jamesdowzard/godot-mcp AI-friendly MCP server for Godot 4 with Android export validator support. Forked from Codi 0 Claude Code 1 502 tok
optimize-overseas/lob-mcp Model Context Protocol server for the Lob.com API. Lets LLMs verify addresses and send phy 0 Claude Code 1 5,288 tok
omeryemba/mcp-hayabusa MCP server wrapping the Hayabusa Windows event log forensic analysis CLI for AI-assisted t 0 Claude Code 11 4,790 tok
lorencarvalho/iterm2-mcp Give your agent access to iTerm2's Python API 0 Claude Code 1 305 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
NTHieu002/refund-crisp-mcp MCP for refund 0 Claude Code 1 2,203 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
SeunghoHong/quick-reminder-mcp Reminders integration MCP 0 Claude Code 1 513 tok
naumana3services-maker/mcp 0 Claude Code 1 204 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
silkweave/meet Silkweave Google Meet MCP & CLI 0 Claude Code 1 3,030 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
alansmodic/pocketcasts-mcp 0 Claude Code 1 916 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
mayurnarang9099-maker/snow-azure-githubMCP 0 Cursor 1 660 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
ywf2016/steel-tester Intranet Steel Browser tester — CLI + MCP 0 Claude Code, Cursor 5 —
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
mahrukh-n8n/freedcampMCP Freecamp MCP wrapper. 0 Claude Code 1 299 tok