How real projects configure their agents

44,996 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
charmonye/landkit Reusable file-first kit for AI-assisted landscape design projects. 15 Codex, OpenCode 1 1,533 tok
teklabsdigital/x2-method AI builds faster than anyone, with no skin in the game and no memory of yesterday. How do 15 Claude Code 1 —
shirley-xue-2025/usage-guard Proactive 5h usage guard for Claude Code (macOS). Pause before extra wallet on long batch/ 15 Codex, OpenCode 1 372 tok
buildoak/fieldwork-skills Battle-tested skills for AI agents that do real work 15 Codex, OpenCode 1 712 tok
ishwarjha/lumen-product-management 18-agent Claude Code PM co-pilot for founders and product leaders. Runs inside Claude Code 15 Claude Code 1 995 tok
EntityProcess/agentv agentv.dev Light-weight AI agent evaluation and optimization framework 15 Claude Code, Codex, OpenCode 2 3,189 tok
iblai/api ibl.ai Agent skills + a chat MCP server to operate the ibl.ai platform via its REST API. Install: 15 Claude Code 1 2,797 tok
DKeken/codex-skills-alternative 17 vendor-neutral Agent Skills (SKILL.md) reimplementing the Codex Creative Production + P 15 Codex, OpenCode 1 352 tok
radimsem/forge-skills Combines the most-used agentic skills into one unified issue-fixing workflow — a true blac 15 Claude Code 1 1,884 tok
Swih/mistral-mcp npmjs.com Mistral MCP server for document extraction: invoices, contracts and typed JSON from text, 15 Claude Code 1 3,406 tok
graph-memory/graphmemory graphmemory.dev MCP server that builds a semantic graph memory from your project — indexes docs, code, and 15 Claude Code 1 815 tok
PinMeTo/pinmeto-location-mcp pinmeto.com PinMeTo MCP server that enables users with authorized credentials to unlock their data 15 Claude Code, Codex, OpenCode 4 2,582 tok
cloudx-io/cloudx-sdk-agents docs.cloudx.io AI-agent guidance for integrating the CloudX SDK — Claude Code, Codex, and Cursor. Facts f 15 Claude Code, Codex, OpenCode 2 524 tok
NiclasOlofsson/dbt-core-mcp dbt Core MCP Server: Interact with dbt projects via Model Context Protocol 15 GitHub Copilot 4 8,657 tok
kojott/claude-docu-optimizer Claude Code plugin for optimizing CLAUDE.md and docs/ ecosystem. Token analysis, anti-patt 15 Claude Code 1 728 tok
prodlint/prodlint prodlint.com Production readiness for vibe-coded apps: a zero-config CLI, MCP server and GitHub Action 15 Claude Code, Codex, OpenCode 2 9,373 tok
whitequeen306/code-cortex-loop One-command AI code quality pipeline: review, security, tests, performance, simplify & cle 15 Codex, OpenCode 1 1,601 tok
aliaihub/skilldeck Desktop app for managing AI agent skill files across projects and tools 15 Claude Code 1 3,753 tok
JavanC/Homunculus 15 Claude Code 1 763 tok
OpenScribbler/syllago syllago.dev A content management system for AI coding tools. Convert between tools, bundle content int 15 Claude Code, Codex, OpenCode 7 1,138 tok
robot-accomplice/architext npmjs.com Local JSON-backed architecture, release truth, rules, and dataflow viewer for data-only re 15 Claude Code, Codex, OpenCode 2 7,852 tok
45ck/skill-harness Umbrella installer and agent harness for the skill-pack suite across Claude and Codex. 15 Claude Code, Codex, OpenCode 2 2,503 tok
ponylabs/VibeGuard A lightweight governance layer for vibe coding projects. 15 Codex, OpenCode 1 34 tok
pdufour/browser-use-wasm pdufour.github.io 15 Cursor, Gemini CLI 2 738 tok
