How real projects configure their agents

31,984 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
counterbeing/mealie-mcp-ts An MCP server for mealie. 8 Claude Code 1 946 tok
blake365/macrostrat-mcp MCP server for accessing geologic data with the Macrostrat API 8 Claude Code 1 905 tok
mnfst/mcp-server-generator Visual MCP Server Generator. Connect any datasource to AI agents. 8 Claude Code 9
sergeiledvanov/mcp-wise Wise MCP server 8 Claude Code 1
xR0am/tip-md-x402-mcp-server 🏆 Hackathon: Transform any AI agent into a payment-enabled agent using x402 + CDP. MCP se 8 Claude Code 1 1,490 tok
feiphoon/pydata-london-2026-mcp-server-tracing-with-open-telemetry 8 Claude Code, Codex, OpenCode 2 1,177 tok
brian-ln/clipboard-mcp MacOS Clipboard access via Model Context Protocol 8 Claude Code 1 259 tok
henkisdabro/Claude-Code-MCP-Server-Selector henkisdabro.github.io A fast, beautiful TUI for managing MCP (Model Context Protocol) servers in Claude Code. Op 8 Claude Code 5
Bobby-cell-commits/open-brain-server Self-hostable MCP memory server for AI assistants — 16 tools, hybrid search, knowledge gra 8 Claude Code 4 969 tok
hasan-imam/mcp-outlook-applescript MCP server for Microsoft Outlook on Mac — 49 tools for mail, calendar, contacts, tasks, an 8 Claude Code 1 2,269 tok
bestagentkits/cloud-harness-mcp harness.agentkit.best Remote coding harness exposed as a secure Streamable HTTP MCP server 8 Claude Code, Codex, OpenCode 3 1,891 tok
sosacrazy126/greptile-mcp 8 Claude Code 1 1,251 tok
kimgh06/Thask thask.kimgh06.com Thask – Linked Graph Risk Manager for Engineering Teams 8 Claude Code, Codex, OpenCode 2 1,471 tok
Tar-ive/grants-mcp grants-mcp-website.vercel.app 8 Claude Code 1 1,584 tok
sardine-ai/mcp-server-manager 8 Claude Code, Codex, OpenCode 5 5,810 tok
armanas/froglet A protocol and node for a bot economy — bots create, publish, discover, buy, sell, and com 8 Claude Code, Codex, OpenCode 2 1,954 tok
couzic/ts-graph-mcp 8 Claude Code 3 1,700 tok
NicolasPrimeau/artel glama.ai Your fleet's smart notepad — one that learns. Shared memory your agents write to and get b 8 Claude Code 1 737 tok
emercoin/emer-ai-tools ai.emercoin.com Emercoin as an identity + memory layer for AI agents: node + adapter + the emercoin-agent 8 Claude Code, Codex, OpenCode 2 1,848 tok
Cumulocity-IoT/cumulocity-mcp-server A Python-based server that provides Cumulocity IoT platform functionality through the MCP 8 Claude Code 1 872 tok
jordanburke/kuzudb-mcp-server A Model Context Protocol server that provides access to Kuzu databases 8 Claude Code 1 2,329 tok
forcedotcom/datacloud-mcp-query 8 Claude Code 1 1,672 tok
SuperCrazyKaizen/macos-automator-mcp 8 Claude Code 1 7 tok
avisekrath/zulip-mcp-server gh.avisekrath.com unofficial zulip mcp server that allows LLMs like Claude to interact with your workspace & 8 Claude Code 1 1,911 tok
laozhong86/gbrain Compiled personal knowledge graph for AI agents — SQLite, FTS5, embeddings, CLI, and MCP i 8 Claude Code 1 76 tok
ayhammouda/python-docs-mcp-server Read-only MCP server for official Python docs: local index, no API keys, exact symbol look 8 Claude Code, Codex, OpenCode 2 1,053 tok
RobotDisco/adhd-skills Personal Claude skills for ADHD self-management. Not a general-purpose toolkit. 8 Claude Code 1 3,578 tok
