How real projects configure their agents

43,636 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
jj-valentine/cerebellum james-valentine.com Agent-readable second brain using PostgreSQL + pgvector for semantic search and memory sto 38 Claude Code 1 459 tok
Nayshins/ummon The semantic layer for software engineering: Connect code to meaning, build on understan 38 Claude Code 1 926 tok
surendranb/google-search-console-mcp Google Search Console MCP Server for Claude, Cursor, Windsurf and other MCP Clients 38 Codex, OpenCode 1 955 tok
clubpay/ronykit API Framework supporting REST and RPC. 38 Claude Code, Codex, OpenCode 4 2,163 tok
lineai-intelligence/lineai-mcp-server codelogic.com An MCP Server to utilize Lineai's rich software dependency data in your AI programming ass 38 GitHub Copilot 1 714 tok
worktale/worktale-cli Your dev story, told beautifully. Worktale turns your git history into a personal record 38 Claude Code 1
trendmicro/vision-one-mcp-server The Trend Vision One Model Context Protocol (MCP) Server enables natural language interact 38 Claude Code 1 1,668 tok
streetrace-ai/streetrace streetrace.ai Open runtime + DSL for structured multi-agent systems. 38 Claude Code 11 2,745 tok
breakstring/agent-deck breakstring.github.io A local-first hardware control surface for Codex — live task status, quota, pets, and safe 38 Codex, OpenCode 1 2,638 tok
Aboudjem/ERC-3643 ERC-3643 - Raptor Version is a simple, educational look at the T-REX standard. Using Solid 38 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 2,713 tok
SamFold/Mcp.Net A fully featured C# implementation of Anthropic's Model Context Protocol (MCP) 38 Codex, OpenCode 1 1,417 tok
retracesoftware/retracesoftware retracesoftware.com Turn failed Python tests and CI runs into replayable debug sessions. 38 Codex, OpenCode 4 3,578 tok
agent-bridges/ab agent-bridge.dev agent-bridge 38 Codex, OpenCode 1 1,140 tok
yokingma/weclaws Self-hosted multi-user WeChat AI agent console supporting web management, Docker deploymen 38 Claude Code, Codex, OpenCode 3 769 tok
requix/kiro-team Multi-agent orchestration for Kiro CLI - coordinate specialized AI agents to tackle comple 38 Claude Code, Kiro 5
BayramAnnakov/synthetic-market-research Agent skill for fast, cheap market research using LLM synthetic surveys + Semantic Similar 38 Claude Code 1 3 tok
jamesmontemagno/spec-driven-app-template This is a template for using agent mode with MCP servers to do research driven development 38 GitHub Copilot 2 200 tok
firecrawl/last30flames Agent skill that researches what's actually new about any topic in a recent time window - 38 Claude Code 1 232 tok
spruikco/fat-agent-skill FAT Agent (Fix, Audit, Test) — a Claude Skill that automates post-launch website QA. Audit 38 Claude Code 1 736 tok
heffrey78/lifecycle-mcp MCP server for managing project lifecycles 38 Claude Code 2 3,087 tok
adrian-d-hidalgo/nestjs-mcp-server 38 Claude Code 16 1,245 tok
TrueCrimeDev/ahk-mcp AutoHotkey v2 MCP Server with prompts, code completion, and diagnostics 38 Claude Code, Codex, OpenCode 16 1,639 tok
galaxyproject/galaxy-mcp 38 Claude Code 1
dguido/google-workspace-mcp npmjs.com MCP server for Google Drive, Docs, Sheets, Slides, Calendar, Gmail, and Contacts 38 Claude Code 1 1,704 tok
theafh/ai-modules A collection of professional AI skills, packaged as Claude and Codex plugins and deployabl 38 Claude Code, Codex, OpenCode 2 5,050 tok
padmarajnidagundi/Playwright-AI-Agent-POM-MCP-Server Playwright AI Agent POM MCP ServerPlaywright AI Agent using Page Object Model (POM) archit 38 Claude Code, Codex, GitHub Copilot 10 1,344 tok