vitas/evidra evidra.cc Open-source MCP execution-evidence recorder: wraps one upstream MCP server and records wha 15 Claude Code 1 2,131 tok
polyblank66/Nyamu Minimal MCP server for Unity, designed to reliably check script compilation 15 Claude Code, Codex, Gemini CLI, OpenCode 3 2,935 tok
AliceLJY/recallnest aliceljy.github.io One memory, every terminal — a shared memory layer for any MCP client. 15 Claude Code 1 20,206 tok
adham90/opentrace Observability engine for AI coding agents. Custom columnar log store, MCP-native, self-hos 15 Claude Code 1 953 tok
dvcrn/mcp-server-subagent MCP for letting agents delegate tasks to sub-agents (Claude Code, Aider, Q) 15 Claude Code 1 1,499 tok
namastexlabs/automagik-tools deepwiki.com From API to AI in 30 Seconds - Transform any API into an intelligent MCP agent that learns 15 Claude Code, Codex, OpenCode 22 3,783 tok
Osc2405/pbi-context pypi.org AI context engine for Power BI models — turns .pbit/.pbip (TMDL) into indexed, queryable c 15 Claude Code 2 16,088 tok
RiggdAI/uniqent uniqent.ai Any brain, any agent. Package an AI agent's brain — persona, MCP stack, skills, memory, co 15 Claude Code 1 3,925 tok
tianqitang1/enrichr-mcp-server 15 Claude Code 1 1,097 tok
pmady/gpu-mcp-server gpu-mcp-server.readthedocs.io MCP server for NVIDIA GPU metrics give AI agents real-time access to GPU utilization, memo 15 Codex, OpenCode 1 433 tok
tanaikech/FileSearchStore-extension medium.com This repository introduces a Gemini CLI extension that integrates File Search feature. Thi 15 Gemini CLI 1 25 tok
Thomas97460/quota-tracker High-precision quota and token monitoring for AI Agents. Real-time analytics and usage tra 15 Claude Code, Codex, OpenCode 2 2,475 tok
elsejj/ai-tools ai-tools call your llm based tools through shortcut (ctrl-q) in any application 15 Codex, OpenCode 1 827 tok
PrashamTrivedi/valtown-mcp-server ValTown MCP Server - Execute ValTown functions from AI assistants 15 Claude Code 1 602 tok
CsabaKovacs/rulesmith Local-first CLI + MCP server that maps repositories and generates evidence-backed AI agent 15 Claude Code, Codex, GitHub Copilot, OpenCode 11 4,962 tok
huanshenyi/serverless-mcp-servers-cdk Sample implementations of MCP Servers running on AWS Serverless compute Resources 15 Claude Code 1 730 tok
barvhaim/remy-mcp A Model Context Protocol (MCP) server that provides programmatic access to Israeli Land Au 15 Claude Code, GitHub Copilot 2 3,241 tok
gldc/mcp-postgres 15 Claude Code, Codex, OpenCode 2 1,471 tok
Agnuxo1/p2pclaw-mcp-server p2pclaw.com MCP server + REST API for the P2PCLAW decentralized AI research network. Lets agents publi 15 Claude Code 1 2,252 tok
h4ndzdatm0ld/otg-mcp Open Traffic Generator - Model Context Protocol 15 Claude Code 1 3,211 tok
SPANDigital/mcp-server-dump A command-line tool to extract and document MCP (Model Context Protocol) server capabiliti 15 Claude Code 1 2,787 tok
zernie/vigiles vigiles.sh Like Lighthouse for your agent harness - verify your CLAUDE.md/AGENTS.md, skills & hooks a 15 Claude Code 21 9,657 tok
wmoto-ai/mcp-outlook-tools 15 Claude Code 1 706 tok
TechFernandesLTDA/apex-mcp MCP Server for Oracle APEX 24.2 — create, inspect and modify APEX apps via natural languag 15 Claude Code 1 4,047 tok
gitsang/codock.nvim A Neovim plugin that opens a terminal with the Coding Agent (crush, opencode, claude, gemi 15 Codex, OpenCode 1 630 tok
MarkusOdenthal/the-knowledge-stack Claude Code plugins from The Knowledge Stack. Tools for developers who ship. 15 Claude Code 10 961 tok