How real projects configure their agents

23,799 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
hlebtkachenko/spaceship-mcp MCP server for www.Spaceship.com — domains, DNS, contacts, transfers, SellerHub (27 tools) 2 Codex, OpenCode 1 336 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
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
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
Knuckles-Team/documentdb-mcp DocumentDB A2A + MCP Server 2 Claude Code, Codex, OpenCode 2 4,280 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
prantikmedhi/lore NotebookLM orchestration for MCP clients (Codex/Cursor/Gemini/OpenClaw): repeatable pipeli 2 Codex, GitHub Copilot, OpenCode 2 685 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
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
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
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
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
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
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
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
rashidazarang/email-intel Email infrastructure fingerprinting for macOS 2 Claude Code, Codex, OpenCode 2 619 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
airiclenz/llama-launcher Profile-based launcher for local LLM servers - start, stop and switch models on llama.cpp, 2 Claude Code, Codex, OpenCode 4 1,079 tok
sandraschi/speech-mcp FastMCP 3.2 speech gateway: FunASR local STT, Gemini Live/TTS, Hume, ElevenLabs cloning, w 2 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 7 2,891 tok
lfyxhappy/lfcode Local-first open-source AI coding workspace for desktop, terminal, sessions, skills, brows 2 Codex, OpenCode 1 3,727 tok
lee-lou2/sidekick Personal AI agent with memory, task scheduling, and plug-and-play custom tools — built on 2 Claude Code, Codex, OpenCode 2 14,274 tok
khef-labs/khef-mac khef.ai Khef (Mac) 2 Claude Code, Codex, OpenCode 3 7,244 tok
david-2814/metis david-2814.github.io Local-first AI dev agent for your terminal — provider-agnostic, cost-aware, self-improving 2 Claude Code, Codex, OpenCode 2 27,237 tok
chevyphillip/system-designer-mcp MCP server for creating and validating UML system models with System Runtime bundle genera 2 Claude Code, Codex, OpenCode 2 2,797 tok
m-oonn/rag-aiops-platform Enterprise RAG knowledge base Q&A system + AIOps operations diagnosis Agent (Plan-Execute- 2 Claude Code, Codex, OpenCode 2 42,279 tok
ArisRhiannon/vibecheck arisrhiannon.github.io Offline, no-AI "safe to ship?" gate for vibe-coded apps — finds the security mistakes AI c 2 Codex, OpenCode 1 490 tok
sAjAd-2006/bizinsight-agent BizInsight Agent: multi-agent business intelligence system for automated business data ana 2 Codex, OpenCode 1 709 tok
maxencebernardhub/ai-engineering-labs lab08-frontend-maxencebernardhub.s3-website.ca-central-1.amazonaws.com Hands-on AI engineering labs: OpenAI, Anthropic, Google, local models. From a first API ca 2 Claude Code, Codex, Gemini CLI, OpenCode 5 568 tok
ekhodzitsky/kimi-wire crates.io Typed Rust client for the Kimi Code CLI Wire protocol. 2 Codex, OpenCode 1 2,238 tok
r2cuerdame/DevHotel Every project gets its own room — a browser for isolated local development servers. Easy S 2 Codex, OpenCode 1 315 tok
responsible-genai-hackweek/nicer-nisar exploring agents and nisar data 2 Claude Code, Codex, OpenCode 4 172 tok
microsoft/Build26-BRK228-modern-resiliency-from-build-to-recovery-through-agentic-ai build.microsoft.com Resources for using the Resiliency Agent, Azure MCP Server, and Azure Advisor to identify 2 Codex, GitHub Copilot, OpenCode 2 1,029 tok
TheFractalyst/MetatraderMCP MCP server for MetaTrader MQL4/MQL5 documentation (4853 entries). Provides AI assistants w 2 Codex, OpenCode 1 970 tok
sneldao/ligis ligis.vercel.app Ligis is the portable identity and credential layer for AI agents on the Pharos Network. 2 Codex, OpenCode 1 13,474 tok
JonHHH09/job-engine-spring Local-only MCP server for normalized candidate profiles and jobs, explainable profile-to-j 2 Claude Code, Codex, OpenCode 3 3,770 tok
manuelpenazuniga/ClawCrate Policy + evidence for everything your AI agent executes. 🦀 Kernel-native sandbox for agen 2 Claude Code, Codex, OpenCode 2 9,152 tok
XingCheng3/Connect_MSSQL_MCP MCP server for MSSQL with dynamic per-request connection args (read-only by default) 2 Codex, OpenCode 1 673 tok
mahdisanagostar/chef Project-local runtime for Claude and Codex with graph-first knowledge, MCP wiring, and pac 2 Claude Code, Codex, OpenCode 4 1,304 tok