How real projects configure their agents

43,813 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
HenokD11/icrisat-data-hub Federation-first data hub for ICRISAT teams: zero-skill upload (CSV/Excel/Word), auto-inge 0 Codex, OpenCode 1 642 tok
romainsc/lore-mcp LORE — Local Offline Retrieval Engine for MCP. Semantic search over local documents via Mo 0 Claude Code 1 10,912 tok
adsonpleal/latam-market mercado.latam-tools.com.br Inventário de replay, busca no catálogo e favoritos com alerta de preço para o mercado do 0 Claude Code 1 —
QuverLabs/rejestr-io-mcp Serwer MCP udostępniający API rejestr.io (KRS, CRBR, sprawozdania finansowe) dla Claude De 0 Codex, OpenCode 1 2,138 tok
o-sokhan/abm-mcp Read-only MCP server for the Apple School & Business Manager (ABM/ASM) API, built with Fas 0 Codex, OpenCode 1 386 tok
sriramsv/graph-crm Personal CRM with graph-based relationship view, WebAuthn passkey login, and an MCP server 0 Claude Code 1 1,248 tok
Martini-Film/mcp Official Martini MCP client integrations and setup docs 0 Gemini CLI 1 344 tok
Azzaraell/pgguard-mcp npmjs.com Read-only MCP server for Postgres. A deny-by-default policy file decides which tables and 0 Claude Code 5 —
mitonattou919/dev-standards-mcp 0 Claude Code, Codex, OpenCode 3 2,620 tok
Egoushka/chronicle Personal event store over a 681k-message chat archive. Aggregates events into episodes bef 0 Claude Code 1 3,067 tok
Red-Square-Software/keeping-mcp api.keeping.nl Open-source MCP server for the Keeping time-tracking API (api.keeping.nl) 0 Claude Code 1 3,213 tok
rmarquesa/agentmemory-offline Offline persistent memory for local coding agents 0 Codex, OpenCode 1 1,546 tok
Cork-Technology/cork-cli A Cork protocol helper CLI with built-in Model Context Protocol (MCP) support, exposing pr 0 Claude Code 1 28,667 tok
kappa9999/white-hat-agent Model-neutral cyber knowledge, orchestration, discovery, and MCP application layer for AI 0 Codex, OpenCode 1 298 tok
Dash-096/dedalus-mcp-python 0 Claude Code, Codex, OpenCode 2 1,699 tok
autogrammar/todo2code autogrammar.github.io Dependency-free Python SDK for todo2code A2A and the local TypeScript runtime 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 6,189 tok
AINTDevLab/aint-mcp Servidor MCP modular: Redmine, SQL Server y GitLab 0 Claude Code 1 2,216 tok
utenadev/mistral-managed-queue MCP server/CLI: SQLite queue + rate-limit coordination for Mistral free tier 0 Codex, OpenCode 1 2,121 tok
Doyajin174/teguma AI-native design bridge — Penpot MCP + brand context engine. Open source solution to the p 0 Codex, OpenCode 2 2,746 tok
LesterAJohn/zoom-mcp 0 Claude Code 1 —
HypnoLabs-io/motley-mcp Motley MCP Server catalog metadata 0 Claude Code, Codex, OpenCode 2 789 tok
ONDC-Official/automation-mcp 0 Claude Code 1 22,454 tok
Jejorm/ReciboSplit recibosplit.jejorm8.workers.dev Splitwise-style app for splitting group expenses, with OpenAI vision-based receipt extract 0 Claude Code 6 937 tok
dcc-mcp/dcc-mcp-wwise Typed DCC-MCP adapter for Audiokinetic Wwise Authoring through WAAPI 0 Codex, OpenCode 1 70 tok
erikknave/multi-mail-mcp MCP server giving AI agents access to several Gmail/Google Workspace accounts at once: mai 0 Claude Code 1 1,322 tok
CocoaBeans/worldmodel-mcp 0 Codex, OpenCode 1 2,506 tok
dmfaster/agents dmfaster.com Public read-only CLI, SDK, MCP server, and agent plugin for DM Faster 0 Claude Code, Codex, OpenCode 2 649 tok
awheeler262/qgis_mcp This project explores ways to interact with QGIS using the QGIS MCP Plugin and an MCP Serv 0 Claude Code 1 1,635 tok
barankrky/perplexity-mcp 0 Claude Code 1 1,111 tok
Adriandecode/MCP-Server-for-Airflow 0 Codex, OpenCode 1 1,369 tok
afriemann/skills-mcp MCP server for browsing and fetching agent skills from remote registries (GitHub, HTTP) 0 Claude Code, Codex, OpenCode 11 977 tok
aurelijusb/mcp-prioritization MCP UI App to allow human prioritize input 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 338 tok
cgutiguti/gmail-mcp-server Local Gmail MCP server with OAuth-scoped tools for MCP-compatible assistants 0 Claude Code 2 77 tok
devanshug2307/aitraffic aitraffic.dev Open, terminal-first evidence for AI and search acquisition 0 Claude Code, Codex, OpenCode 2 732 tok
RANJIANG23/codex-hermes-worker Windows-first Codex MCP bridge to Hermes Agent and a local Qwen worker 0 Codex, OpenCode 1 369 tok
hjfmailbox/factorio-docs-mcp Syncs the official Factorio mod API documentation to a local SQLite index and provides ret 0 Claude Code, Codex, OpenCode 2 1,135 tok
Alan7799DE/ClaudeMetaMCP MCP local en TypeScript para operar Instagram, Meta Ads y Facebook Page vía Graph API 0 Claude Code 1 1,559 tok
walensis-labs/cove-for-ynab Cove for YNAB — credit-card float coverage, month-close sessions, and full YNAB access for 0 Claude Code 1 —
LesterAJohn/cloudflare-mcp 0 Claude Code 1 —
ZGMFX01A/coding-tools-mcp-expand 0 Claude Code, Codex, Cursor, OpenCode 10 1,813 tok
whoismemas/burpsuite-for-ai-agent Two-way Burp Suite MCP bridge for AI agents — capture traffic, queue scan tasks, send find 0 Codex, OpenCode 1 867 tok
ckken/mcp-v2 mcp-v2.kenvoai.com Modern-only MCP TypeScript SDK v2 visual verification demo built with Bun, Rsbuild, React, 0 Claude Code, Codex, OpenCode 2 274 tok
pofky/asc-mcp pofky.github.io MCP server for App Store Connect — check review status, read reviews, download sales repor 0 Claude Code 1 1,070 tok
pooriaarab/vibedonate getvibe.dev Donate spare local AI compute to other agentic CLI users, opt-in, metered, on your hardwar 0 Codex, OpenCode 1 597 tok
bradlycarpenter/bitbucket-mcp-cf Remote MCP server for Bitbucket Cloud — Hono on Cloudflare Workers, built with Effect. Sta 0 Claude Code 1 85 tok
asgard-ai-platform/mcp-sf-express 0 Claude Code 1 719 tok
ryoohshima/AgentTakt pypi.org Review & approve AI agent task plans in a ComfyUI-style node editor, right in your termina 0 Claude Code, Codex, OpenCode 3 2,749 tok
proAutomator/livespace-crm-mcp npmjs.com Unofficial MCP server for Livespace CRM with safe, intent-shaped read and write tools. 0 Codex, OpenCode 1 1,100 tok
rafaelgaspar/longhorn-mcp MCP server for the Longhorn distributed storage manager API — full read/write coverage of 0 Claude Code, Codex, OpenCode 2 956 tok
PCWProps/pressable-mcp-server Pressable MCP Server 0 GitHub Copilot 1 71 tok