How real projects configure their agents

22,256 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 agents7,642Claude Code6,648Data and AI3,676Backend and APIs3,504Languages3,399Planning3,222Git and workflow3,208Code review2,742Testing2,379Memory and context2,369Writing and docs2,323DevOps and cloud2,311Research2,290Frontend2,261Security2,025Productivity1,719

All Claude Code31,996 Codex23,310 OpenCode22,256 GitHub Copilot3,557 Gemini CLI1,917 Cursor1,739 Windsurf141 Kiro81

Project Stars Configures Files Always loaded
St3nch/linux-vedaops-mcp 0 Claude Code, Codex, OpenCode 2 625 tok
rookslog/sophotron MCP server for philosophy papers: Semantic Scholar + OpenAlex + Unpaywall + PhilArchive, w 0 Claude Code, Codex, OpenCode 2 2,181 tok
kienbui-demo/byteplus-mcp MCP server for BytePlus models 0 Codex, OpenCode 1 510 tok
aspose-pdf-cloud/aspose-pdf-cloud-mcp Aspose.PDF Cloud MCP and CLI Tools 0 Codex, OpenCode 1 940 tok
as8457632/ocr-mcp OCR MCP: multimodal OCR recognition (server and client). 0 Codex, OpenCode 1 1,311 tok
carteakey/rfd-mcp Standalone MCP server for RedFlagDeals deal search and monitoring 0 Codex, OpenCode 1 138 tok
primax79/kilo-mcp MCP server and skills for delegating implementation work from an orchestrating AI to Kilo 0 Codex, OpenCode 1 1,069 tok
mxppxm/ai-progress-monitor AI workbench progress monitoring platform - MCP reporting + web dashboard 0 Codex, OpenCode 1 253 tok
to-real/cognition-workbench Local-first guided cognition, durable knowledge, and contextual recall for Codex. 0 Codex, OpenCode 1 692 tok
QinZinn/proton-mcp-server MCP server exposing Proton Mail (read-only) through Proton Mail Bridge IMAP, with multi-ac 0 Codex, OpenCode 1 1,685 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
Rayyan011/maldives-gazette-mcp Agent-agnostic read-only MCP for the Maldives Government Gazette 0 Codex, OpenCode 1 979 tok
Kvxw1105/lean-computer-use-mcp Low-context, state-safe MCP facade over Open Computer Use for inexpensive agent models 0 Codex, OpenCode 1 359 tok
ensp1re/namescope Local-first project naming intelligence for developers 0 Claude Code, Codex, OpenCode 2 471 tok
JoshuaSkootsky/api-secure-nlp-mcp A secure API queryable with natural language and MCP server 0 Codex, OpenCode 1 2,732 tok
1llum1n4t1s/Retroweb-MCP kagayoi.com An MCP server that follows web archives and old directories to uncover old personal websit 0 Codex, OpenCode 1 966 tok
Arrowh3ad/docmesh-mcp Documentation ingestion and multi-source search MCP server 0 Codex, OpenCode 1 63 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
ryokumaxell/odoo-mcp-project Conector MCP remoto para ChatGPT + Odoo 19: proyectos, tareas y adjuntos de imagen con fal 0 Codex, OpenCode 1 3,657 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
PedroHenriqueNS/reapfield Scrape a URL into structured JSON from a natural-language field spec. Derives CSS selector 0 Codex, OpenCode 1 253 tok
Brandon-Born/bga-mcp Unofficial MCP server for Board Game Arena Studio development 0 Claude Code, Codex, OpenCode 2 1,144 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
chncaesar/db-semantic-mcp MCP server exposing PostgreSQL and SQL Server schema metadata to AI coding agents — list t 0 Codex, OpenCode 1 1,272 tok
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
Oshawott324/datalox-gated-runtime Stateful, resettable, verifiable API worlds for tool-using agents. 0 Codex, OpenCode 1 1,377 tok
HoAnTrieu/sovereign-exoself-MCP Sovereign Exoself là hệ thống điều phối nhiều AI agent chạy cục bộ, giúp phân chia nhiệm v 0 Codex, OpenCode 1 80 tok
leandroavl/SMI_mcp 0 Codex, OpenCode 1 1,240 tok
kaistenberg/MCP-Linkedin 0 Claude Code, Codex, OpenCode 8 2,766 tok
smorand/mcp-instagram 0 Codex, OpenCode 1 968 tok
dagistankaradeniz/gcp-note-taking-mcp MCP server exposing read-only access to Quillink notes, folders, and tags 0 Claude Code, Codex, OpenCode 2 1,305 tok
rakaar/codex-edge-browser-bridge User-controlled Microsoft Edge bridge for local Codex sessions via MCP and native messagin 0 Codex, OpenCode 1 340 tok
jugaad-py/nse-mcp 0 Codex, OpenCode 1 1,075 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
alexmmatos/enem-mcp-service enem-mcp.vercel.app 0 Codex, OpenCode 1 32 tok
mrchris-ai/codex_canvas_mcp Local mcp that allows me to connect to Canvas via the ChatGPT Desktop app 0 Codex, OpenCode 1 623 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
drizjet/just-bash-mcp CWD-relative bash MCP server (DEP0190 fix) 0 Claude Code, Codex, Gemini CLI, OpenCode 3 1,729 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
SleepSweet/sleepsweet Memory hygiene and audit layer for AI agents. Agents have a brain — we give it sleep. 0 Codex, OpenCode 1 134 tok
gilanggsb/knowledge-mcp 0 Codex, OpenCode 1 658 tok
Kanzando/Mcp-Wacta Servidor MCP para operar la suite WaCta de WordPress: configuración, Registro Único de CTA 0 Codex, OpenCode 1 1,037 tok
PurrlyDigital/owasp-wstg-mcp Local Knowledge Graph RAG over the OWASP Web Security Testing Guide, exposed as five MCP t 0 Codex, OpenCode 1 2,424 tok