How real projects configure their agents

32,008 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
Codesteward/codesteward-graph codesteward.ai Structural code graph server for AI agents — parses repositories into a Neo4j graph via tr 2 Claude Code 1 3,787 tok
simozampa/clankerchat npmjs.com comms for your coding agents 2 Claude Code, Codex, OpenCode 2 94 tok
adder-factory/cartograph Semantic code intelligence for AI coding agents — 45% fewer tool calls, 17% faster explora 2 Claude Code, Codex, OpenCode 2 4,181 tok
chakkritte/ollama-web-tools-mcp Claude Code MCP server for web search and fetch. Supports Ollama's hosted API instance. 2 Claude Code 1 537 tok
invertible-statue269/colign Align teams on specs before AI writes code, so you review, plan, and build with less rewor 2 Claude Code 1 444 tok
brannow/idea-mcp-control JetBrains IDE plugin (currently PhpStorm) that gives AI agents full debugger control via M 2 Claude Code 1 2,600 tok
Paul-hengChen/agent-governance-mcp MCP server for multi-IDE AI agents — server-side gates for shared state, rule drift, and l 2 Claude Code, Codex, OpenCode 2 3,816 tok
Haris0059/ibu-mcp mine.ibu.edu.ba MCP server for International Burch University (IBU) student information system — query gra 2 Claude Code 6 583 tok
leaf76/session-collab-mcp npmjs.com Provider-agnostic MCP collaboration server: claim files, persist working memory, and preve 2 Claude Code, Codex, OpenCode 2 1,808 tok
duyet/duyet-mcp-server mcp.duyet.net Remote MCP for duyet.net 2 Claude Code 1 2,567 tok
FallDownTheSystem/converse Converse MCP Server 2 Claude Code 1 3,867 tok
MyTaskly/mcp mytasklyapp.com Model Context Protocol (MCP) server for MyTaskly with OAuth 2.1 JWT authentication and mob 2 Claude Code 8
Harery/OCTALUME AI-native SDLC framework for regulated industries. 8 phase-gated stages, 9 specialized age 2 Claude Code 9 1,518 tok
akougkas/helios-mcp ☀️Helios MCP: Give your AI permanent memory & personality! Install once, AI remembers fore 2 Claude Code 1 2,305 tok
tdwhere123/Do-SOUL-Alaya The local-first memory plane for CLI coding agents. Codex and Claude Code attach via MCP; 2 Claude Code, Codex, OpenCode 2 2,298 tok
shanevcantwell/llauncher reflectiveattention.ai llama-server model endpoint manager with JiT swapping with human UI, MCP and pi extension 2 Claude Code 1 1,286 tok
dreamiurg/datadog-mcp 117 read-only Datadog tools for your AI. Every observability pillar. Zero writes. Zero reg 2 Claude Code, Codex, OpenCode 2 526 tok
Alexfp28/huginnDB huginndb.vercel.app Desktop database manager for PostgreSQL, MySQL, SQLite, MongoDB and SQL Server, built with 2 Claude Code 1 5,264 tok
mimeCam/mcp-devbrain-stdio devbrain.io DevBrain - MCP Server for Indie Developers and Founders. Remote MCP server at: https://dev 2 Claude Code 1 5 tok
billlzzz26/blink-md High-performance Notion document sync and conversion engine with Universal IR support for 2 Claude Code, Codex, OpenCode 8 4,174 tok
amkisko/scout_apm_mcp.rb rubygems.org Ruby gem providing ScoutAPM API client and MCP (Model Context Protocol) server tools for f 2 Claude Code, Codex, OpenCode 6 4,137 tok
sushichan044/bundlephobia-mcp bundlephobia-mcp.sushichan044.workers.dev Allow your AI to consider the bundle size and tree-shakeability of npm packages. 2 Claude Code 1 934 tok
AojdevStudio/hermes-satellite aojdevstudio.github.io Remote Hermes execution and satellite verification over authenticated MCP. Dispatch tasks 2 Claude Code 7
caspel26/shimwire Mock an OpenAPI/Swagger spec into a fake server, or run git-friendly TOML test collections 2 Claude Code 1 1,075 tok
rishi-banerjee1/prompt-control-plane getpcp.site The control plane for AI prompts. Score, enforce policy, lock config, audit prompts, and r 2 Claude Code 1 1,213 tok
