How real projects configure their agents

31,993 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 Code31,986 Codex23,463 OpenCode22,407 GitHub Copilot3,565 Gemini CLI1,914 Cursor1,740 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
ex-takashima/glm-image-mcp-server 0 Claude Code 1 469 tok
block-88/gemini-computer-use-mcp A minimal MCP wrapper for Gemini Computer Use 0 Claude Code 1 —
shameelcinemagics/trello_mcp 0 Claude Code 1 893 tok
jjsmackay/obsidian-git-sync-mcp 0 Claude Code 1 454 tok
jclement/parks-mcp Camp, Eh? — campsite availability across Canadian park reservation systems (Alberta, BC, P 0 Claude Code 5 —
ssasuoirafen/airflow-mcp-server MCP server for Apache Airflow 2 over the REST API 0 Claude Code, Codex, OpenCode 2 413 tok
jsardinia/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
skromesch/mcplogview MCP server for exposing local and SSH log files as tools for AI agents 0 Claude Code 1 440 tok
timotheeiss/semantic-hints-mcp An MCP server to extract semantic hints from a GUI app 0 Claude Code, Codex, OpenCode 2 124 tok
benoib/roast-mcp-app 0 Claude Code, Codex, OpenCode 2 29 tok
myers-gh1328/tiny-loki-mcp 0 Claude Code, Codex, OpenCode 2 134 tok
san-rat/latex-mcp MCP server for LLM-driven LaTeX compile/inspect loops via Overleaf's CLSI, with a web UI 0 Claude Code 1 1,684 tok
vijayanan6/mcp-project 0 Claude Code 2 7,860 tok
vkmtx/veil-mcp npmjs.com Agent-native shell as an MCP server — quiet-by-default, addressable detail, effects-as-dat 0 Claude Code 1 589 tok
ProvisioInsights/LivingAtlas Living Atlas: private-first knowledge graph architecture, contracts, Cloudflare bootstrap, 0 Claude Code, Codex, OpenCode 2 849 tok
LaggySon/bbagent Autonomous ESPN fantasy baseball manager — lineup/IL optimization, waivers, fairness-gated 0 Claude Code 1 706 tok
JerryWhites/research-loop AI-moderated user-research pipeline: voice/text interviews → auto-analysis → semantic sear 0 Claude Code, Codex, OpenCode 2 1,281 tok
stevehaskew/churchsuite-mcp 0 Claude Code 1 403 tok
kud/mcp-bsky kud.io MCP server for Bluesky — search, read, and post via the AT Protocol. 0 Claude Code 1 226 tok
elfensky/macos-apps-mcp One consolidated MCP server for native macOS apps (Calendar, Reminders, Mail, …) — Python 0 Claude Code, Codex, OpenCode 2 1,278 tok
yfysnp/apple-mcp 0 Claude Code 1 271 tok
DC925928496/AI-godot-mcp AI-godot-mcp is a standalone Godot MCP service scaffold focused on real game development w 0 Claude Code, Codex, OpenCode 5 251 tok
liewcc/Herald_MCP Peer-to-peer AI communication system — lets Claude instances on different machines talk to 0 Claude Code 1 1,142 tok
zhixuan2333/PPK2-MCP 0 Claude Code 1 —
Lobang-Scout/sg-connectors Free, no-auth MCP connectors for Singapore SME data surfaces. First: sg-company-lookup (AC 0 Claude Code 1 495 tok
shadid06/github-issue-tracker-mcp 0 Claude Code 1 746 tok
Rajpopzein/yt-mcp yt-mcp-ashy.vercel.app 0 Claude Code, Codex 5 —
im-girisankar/mcp-toolbox [WIP experiment] MCP server exposing repo-search, reliability, and redteam tools to agents 0 Claude Code 1 214 tok
raldypessireron-dev/tradingview-mcp TradingView MCP server - control TradingView Desktop via Claude 0 Claude Code 1 1,873 tok
Abhiroy17/tradingview-mcp 0 Claude Code, GitHub Copilot 2 4,753 tok
matthijs1000/indesign-mcp MCP server that connects Claude Code to Adobe InDesign via osascript + ExtendScript 0 Claude Code 1 830 tok
expandingideas-ai/Mnemo-MCP 0 Claude Code, Codex, OpenCode 2 6,417 tok
cmagorian/trainheroicMcp TrainHeroic MCP 0 Claude Code 1 1,237 tok
scotteratigan/minecraft-rcon-mcp 0 Claude Code 1 1,008 tok
albeorla/personal-finance-agent Local MCP server giving an AI agent grounded, evidence-backed personal-finance tools: cash 0 Claude Code, Codex, OpenCode 4 303 tok
TrevorSquillario/ome-mcp Unofficial OME MCP Server 0 Claude Code 1 1,644 tok
SPS-Tech-is-now/weblogic-mcp This repository contains the MCP server for Weblogic 0 Claude Code 1 2,449 tok
a-g-e-n-t-s/mcp-server-discord KĀDI mcp-server-discord 0 Claude Code 1 2,916 tok
a-g-e-n-t-s/mcp-server-slack KĀDI mcp-server-slack 0 Claude Code 1 3,078 tok
a-g-e-n-t-s/mcp-client-discord KĀDI mcp-client-discord 0 Claude Code 1 2,211 tok
a-g-e-n-t-s/mcp-client-slack KĀDI mcp-client-slack 0 Claude Code 1 1,914 tok
anthromorphic-ai/te-sample-mcp-onboarding 0 Claude Code 1 1,489 tok
wynnset/marketplace-mcp 0 Claude Code, Codex, OpenCode 2 3,860 tok
jamesaoyama/fugu-mcp Sakana Fugu (multi-model orchestration) as MCP tools for Claude Code & OpenClaw — ask_fugu 0 Claude Code 4 —
sysphcd/claude_code_custom_mcp_server Build a custom mcp server within Claude code to fetch image, resize and remove background 0 Claude Code 2 895 tok
digster/obsidian-cli-mcp 0 Claude Code 1 189 tok
Ham12-3/tradinview-mcp 0 Claude Code, Codex, OpenCode 3 96 tok
a-g-e-n-t-s/mcp-server-git KĀDI mcp-server-git 0 Claude Code 1 11,772 tok
MrFalach/local-agent MCP server for Claude Code — auto-routes code tasks to a local model (free) and complex ta 0 Claude Code 1 1,353 tok
juanleon8581/taiga-mcp MCP server for Taiga project management API 0 Claude Code 3 479 tok