trip2g/trip2g trip2g.com Open-source MCP knowledge mesh - self-host your second brain, expose it to AI agents, fede 38 Claude Code, Codex, OpenCode 2 3,217 tok
MonadWorks/agentify Agent Interface Compiler — One command. Every agent speaks your product. Transform OpenAPI 38 Claude Code, Codex, OpenCode 2 2,479 tok
ahundt/ai-session-search Ultra-fast rust-powered AI agent session search and analysis. Search millions of messages 38 Claude Code, Codex, OpenCode 3 1,343 tok
mistval/yozakura mistval.github.io An LLM-powered social simulation engine 38 GitHub Copilot 1 409 tok
LeanOS-Technologies/strategy-os leanos.tech The validation layer for solo founders. Research, strategy, and validation on Claude Code 38 Claude Code 16 988 tok
dweekly/quicken-mac-mcp dweekly.github.io MCP server providing read-only access to Quicken For Mac financial data via Claude 38 Claude Code 1 343 tok
stephanj/LSP4J-MCP A Java MCP (Model Context Protocol) server that wraps JDTLS (Eclipse JDT Language Server) 38 Claude Code, Codex, OpenCode 2 549 tok
CopilotKit/skills AI agent skills for CopilotKit — setup, develop, integrate, debug, upgrade, and contribute 38 Claude Code, Codex, OpenCode 2 356 tok
ankitmundada/awesome-gemini-cli-subagents 100+ subagents for gemini-cli 38 Gemini CLI 1 589 tok
gabelul/slopbuster Strips the AI tells out of prose, code, and academic writing. 152 patterns from real AI-vs 38 Claude Code 1 779 tok
decriptor/AvaloniaUI.MCP decriptor.github.io MCP server for AvaloniaUI 38 Claude Code 1 1,146 tok
kkollsga/kglite Embedded Cypher knowledge graph for Python and Rust. Bundled MCP server, describe() schema 38 Claude Code 1 13,278 tok
DanWahlin/github-azure-agentic-journeys aka.ms Idea → Prototype → Reality: Agentic journeys to help you build and deploy applications to 38 Claude Code, Codex, OpenCode 10 2,944 tok
Dicklesworthstone/fastmcp_rust Rust framework for building Model Context Protocol servers with cancel-correct async, zero 38 Codex, OpenCode 1 12,004 tok
inceptyon-labs/TARS TARS is a centralized hub for discovering, creating, editing, and managing Claude Code res 38 Claude Code, Codex, OpenCode 11 552 tok
OpenCognit/Opencognit opencognit.mytherrablockchain.org The open-source AI agent OS. CEO orchestrator, persistent memory, real execution, atomic b 38 Claude Code 1 1,642 tok
webdriverio/mcp npmjs.com A Model Context Protocol (MCP) server that enables AI assistants to interact with web brow 38 Claude Code 1 3,125 tok
raye-deng/open-code-review codes.evallab.ai 🤖 AI code quality gate for AI-generated code. Detects hallucinated packages, phantom depe 38 GitHub Copilot 1 162 tok
indranilbanerjee/socialforge indranil.in An open-source social media production system that turns a content calendar into on-brand 38 Codex, OpenCode 1 1,181 tok
untra/operator operator.untra.io 📞 Operator! Multi-agent orchestration application for AI assisted kanban shaped software 38 Claude Code 5 3,973 tok
zero8dotdev/smriti Shared memory for AI-powered engineering teams. Captures, indexes, and recalls conversatio 38 Claude Code, Codex 2 2,832 tok
skyllc-ai/UltraFastFileSearch Ultra-fast file search for Windows using NTFS MFT 38 Claude Code 3 2,058 tok
Azure-Samples/claude learn.microsoft.com Deploy Anthropic Claude on Microsoft Foundry with `azd up` (Bicep or Terraform) and call i 38 Codex, GitHub Copilot, OpenCode 2 2,808 tok
kocakli/Trello-Desktop-MCP trello.mcplab.tr Trello integration for Claude Desktop via Model Context Protocol (MCP) - 19 tools for comp 38 Claude Code 1 893 tok