How real projects configure their agents

31,984 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
wakehacker/wake-ai AI orchestration framework for structured multi-step workflows with validation - build rel 21 Claude Code 1 2,045 tok
ashaychangwani/imprint Record a browser workflow once, get a deterministic MCP tool your AI agent can call. Zero 21 Claude Code, Codex, OpenCode 12 2,494 tok
jentic/jentic-api-scorecard jentic.com Score any OpenAPI document for AI-readiness. Command-line tool, GitHub Action and agent sk 21 Claude Code 9
AllenMaxi/ContextGraph Shared memory bus for MCP-compatible agents with permissions, subscriptions, and optional 21 Claude Code 1 538 tok
kevinlin/spec-coding-mcp An MCP server that brings AI spec-driven development workflow to any AI-powered IDE beside 21 Claude Code, Codex, OpenCode 3 872 tok
FlechetteLabs/Tollbooth flechettelabs.com A transparent proxy system for inspecting, debugging, and modifying any traffic from the a 21 Claude Code 1 1,086 tok
HeroSizy/cucumberstudio-mcp MCP Server for Cucumber Studio 21 Claude Code 1 1,595 tok
keurcien/auxilia A lightweight web MCP client designed to host your MCP-powered AI assistants. auxilia is d 21 Claude Code 1 7,246 tok
TideSurf/core tidesurf.org Connect Chromium to LLM agents via token-efficient DOM compression. 50-200 tokens per page 21 Claude Code, Codex, OpenCode 2 1,167 tok
YD811/potbot-v2 potbot.fun PotBot v2 - Group trading vaults on Solana. Collective POT management, governance, DeFi yi 21 Claude Code 1 1,139 tok
ai-debugger-inc/aidb ai-debugger.com A language-agnostic debugging interface for AI agents. 21 Claude Code 18 1,596 tok
eigenbau/mcp-snomed-ct MCP server for SNOMED CT concept lookup via any FHIR R4 terminology server 21 Claude Code 1 896 tok
Coding-Meet/Library-Insight coding-meet.github.io API Explorer & MCP Server for Java, Kotlin & KMP. Analyze JARs, AARs, KLibs, Maven depende 21 Claude Code, Codex 1
treasure-data/td-skills Treasure Data Skills for Claude Code 21 Claude Code 1 1,901 tok
JungleM0nkey/apehost-mikrotik-controller Mikrotik RouterOS dashboard with built-in AI assistant, analytics and network map. Support 21 Claude Code 1 3,836 tok
microhustlestack/cerebro-skill CEREBRO Strategic Intelligence Engine — scan, analyze, and connect knowledge across markdo 21 Claude Code 1 378 tok
chameleonbr/skills_mcp_server FastAPI Skills manager to use with MCP capable agents 21 Claude Code 1 958 tok
Yunii226/ClaudeTeach 21 Claude Code 5 1,186 tok
manthanpatelll/claude-code-starter A clean, copy-paste .claude/ setup for Claude Code. Hooks, skills, agents, rules, plugins, 21 Claude Code 13 394 tok
aliengiraffe/spotdb Give your agents a secure, containerized SQL sandbox with MCP or API access enabled with D 21 Claude Code 1 349 tok
cockroachlabs/cockroachdb-skills Structured operational skills for CockroachDB spanning onboarding, development, performanc 21 Claude Code 1 2,401 tok
ArthurVardevanyan/HomeLab arthurvardevanyan.com HomeLab Server & Desktop Configuration 21 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,924 tok
preset-io/agor-teammate Agent operating framework for Agor - inspired by OpenClaw 21 Claude Code, Codex, OpenCode 2 1,160 tok
flutydeer/ds-editor-lite 21 Claude Code, Codex, OpenCode 7 2,112 tok
frogobox/frogo-sdk frogobox.github.io Frogo SDK - SDK Core for Easy Development Support AI Agent Skill 21 Claude Code, Codex, OpenCode 3 1,381 tok
eason-dev/easonchang.com-next easonchang.com Eason Chang's brand new personal blog 21 Claude Code, Codex, OpenCode 4 1,504 tok
yourtablecloth/TableClothCatalog Tablecloth catalog 21 Claude Code 1
OneSignal/onesignal-python-api 21 Claude Code, Codex, OpenCode 2 799 tok
chhuax/praxis-devos 21 Claude Code, Codex, OpenCode 2 2,009 tok
mindverse/second-me-skills 21 Claude Code 10 787 tok
Tshah-95/vean vean — the agent-native video editing core: a typed document, edit algebra, and diagnostic 21 Claude Code, Codex, OpenCode 6 6,378 tok
AbhiK189/interview-prep-template A compounding, AI-agent-maintained interview-prep wiki. Three-layer context-engineering te 21 Claude Code, Codex, OpenCode 2 8,958 tok
Horosheff/aura-designer 21 Claude Code, Cursor 4
sablier-labs/flow 🍃 Smart contracts of the Sablier Flow protocol. 21 Claude Code, Codex, OpenCode 2 1,298 tok
namastexlabs/automagik-spark AI agents that work while you sleep - schedule workflows, automate tasks 24/7, integrate w 21 Claude Code 17
JohnnyFiv3r/Core-Memory Drop-in causal memory for AI agents. Append-only event store with associations and bounded 21 Claude Code 1 2,772 tok
Meirtz/Shinken Train computer-use agents end-to-end on real desktops, at scale: a high-performance runtim 21 Claude Code 1 4,369 tok
existential-birds/amelia existentialbirds.com AI-powered development orchestrator: Supports Claude Code, Codex and Langchain Deepagents 21 Claude Code, Codex, OpenCode 18 1,528 tok
ThalesGroup/agilab thalesgroup.github.io Open-source platform for reproducible AI/ML workflows, from local experimentation to distr 21 Claude Code, Codex, OpenCode 50 11,360 tok
c9r-io/orchestrator docs.c9r.io Harness Engineering control plane for agent-first software delivery. Orchestrate Claude Co 21 Claude Code, Codex, OpenCode 31 2,158 tok
extracurricular-ai/filesnap crates.io Git-free file snapshots and rewind — put a directory back the way it was, without a reposi 21 Claude Code 10
mrsthl/5 A meta-framework that guides feature implementation using a clear 5-phase process. 21 Claude Code, Codex, OpenCode 5 1,907 tok
mbrock/luv A Common Lisp Vulkan atelier 21 Claude Code, Codex, OpenCode 2 1,923 tok
CamiProject/semantic-deer-flow Unofficial DeerFlow downstream for governed SaaS semantic queries and controlled actions 21 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,889 tok
InsForge/CLI InsForge CLI 21 Claude Code, Codex 1
crewrig/crewrig crewrig.org A layered AI assistant configuration with shared skill sandbox and built-in harness engine 21 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 47 4,874 tok
randomm/oo 21 Claude Code, Codex, OpenCode 2 1,373 tok
ll931217/dotfiles imgur.com Ricing for my Arch Linux 21 Claude Code, Codex, OpenCode 4 1,289 tok
r0k1s-i/fediverse-with-100k-stars 100kstars.contained.love This project visualizes Fediverse instances as stars in a 3D galaxy 21 Claude Code, Codex, OpenCode 2 4,155 tok
Semeton/agent-contract npmjs.com A deterministic contract layer between humans and coding agents. 21 Claude Code, Codex, OpenCode 2 3,464 tok