How real projects configure their agents

22,109 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
theam/limina Autonomous research harness for AI agents. Give it a measurable goal — it hypothesizes, ex 40 Claude Code, Codex, OpenCode 7 2,170 tok
jayminwest/canopy Git-native prompt management for AI agent workflows 40 Claude Code, Codex, OpenCode 7 5,734 tok
Patrick-Healy/tikz-diagrams-skill 40 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 589 tok
TheMattBerman/landing-page-factory Strategy-first landing page generation kit for Claude Cowork & OpenClaw. Extract, route, w 40 Codex, OpenCode 1 1,233 tok
demml/opsml docs.demml.io AI lifecycle platform for classical ML and agentic systems. Versioned, encrypted registrie 40 Claude Code, Codex, OpenCode 5 6,068 tok
laststance/skills-desktop skills-desktop.vercel.app Visualize installed Skills and symlink status across AI agents 40 Claude Code, Codex, OpenCode 3 2,187 tok
dmmulroy/opensrc-mcp MCP server for fetching and querying dependency source code 40 Codex, OpenCode 1 907 tok
DezXBT/AgentX Agent-first X/Twitter client in Go — JSON envelope per command, multi-account, cookie-safe 40 Codex, OpenCode 1 760 tok
evanlong-me/nvidia-anthropic-proxy A Cloudflare Worker proxy that enables Claude Code to use NVIDIA NIM API models 40 Codex, OpenCode 1 284 tok
songyang0603/ds-spec-loop Portable Agent Skill for repository-native Spec programming, informed by public DeepSeek H 40 Codex, OpenCode 1 281 tok
frankxai/claude-skills-library frankx.ai Professional-grade skills for Claude Code & Claude AI - Transform Claude into a domain exp 40 Codex, OpenCode 1 392 tok
basher83/Zammad-MCP A Model Context Protocol (MCP) server for Zammad integration, enabling AI assistants to in 40 Claude Code, Codex, OpenCode 11 5,269 tok
buriedsignals/spotlight spotlight.buriedsignals.com OSINT investigation orchestrator for journalists — structured briefs, methodology approval 40 Codex, OpenCode 1 5,045 tok
bparlan/omp-agent OhMyPi (OMP) Agent Framework Spec-Driven Development infrastructure for Oh My Pi. Skills t 40 Codex, OpenCode 1 1,551 tok
NikiforovAll/pi-inspect nikiforovall.blog Introspection dashboard for the pi coding agent — tools, prompts, skills, and the system p 40 Claude Code, Codex, OpenCode 2 196 tok
getsentry/plausible-mcp MCP server for Plausible Analytics — query traffic, conversions, and compare periods from 40 Claude Code, Codex, OpenCode 2 268 tok
Abhigyan-Shekhar/Waggle-mcp pypi.org MCP server for external memory layer for AI agents + more . Download from pypi , and get s 40 Codex, OpenCode 1 242 tok
Jer-y/copilot-proxy jer-y.github.io Turn GitHub Copilot into an OpenAI/Anthropic-compatible server with Claude Code and Codex 40 Codex, OpenCode 1 2,805 tok
scarletkc/Perenna pypi.org A lightweight, Git-backed permanent memory for AI agents. 40 Codex, OpenCode 1 1,347 tok
amanning3390/hermeshub hermeshub.vercel.app HermesHub - The Skills Hub for Hermes Agent by Nous Research. Browse, share, and install c 40 Codex, OpenCode 1 2,896 tok
entireio/external-agents ⚙️ This repository contains standalone external agent binaries that extend the Entire CLI 40 Claude Code, Codex, OpenCode 10 478 tok
LuxAlgo/luxalgo-mcp-server mcp.luxalgo.com The LuxAlgo ecosystem as MCP tools: free and keyless. 40 Claude Code, Codex, OpenCode 2 1,127 tok
mendix/web-widgets marketplace.mendix.com Mendix Platform supported widgets and modules for web 40 Claude Code, Codex, GitHub Copilot, OpenCode 45 4,389 tok
blpsoares/agentistics agentistics.openvibes.tech 40 Claude Code, Codex, OpenCode 8 1,346 tok