mnemopay/mnemopay-sdk mnemopay.com Trust & reputation layer for AI agents. Agent Credit Score (300-850) + Merkle-anchored led 8 Claude Code, Cursor, Gemini CLI 3 2,895 tok
ouestcharlie/ouestcharlie-woof Woof is the main agent of Où est Charlie, a modern photo gallery based on MCP and decentra 8 Claude Code 1
miikkij/aimeat-protocol aimeat.io The Linux of AI - an open, federated, self-hosted AI operating system. Humans, AI agents, 8 Claude Code 19 9,450 tok
GantisStorm/autonomous-coding-harness Coding Harness - A Human-in-the-Loop Claude Code SDK coding agent with GitLab integration 8 Claude Code 1 928 tok
bezata/kObsidian Filesystem-first MCP server for Obsidian vaults with an LLM-Wiki layer on top. 8 Claude Code, Codex, OpenCode 2 928 tok
khasky/awesome-agent-skills Skills for AI coding agents: code review, debugging, security audits, refactoring, cleani 8 Claude Code, Codex, OpenCode 2 1,236 tok
jedi4ever/social-skills Social-web skills for AI agents — read HN, Reddit, X, LinkedIn, articles, papers as struct 8 Claude Code 1 2,426 tok
agentkitai/lore Cross-agent memory SDK. Agents publish lessons, query shared knowledge, with built-in reda 8 Claude Code, Cursor 2 814 tok
yiouli/pixie-qa Agent skill for AI agent development 8 Claude Code, GitHub Copilot 2 7,490 tok
mgiovani/cc-arsenal 45 production-grade AI agent skills for real dev workflows. Code review, shipping, docs, g 8 Claude Code, Codex, OpenCode 2 5,231 tok
tartinerlabs/skills Claude Code skills for git workflows, GitHub automation, security audits, code refactoring 8 Claude Code, Codex, OpenCode 2 2,296 tok
koinod/koino-skills Free AI agent skills for business automation. Sales, content, ops, growth. Compatible with 8 Claude Code 1 315 tok
littlebearapps/pitchdocs littlebearapps.com Turn any codebase into professional, marketing-ready GitHub documentation — powered by AI 8 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 6,155 tok
aiatelie/ai-atelie Local-first, open-source alternative to Anthropic's Claude Design. MIT-licensed, BYO agent 8 Claude Code, Codex, OpenCode 2 1,453 tok
omarshahine/restaurant-cli Pluggable CLI for booking restaurant reservations — Resy today, OpenTable / Tock / SevenRo 8 Claude Code, Codex, GitHub Copilot, OpenCode 3 644 tok
vibestackdev/vibe-stack vibestack0.gumroad.com 29 .mdc architecture rules that prevent AI coding assistants from hallucinating insecure a 8 Claude Code, Codex, OpenCode 2 2,642 tok
kanetran29/uigraph npmjs.com Your app generates its own verified UI transition graph — screens as nodes, guarded (event 8 Claude Code 1 36 tok
decagondev/MCP-Factory For GauntletAI 8 Claude Code 1 2,138 tok
GaijinEntertainment/go-gerrit-mcp 8 Claude Code 2 290 tok
sevalla-hosting/mcp mcp.sevalla.com Official remote MCP server for the Sevalla public API. 8 Claude Code, Codex, OpenCode 2 3,181 tok
earino/resumasher Agentic skill that tailors resumes + writes cover letters + builds interview prep bundles 8 Claude Code 1 1,157 tok
denfry/codebase-index Local code map for AI coding agents: find, trace, and predict change impact with file:line 8 Claude Code, Codex, OpenCode 4 677 tok
sandraschi/resonite-mcp FastMCP server for natural language control of Resonite social VR platform.. with webapp a 8 Claude Code, Codex, Cursor, OpenCode 4 955 tok