How real projects configure their agents

23,761 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
cortadel/cortadel cortadel.ai Self-hosted long-term temporal graph memory for AI agents — MCP, REST and a dashboard in o 6 Claude Code, Codex, OpenCode 2 3,971 tok
dbhosbu-dotcom/renwei Renwei — book-length Chinese AI humanizer. 51 rules covering AI tells, Euro-Chinese syntax 6 Codex, OpenCode 1 863 tok
ldilov/harness-forge AI coding agent runtime that makes LLMs understand your codebase with repository-aware con 6 Claude Code, Codex, OpenCode 3 4,585 tok
zenml-io/kitaru-skills zenml.io Agent skills for designing and building durable AI agent workflows with Kitaru 6 Claude Code, Codex, OpenCode 2 2,817 tok
yailPeralta/ast-mcp-server astmcp.com Correctness-oriented MCP server and batch CLI for compact structural reads and reviewed Ty 6 Codex, OpenCode 1 50 tok
choiyounggi/dev-loop LLM Knowledge Management • Wiki-grounded verification • RFC-based documentation • Best pra 6 Claude Code, Codex, OpenCode 1 4,134 tok
metago-ai/metagolifeform metago.life MetaGO Agent Harness (agent runtime control suite) — 100 skills · 112 MCP tools (55+57) / 6 Claude Code, Codex, OpenCode 1 37,859 tok
ambiental-media/jor-mcp jormcp.ambiental.media MCP server for newsrooms, developed by Ambiental Media. / Servidor MCP para redações, de 6 Claude Code, Codex, GitHub Copilot, OpenCode 9 2,600 tok
Ker102/Harneloop harneloop.kaelux.dev Build self-improving AI agent harnesses with portable harness units, artifact-aware testin 6 Codex, OpenCode 1 1,014 tok
zaxardery8011-design/execution-proofs Runtime artifact existence & freshness verification for AI agent completion claims. A ligh 6 Codex, OpenCode 1 2,121 tok
thierry-gilgen-ict/engawa Engawa — the open toolkit for agent-native websites. Bring your agent. 6 Codex, OpenCode 1 772 tok
blendsdk/fluentui-mcp Agent Skill that teaches AI coding assistants Microsoft Fluent UI React v9 with component, 6 Claude Code, Codex, OpenCode 2 1,126 tok
lidless-labs/immichctrl lidless.dev Your photo library outgrew the click-grid. immichctrl gives shells, cron, and agents one t 6 Claude Code, Codex, OpenCode 2 1,600 tok
az-coder-123/excel-mcp Excel MCP Server: Connect AI agents to Excel/CSV files. Securely read, query, and analyze 6 Codex, OpenCode 1 1,977 tok
Reederey87/grok-build-codex-plugin Codex CLI plugin: delegate reviews and bounded coding tasks to the local Grok Build CLI vi 6 Claude Code, Codex, OpenCode 2 733 tok
liatrio-labs/slash-command-manager Python CLI tool and MCP server for generating slash commands in AI coding assistants (Curs 6 Codex, OpenCode 1 254 tok
AdamRussak/self-doc Self-hosted documentation RAG pipeline that serves semantic search to LLM agents over the 6 Codex, OpenCode 1 985 tok
blake-simpson/belmont An agent agnostic, project agnostic, AI toolkit for running structured coding sessions wit 6 Claude Code, Codex, OpenCode 2 12,735 tok
azuma520/cinematic-ui akseolabs.com A reasoning-first cinematic web design skill. Makes AI think like a film director — resear 6 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,879 tok
CaesiumY/rocky-skills Rocky's voice from Project Hail Mary as a Claude Code skill — blunt diagnosis, compressed 6 Codex, Gemini CLI, OpenCode 2 1,694 tok
xiaozhi86/qamaster An intelligent R&D productivity assistant based on large language models. It deeply analyz 6 Codex, OpenCode 1 655 tok
openplanr/OpenPlanr openplanr.dev The open harness around your coding agent. Plans live in your repo as files, your agent bu 6 Claude Code, Codex, OpenCode 2 451 tok
moasq/ios-dev-agent Universal iOS development agent - skills, rules, MCP servers for Claude Code, Codex, Curso 6 Claude Code, Codex, Gemini CLI, OpenCode 3 725 tok
Parth308/auditx auditx-cli.vercel.app 6 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 415 tok