flytohub/flyto-ai flyto2.com Plans new work as Flyto2 workflows, then reuses exact solved procedures without another pl 2 Claude Code, Codex, OpenCode 2 1,866 tok
Holley-Studio/thesmos-governance holley.studio AI governance CLI, GitHub Action, VS Code extension & MCP server — 1,075 rules for Claude, 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 8 11,045 tok
hybridindie/comfyui_mcp Secure MCP server for ComfyUI — workflow inspection, path sanitization, rate limiting, and 2 Claude Code, Codex, OpenCode 2 4,166 tok
keugenek/reactor keugenek.github.io Predict LinkedIn post performance before you publish. GO/WAIT/IMPROVE/NO verdict, impressi 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 611 tok
demwick/hukuk-agent Türk hukuku doküman asistanı — Claude Code için MCP server + skill. Dilekçe, sözleşme, iht 2 Claude Code 1 2,280 tok
waabox/llm-backlog A Git-native backlog designed for both humans and LLM agents. Tasks live as simple Markdow 2 Claude Code, Codex, OpenCode 2 2,319 tok
CueCrux/Crux cuecrux.com Retrieval engine with cryptographic receipts. Token-budgeted search, fact store, gap repor 2 Claude Code, Codex, OpenCode 2 1,945 tok
Knuckles-Team/documentdb-mcp DocumentDB A2A + MCP Server 2 Claude Code, Codex, OpenCode 2 4,127 tok
pkmdev-sec/cocoindex-claude-code Complete knowledge base system with semantic search for Claude Code CLI. Powered by CocoIn 2 Claude Code 1 401 tok
DROOdotFOO/vault-tree MCP server for headless Obsidian vaults with superpowers 2 Claude Code 1 601 tok
winsznx/flightrules Turns SigNoz traces into deterministic release contracts that catch skipped checks, duplic 2 Claude Code 1 2,237 tok
dbareagimeno/enu dbareagimeno.github.io A terminal-first Lua runtime with an extensible coding agent, shipped as a single static G 2 Claude Code 18 5,040 tok
mcp-reg/mcp-sub-registry mcp-reg.com Your own Unified MCP Marketplace: self-hosted, GitOps-driven, and IDE-ready. 2 Claude Code 1 196 tok
Ultraivanov/deus-in-machina deus-in-machina.vercel.app Design System Runtime (DSR) — proprietary design-system runtime. Use only with explicit pe 2 Claude Code, Codex, OpenCode 4 712 tok
sequelcore/kiln Domain-agnostic AI orchestration engine for channels, tools, LLMs, RAG, and safety pipelin 2 Claude Code, Codex, OpenCode 3 1,730 tok
craftled/openklip openklip.com Agent-native video toolchain. Local-first video editing for agents and humans. CLI and MCP 2 Claude Code, Codex, OpenCode 7 22,953 tok
jeffbai996/vecgrep grep using meaning and similarity instead of keywords - local/self-hosted, multimodal, and 2 Claude Code, Codex, OpenCode 2 3,297 tok
kenithphilip/Tessera Signed provenance labels and taint-tracking policy for LLM agent security. The core librar 2 Claude Code 1 3,345 tok
wdwdev/discord-archive Archive Discord servers to PostgreSQL and query them from Claude Code over MCP — SQL, inte 2 Claude Code 2 1,643 tok
frostney/pascal-mcp-sdk frostney.github.io FreePascal-native MCP (Model Context Protocol) server library — expose tools, resources, a 2 Claude Code, Codex, OpenCode 20 2,572 tok
waleedkhanbaloch/claude-code-safety-net waleedkhanbaloch.github.io 🛡️ Enhance code safety with Claude Code Safety Net, a tool designed to identify and mitig 2 Claude Code, Codex, OpenCode 2 3,226 tok
bassotov/deck PowerPoint for agents. Your agent writes the deck as plain markdown; you open it and draw 2 Claude Code 1 4,896 tok
lidless-labs/adguardctrl lidless.dev One bad call can take down your DNS filtering. adguardctrl gates every AdGuard Home write 2 Claude Code, Codex, OpenCode 2 1,519 tok
iMateo/fastpanel-mcp MCP server for FastPanel 2 — manage sites, databases, SSL, nginx configs from Claude/Curso 2 Claude Code 1 2,488 tok
wallneradam/project-mem-mcp An MCP server that enables AI agents to persistently store and retrieve project informatio 2 Claude Code 1 4,693 tok