How real projects configure their agents

45,053 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 agents8,576Claude Code6,909Git and workflow3,638Data and AI3,577Backend and APIs3,561Languages3,499Planning3,322Code review2,907Testing2,704DevOps and cloud2,498Writing and docs2,488Memory and context2,373Research2,320Frontend2,317Security2,182Project management1,989

All Claude Code32,564 Codex24,947 OpenCode23,868 GitHub Copilot3,726 Gemini CLI2,040 Cursor1,770 Windsurf203 Kiro117

Project Stars Configures Files Always loaded
TAskMAster339/memos-engine pypi.org Memos builds a structural index (symbols, call edges, imports) of a codebase using tree-si 2 Codex, OpenCode 1 4,667 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
AtulFalle/ng-elemental ng-elemental.vercel.app Copy-paste Angular UI components with a CLI and MCP server — own the source, customize eve 2 Cursor 4 —
Knuckles-Team/documentdb-mcp DocumentDB A2A + MCP Server 2 Claude Code, Codex, OpenCode 2 4,278 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
angrysky56/mcp_coordinator The MCP Coordinator is a self-optimizing orchestrator that bridges the gap between high-le 2 GitHub Copilot 1 880 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 by meaning instead of keywords: local semantic and multimodal search over any corpus 2 Claude Code, Codex, OpenCode 2 3,297 tok
rebeccapowell/agent-atlas rebeccapowell.github.io A GitOps based MCP mesh to help organizations transform API's to an aggregated MCP tools c 2 GitHub Copilot 1 5,080 tok
kenithphilip/Tessera Signed provenance labels and taint-tracking policy for LLM agent security. The core librar 2 Claude Code 1 3,345 tok
prantikmedhi/lore NotebookLM orchestration for MCP clients (Codex/Cursor/Gemini/OpenClaw): repeatable pipeli 2 Codex, GitHub Copilot, OpenCode 2 685 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 2,576 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 5,175 tok
SabilMurti/Amneshia jsr.io Deterministic Knowledge Graph & Truth Maintenance Engine for AI Agents — SQLite FTS5 · Mar 2 Codex, OpenCode 1 2,077 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 1,548 tok
wallneradam/project-mem-mcp An MCP server that enables AI agents to persistently store and retrieve project informatio 2 Claude Code 1 4,896 tok
strait-dev/strait strait.dev Open-source job orchestration in a single Go binary. Background jobs and multi-step workfl 2 Claude Code, Codex, OpenCode 2 11,642 tok
magnusrodseth/claude-certified-architect claude-certified-architect.magnusrodseth.com Interactive quiz app for the Claude Certified Architect Foundations exam. 150+ questions, 2 Claude Code 1 355 tok
isomoes/all-in-mcp pypi.org A FastMCP-based Model Context Protocol (MCP) server providing academic paper search and PD 2 Claude Code 1 1,457 tok
JoeSoep/ai-dev-team Local-first AI development team cockpit for Codex, Claude Code, MCP shared memory, Telegra 2 Claude Code, Codex, OpenCode 2 499 tok
Taibur-Rahaman/Agent2Wp-AI-WordPress-Agent Security engine for WordPress AI Abilities — fail-closed risk classification, permission g 2 Claude Code, Codex, Gemini CLI, OpenCode 3 714 tok
Hamzaaleem230/Phase-III-Todo-AI-Chatbot phase-iii-todo-ai-chatbot-seven.vercel.app AI-powered Todo Chatbot built with Next.js, FastAPI, OpenAI Agents SDK, MCP, PostgreSQL, a 2 Gemini CLI 1 2,321 tok
AI-wuji/wuji-legion-codex Wuji Legion 2.0: a system-level Skill hub for ChatGPT Codex, responsible for calling other 2 Codex, OpenCode 1 674 tok
zpf2234/codexhub zpf2234.github.io Community-maintained index and quality radar for Codex Skills, Plugins, MCP, AGENTS.md, an 2 Codex, OpenCode 1 92 tok
akar5h/jakk Black-box security scanner for MCP servers — deterministic single-call probes, no LLM. 13 2 Claude Code 1 668 tok
yhooch/project-delivery-manager SaaS-ready product delivery management platform with requirements, project context documen 2 Codex, OpenCode 1 503 tok
ai-engineers-guild/apartment-hunter Rental apartment aggregator with MCP server, polygon search, and LLM scoring - built for K 2 Claude Code, Codex, OpenCode 4 232 tok
DrinkTea905/paper-piggy 🐷 PaperPiggy — helps AI agents truly understand your literature library: 39 MCP tools · c 2 Claude Code, Codex, OpenCode 2 23,615 tok
michaelolmos/tsaagan Human-like browser control for AI agents — verify-first (proves every action worked), with 2 Codex, OpenCode 1 1,227 tok
sderosiaux/oblivian oblivian.vercel.app 🧠 AI-Powered Spaced Repetition Learning App with Claude Desktop Integration 2 Claude Code 1 2,607 tok
SpdVpr/DeclassFileAgents declassfiles.com Open API for AI agents to research 29,000+ declassified U.S. government documents (Epstein 2 Codex, OpenCode 1 1,233 tok
kummahiih/secure-claude A hardened, containerized environment for running Claude Code as an AI agent with access t 2 Claude Code 1 261 tok
bitplane/vldmcp A distributed, FoaF MCP server using Velid and podman 2 Claude Code 1 1,634 tok
SFHAJJI/energy-copilot energy.soufien.lu Production Azure AI co-pilot for Luxembourg solar-PV prospecting: geospatial data, tenders 2 Claude Code 1 21,702 tok
bradheitmann/odin-sentinel npmjs.com Portable MCP governance protocol for multi-agent terminal teams: 27 tools, 13 resources, r 2 Claude Code, Codex, OpenCode 2 1,407 tok
peder1981/AdvPP itmix.com.br AdvPP - AdvPL/TLPP Compiler and IDE with complete language support 2 Claude Code 1 —
rashidazarang/email-intel Email infrastructure fingerprinting for macOS 2 Claude Code, Codex, OpenCode 2 619 tok
romeo111/OpenOnco openonco.info Free oncology decision support for tumor boards: cited treatment-plan drafts and Onco Wiki 2 Claude Code 3 3,558 tok
srobinson/fmm fmm turns a repo into queryable structure: file topology, exports, imports, dependencies, 2 Claude Code 1 131 tok
Dariolex/pubmed-search-agent Search PubMed in plain English: NL query translation, MeSH resolution, semantic relevance 2 Claude Code 2 3,580 tok
ArdurAI/ardur-agent Ardur — open-source personal AI agent. Lives in your terminal and across your messaging ch 2 Codex, OpenCode 1 1,263 tok
aki0225/AgentToolGate A local AI Agent tool governance gateway: it does not prevent prompt injection, but preven 2 Claude Code, Codex, OpenCode 2 807 tok