open-horizon-labs/repo-native-alignment Code is a graph serialized as text. Agents fail when they reason over the serialization in 6 Claude Code, Codex, OpenCode 35 3,895 tok
bengous/claude-code-plugins Opinionated plugins and workflow extensions for Claude Code. 6 Claude Code, Codex, OpenCode 14 1,796 tok
windyroad/agent-plugins windyroad.github.io Claude Code plugins for architecture governance, risk management, TDD, and delivery qualit 6 Claude Code, Codex, OpenCode 3 2,359 tok
thrashr888/thrashr888-agent-kit Claude Code plugins and marketplace 6 Claude Code, Codex, OpenCode 3 1,912 tok
gyuha/forge gyuha.com An agent-engineering workflow plugin for Claude Code — one task, one cycle: ask·plan → exe 6 Claude Code, Codex, OpenCode 2 21,563 tok
promptctl/laws Claude Code plugin: laws for writing high quality code and llm guidance 6 Claude Code, Codex, OpenCode 4 200 tok
Locface/AgentSec agentsec.site 6 Codex, OpenCode 1 103 tok
prathamdby/skills 📚 A collection of my day-to-day skills. 6 Codex, OpenCode 1 510 tok
crabsmadethis/d2r-horadric-tools Offline Diablo II: Resurrected toolkit for save editing, character creation, creating your 6 Claude Code, Codex, OpenCode 2 1,908 tok
jan3dev/agentic-aqua a1lab.com MCP server and CLI to manage assets in Bitcoin and Liquid 6 Codex, Cursor, OpenCode 2 3,431 tok
cirwel/unitares cirwel.org Accountability infrastructure for long-running AI agents. Self-hosted MCP server: identity 6 Claude Code, Codex, OpenCode 2 22,047 tok
swkstudios/unifi-fabric-mcp-server MCP server for UniFi Fabric API: manage your entire UniFi network through any AI assistant 6 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,058 tok
frontsail-ai/aspicio aspicio.frontsail.app DXF and vector-PDF viewer for the web and AI agents — TypeScript parse→tessellate→render e 6 Claude Code, Codex, OpenCode 2 3,293 tok
ratatatat1/pingcode-mcp 6 Claude Code, Codex, OpenCode 2 974 tok
aa-on-ai/agentic-design-system agentic-design-system-lovat.vercel.app A design practice for coding agents: product-aware UI workflows, rendered evidence, and re 6 Claude Code, Codex, OpenCode 2 475 tok
cyanheads/libofcongress-mcp-server npmjs.com Search LOC digital collections, browse Chronicling America newspapers with full OCR text, 6 Claude Code, Codex, OpenCode 2 17,406 tok
GiulioDER/RE-call giulioder.github.io Memory that abstains instead of guessing: agent memory in a local SQLite file or your own 6 Claude Code, Codex, OpenCode 2 2,593 tok
vibgrate/cli vibgrate.com Local codebase intelligence for AI coding agents and software teams, in the CLI and VS Cod 6 Codex, OpenCode 1 945 tok
BlueStarSystem/aura-ui aura-ui.com 127 free MIT Blade components for Laravel + Livewire + Alpine + Tailwind 4. Own-the-code C 6 Claude Code, Codex, OpenCode 2 1,418 tok
atomchung/long-run-hybrid-coach paceandstaystrong.com Adaptive running and strength coaching for the long run — a hosted MCP server and Agent Sk 6 Claude Code, Codex, OpenCode 2 7,344 tok
partymola/monzo-mcp modelcontextprotocol.io MCP server for the Monzo banking API with OAuth, local transaction cache, and spending ana 6 Claude Code, Codex, OpenCode 2 10,135 tok
davidmosiah/eight-sleep-mcp wellness.delx.ai Unofficial Eight Sleep MCP server — give your AI agent your smart-mattress sleep trends, t 6 Codex, OpenCode 1 246 tok
kitepon/aiterm-mcp npmjs.com One persistent MCP terminal your AI drives — and launches other coding agents (Codex/Grok/ 6 Codex, OpenCode 1 3,895 tok
nikolay-e/diffctx diffctx.com Smart git diff context for LLMs and AI agents: budgeted fragment selection, deterministic, 6 Claude Code, Codex, OpenCode 2 1,395 tok
simonether/kwork-mcp simonether.github.io MCP server for Kwork.ru and kwork.com: access the marketplace, proposals, conversations an 6 Claude Code, Codex, OpenCode 2 2,203 tok
tonydzi/verbatim-citation-gate tonydzi.github.io Catch fabricated RAG citations before they reach the user: a zero-token verbatim gate + a 6 Codex, OpenCode 1 846 tok