How real projects configure their agents

23,222 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
Jelloeater/ulanzi-mcp MCP server and CLI for Ulanzi TC001 Smart Pixel Clock (AWTRIX3 firmware) 2 Codex, OpenCode 1 953 tok
luthersystems/insideout-power insideout.luthersystems.com InsideOut for Kiro IDE — Agentic AI for conversational cloud infrastructure design, setup, 2 Codex, OpenCode 1 1,155 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
guozhijian611/submail A self-hosted unified inbox for humans and AI agents, with IMAP/POP3, SMTP, MCP, and a sec 2 Codex, OpenCode 1 1,386 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
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
trsdn/MistralDocAI-mcp npmjs.com MCP (Model Context Protocol) server for document-to-Markdown conversion using Mistral AI O 2 Codex, GitHub Copilot, OpenCode 2 1,599 tok
HKiOnline/prompter Simple Model Context Protocol Server for storing and calling your custom prompts, powered 2 Codex, OpenCode 1 787 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
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
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 4,127 tok
gocutover/cutover-mcp-public cutover.com Public version of Cutover MCP 2 Codex, OpenCode 1 739 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
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 2,572 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
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
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 1,654 tok
TailorAU/pact PACT — Protocol for Agent Consensus and Truth. The open standard for multi-agent consensus 2 Codex, OpenCode 1 4,024 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
terraboops/trellis Design agent teams that take ideas from concept to launch. Custom pipelines, sandboxed exe 2 Claude Code, Codex, OpenCode 2 245 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
saratihq/sarati sarati.io Self-hosted workflow automation with native version control — branch, review and merge you 2 Claude Code, Codex, OpenCode 2 1,291 tok
byrondelgado/mcp-archimate pypi.org MCP server for ArchiMate enterprise architecture modeling — build, validate and export mod 2 Claude Code, Codex, OpenCode 3 9,464 tok
Namraks-Labs/plaud-mcp Local MCP server that syncs Plaud Note Pro recordings (AI summaries + diarized transcripts 2 Codex, OpenCode 1 953 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 1,200 tok
FullThrottle83/jules-orchestrator-kit Framework-agnostic toolkit for orchestrating Google Jules background AI coding workers. 2 Codex, OpenCode 1 2,568 tok
rashidazarang/email-intel Email infrastructure fingerprinting for macOS 2 Claude Code, Codex, OpenCode 2 619 tok
ariffazil/AAA aaa.arif-fazil.com A2A v1.0 federation gateway and state plane. Routes intent. Displays state. Never judges, 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 5,338 tok
babywyrm/mcpnuke MCP red teaming & security scanner — enumerate, probe, and exploit Model Context Protocol 2 Codex, Cursor, OpenCode 6 1,087 tok
antonygiomarxdev/greedy Sovereign, local-first algorithmic trading engine. Single static binary. AI-native via MCP 2 Codex, OpenCode 1 1,066 tok
DaveGold/mcp-metadata-demo davidgolverdingen.nl Demo MCP server + MCP apps showing a rich-metadata strategy for AI tooling. Companion to t 2 Claude Code, Codex 1
ai-for-war/warmind_ai 2 Claude Code, Codex, OpenCode 7 534 tok