How real projects configure their agents

23,799 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
hlavacm/solocrawl SoloCrawl is a local MCP/CLI tool for personal developer workflows. It is safe by default 2 Claude Code, Codex, Cursor, OpenCode 3 2,100 tok
honzapav/portuni portuni.com Portuni is a shared map of how your organization works – its processes, projects, areas, a 2 Claude Code, Codex, OpenCode 2 6,152 tok
tillkolter/guck-mcp 2 Codex, OpenCode 1 66 tok
Wulnut/lark_agent feishu project api mcp and agent. 2 Claude Code, Codex, OpenCode 12 3,387 tok
jshsakura/mfa-servicenow-mcp jshsakura.github.io A lean, developer-focused MCP for ServiceNow — explore flows, portals, and tables from you 2 Claude Code, OpenCode 2 6,717 tok
chokukil/timesfm-mcp MCP server for local GPU TimesFM forecasting 2 Codex, OpenCode 1 150 tok
suapapa/openscad-wasm-mcp suapapa.github.io An OpenSCAD MCP server that runs with OpenSCAD-WASM 2 Codex, OpenCode 1 1,428 tok
abdul-hamid-achik/codemap codemap.tools Local-first code intelligence: a code graph + semantic search for agents and people (CLI + 2 Claude Code, Codex, OpenCode 2 3,696 tok
EnragedAntelope/comfy-draftsman Local-first MCP server that drafts ComfyUI workflows a human can actually read - organized 2 Claude Code, Codex, OpenCode 2 3,003 tok
asim-altayb/trello-mcp MCP server for Trello with per-project board profiles 2 Codex, OpenCode 1 470 tok
qd313/decky-plugin-studio VS Code / Cursor extension for Decky plugin development — live QAM preview, MCP tools for 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,050 tok
velias/mcp-client-credentials-auth A local stdio MCP server that authenticates to remote OAuth-protected MCP servers using th 2 Codex, OpenCode 1 5,079 tok
konseki-official/konseki-mcp konseki.io Official MCP server for Konseki, providing AI agents and tools with direct access to the K 2 Codex, OpenCode 1 573 tok
workspace-json/codex-mcp workspacejson.dev Publication authority for @workspacejson/codex-mcp and the preserved OpenAI Build Week sub 2 Codex, OpenCode 1 304 tok
eric134422/db-fahrplan-mcp Adding reliable time prediction for German trains 2 Codex, OpenCode 1 456 tok
john-ops-lab/EasySourceFlow Local-first content understanding and summarization service for AI agents, with MCP, Web U 2 Codex, OpenCode 1 827 tok
SarutobiSasuke8/obsidian-github-mcp Permissioned MCP gateway for AI agent proposals to Obsidian vaults stored on GitHub 2 Codex, OpenCode 1 160 tok
densuke/fuga-memory Long-term memory MCP server for Claude Code and other LLMs 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,720 tok
TheFractalyst/LightWeightChartsMCP fractalyst.dev TradingView Lightweight Charts MCP server - 6 tools for docs lookup, JS/TS code validation 2 Codex, OpenCode 1 642 tok
0xEkho/Ruckus-vSZ-MCP RUCKUS vSZ MCP 2 Claude Code, Codex, GitHub Copilot, OpenCode 6 2,782 tok
comicchang/iitc-mcp IITC MCP Bridge — bridge between Ingress Intel (IITC) and Model Context Protocol agents 2 Claude Code, Codex, Gemini CLI, OpenCode 3 674 tok
malon-mcp/Malon_mcp 2 Codex, OpenCode 1 33,970 tok
Lermont/yamcp MCP for working with Yandex Direct 2 Codex, OpenCode 1 2,469 tok
massimoalbarello/context-use-old A self-hosted brain for you. A public billboard for everyone else. 2 Claude Code, Codex, OpenCode 4 979 tok
mikesplore/vela-mcp A multi-tenant MCP server bridging AI models (like Claude) to Vela for cross-platform remo 2 Codex, OpenCode 1 584 tok
colinds/forkable-mcp Unofficial MCP server for Forkable 2 Codex, OpenCode 1 4,139 tok
Yuhang-uestc/deepvision-local-mcp A local image-recognition MCP that gives pure-text models such as DeepSeek visual capabili 2 Codex, OpenCode 1 674 tok
human-turn/bcs-mcp 2 Claude Code, Codex, OpenCode 2 3,576 tok
jrb00013/mailnotmilk Shared agent mailbox MCP — Cursor, Claude Code, and friends post/read/reply across session 2 Claude Code, Codex, Gemini CLI, OpenCode 5 342 tok
OpenChatGit/Destiny---Codex Destiny Codex turns the Destiny 2 Manifest (gibberish hash-reference JSON) into clean, AI- 2 Codex, OpenCode 1 1,931 tok
nvk/llm-wiki-chrome Bounded Chrome collaboration extension and local connector for LLM Wiki. 2 Codex, OpenCode 1 250 tok
duncanmcclean/freeagent-mcp Local, read-only MCP server for FreeAgent. Built on Laravel. 2 Claude Code, Codex, OpenCode 7 4,092 tok
dataelement/dsh-plugin-coaligne coaligne.com CoAligne for DeepSeek Harness: shared team project context over MCP, plus the coaligne-wor 2 Codex, OpenCode 8 278 tok
norton77930/corpus-ingest-core Deterministic, provenance-tracked pipeline that turns spoken content into verified, search 2 Claude Code, Codex, OpenCode 24 842 tok
Lolaplex/agents-docs pypi.org Ultra-fast, zero-bloat local markdown documentation RAG for AI coding agents (MCP + BM25). 2 Claude Code, Codex, OpenCode 2 400 tok
Koniverse/Senti-MCP 2 Claude Code, Codex, OpenCode 3 9,207 tok
leveret-dev/leveret leveret — self-hosted, hybrid engine for private code reviews: static-analysis engines, gr 2 Codex, OpenCode 1 408 tok
universal-mcp/applications 2 Claude Code, Codex, Gemini CLI, OpenCode 3 9,414 tok
fedec65/BetterCallClaudeMCP_Italy 2 Codex, OpenCode 1 1,244 tok
antonpinchuk/mobile-mcp-opengl MCP for OpenGL Android Development and Automation (Unity, Unreal Engine, Cocos2d-x, libGDX 2 Codex, OpenCode 1 456 tok
zenworksza/devMCP 2 Codex, OpenCode 1 2,352 tok
sushilti80/datadog-mcp Model Context Protocol (MCP) server that provides AI agents with seamless access to Datado 2 Codex, GitHub Copilot, OpenCode 2 8,835 tok
Supermancho-git/godot_mcp 2 Codex, OpenCode 1 1,829 tok
ranbo12138/mcp-image-gen 2 Codex, OpenCode 1 2,111 tok
Huleinpylo/kali-agents-mcp 2 Claude Code, Codex, OpenCode 9 3,290 tok
ilharp/webview-devtools-mcp DevTools for any WebView — no remote-debugging port required. Works in Safari/iOS WebView/ 2 Codex, OpenCode 1 761 tok
sathyaceg/tfl-mcp-server 2 Codex, OpenCode 1 630 tok
ArtrixTech/mcp-server-nyantify An MCP server that notifies you when your agent got things done. 2 Codex, OpenCode 1 1,503 tok
redgreat/db_mcp_server Centralized database management MCP server 2 Claude Code, Codex, OpenCode 3 3,455 tok
estebanjosse/mcp-server-template A minimal, production-ready implementation of a Model Context Protocol (MCP) using the off 2 Claude Code, Codex, GitHub Copilot, OpenCode 21 —