igorls/context-builder 40 Codex, OpenCode 1 2,324 tok
forever-healthy/AI4L forever-healthy.org AI for Practical Longevity (AI4L) - Enabling anyone to use AI to generate high-quality, ev 40 Claude Code, Codex, Gemini CLI, OpenCode 10 1,635 tok
sushichan044/cc-hooks-ts npmjs.com Define Claude Code hooks with full type safety. 39 Claude Code, Codex, GitHub Copilot, OpenCode 37 1,322 tok
voxel51/fiftyone-skills 39 Codex, OpenCode 1 6,088 tok
truss44/mcp-crypto-price A Model Context Protocol (MCP) server that provides real-time cryptocurrency analysis via 39 Codex, OpenCode 1 391 tok
Fromsko/siyuan-mcp-server Model Context Protocol server providing Siyuan Notes integration for Claude Desktop 39 Codex, OpenCode 1 758 tok
dsebastien/whatsapp-claude-agent Bridge WhatsApp with Claude Code - interact with your files via WhatsApp messages 39 Claude Code, Codex, OpenCode 2 1,027 tok
openclix/openclix openclix.ai Open-source, local-first mobile app retention and engagement automation with agent-driven 39 Claude Code, Codex, OpenCode 2 821 tok
kumo-ai/kumo-coding-agent kumo.ai Kumo Coding Agent — context docs, skills, and self-maintenance for building ML models with 39 Claude Code, Codex, OpenCode 4 2,352 tok
FerroxLabs/wayland-core getwayland.com Multi-provider AI agent CLI written in Rust 39 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 9,106 tok
conorluddy/ContextPods deepwiki.com Model Context Protocol management suite/factory. An MCP that can generate and manage other 39 Claude Code, Codex, OpenCode 6 2,161 tok
markhuangai/dense-mem markhuang.ai Self-hosted AI agent memory server with MCP, evidence provenance, typed claims, conflict d 39 Codex, OpenCode 1 2,536 tok
man0l/ai-directories flowcraftpro.com Submit your AI tool or AI Agent in AI directories 39 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 5 4,688 tok
AlemTuzlak/skills Personal AI agent skills for Claude Code, Copilot, Codex, Gemini & Cursor — turn a PR or i 39 Claude Code, Codex, OpenCode 2 759 tok
socket-link/ampere Observable AI cognition in Kotlin Multiplatform. Every agent decision emits a structured e 39 Codex, OpenCode 1 1,765 tok
BjornMelin/tripsage-ai AI-powered travel planning and itinerary optimization with Next.js 16, Vercel AI SDK v7, S 39 Codex, OpenCode 1 7,575 tok
powroom/flins flins.tech Universal skill installer for AI coding agents 39 Claude Code, Codex, OpenCode 21 826 tok
ericmjl/skills 39 Codex, OpenCode 1 393 tok
smcronin/uspto-cli Agent-ready CLI for the USPTO Open Data Portal API 39 Claude Code, Codex, OpenCode 2 1,577 tok
Qiskit/mcp-servers A collection of MCP servers to allow LLMs to use the qiskit,qiskit-ibm-runtime library, q 39 Codex, OpenCode 1 11,715 tok
superfill-ai/superfill.ai superfill.ai Stop typing. Start autofilling with Superfill AI 39 Codex, OpenCode 1 2,948 tok
pssah4/digital-innovation-agents pssah4.github.io Digital Innovation Agents is an AI-augmented workflow that connects business analysis and 39 Codex, Gemini CLI, OpenCode 2 120 tok
aviflombaum/claude-code-in-avinyc A collection of claude code plugins and skills 39 Claude Code, Codex, OpenCode 2 3,152 tok
gabriel-dehan/claude_hooks A Ruby DSL for creating Claude Code hooks 39 Claude Code, Codex, OpenCode 3 466 tok
OhadAssulin/headless-coder-sdk Unified SDK for headless AI coders (Codex, Claude, Gemini) 39 Claude Code, Codex, OpenCode 2 1,313 tok
jeremylongshore/claude-code-slack-channel jeremylongshore.github.io Slack-native governance substrate for Claude Code and peer agents: every tool call passes 39 Claude Code, Codex, Gemini CLI, OpenCode 3 9,530 tok