How real projects configure their agents

43,652 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
MingyiSecLab/Mingyi-Atlas Harness-driven terminal AI agent for authorized security assessment, with TUI, headless 11 Claude Code, Codex, OpenCode 2 5,990 tok
fredabila/orcbot orcbot.buzzchat.site A self-improving AI agent that learns from failures, builds its own skills, and runs on Te 11 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,645 tok
atomicstrata/atomicmemory-python docs.atomicstrata.ai Open-source AtomicMemory Python SDK 11 Claude Code, Codex, Gemini CLI, OpenCode 3 2,486 tok
yungookim/n.codes n.codes Let users generate features with prompts in your app 11 Claude Code, Codex, OpenCode 2 1,506 tok
sophonfinance-wq/finance-automation-portfolio sophonfinance.com Fifty runnable Python systems for finance & tax — month-end close, cash & debt reconciliat 11 Claude Code 16 623 tok
Trejon-888/claude-creatives AI-Powered Visual Content Creation for Claude Code — 3 skills for thumbnails, carousels, a 11 Claude Code 2 1,596 tok
aretw0/agents-lab aretw0.github.io Este repositório é local-first e outcome-agnostic: ele serve tanto para uso simples e manu 11 Claude Code 1
youssefsiam38/agentpg Stateful AI agents for Go and Postgres, transaction-safe. 11 Claude Code 1 11,693 tok
johnnichev/selectools selectools.dev Production-ready Python framework for AI agents with built-in guardrails, audit logging, c 11 Claude Code, Codex, OpenCode 16 2,924 tok
dep/agent-rules Centralize your agent instructions, commands, skills, and handle symlinking. 11 Claude Code, Codex, OpenCode 20 1,301 tok
kabde/seo-skills SEO Blogger Toolkit pour Claude Code - 15 skills pour WordPress : audit, redaction, public 11 Claude Code, Codex, OpenCode 2 2,364 tok
ajsai47/holyclaude The Ultimate AI Coding Agent — Memory + Workflow + Virtual Team + Browser + Autonomous Res 11 Claude Code 1 1,506 tok
juspay/skills Various useful skills for development 11 Codex, OpenCode 1 269 tok
m0n0x41d/claude-code-fpf 11 Codex, OpenCode 1 1,616 tok
vanrayliu/openallin 11 Codex, OpenCode 1 1,524 tok
DeepLink-org/probing Dynamic Performance Profiler for Distributed AI 11 Codex, OpenCode 1 3,615 tok
Sneh14/ai-native-qa-automation AI-powered multi-agent QA automation system that generates, validates, and optimizes test 11 Claude Code 7 881 tok
getty104/claude-code-marketplace 11 Claude Code 3 3,247 tok
sonature-lab/timsquad AI Agent Development Process Framework - SSOT-based documentation system, optimized agent 11 Claude Code 2 410 tok
aaronjmars/aeon-agent t.me Public agent automation of aeon 11 Claude Code, Codex, OpenCode 3 8,095 tok
tushaarmehtaa/tushar-skills tushar-skills.vercel.app Claude Code skills for AI products: deploy checks, model audits, unit economics, changelog 11 Codex, OpenCode 1 132 tok
octavehq/lfgtm octavehq.com Source of truth for the Octave GTM plugin (Claude Code) — auto-mirrored to Codex & Cursor 11 Claude Code 1
tsdfs930514/econ-research-workflow Claude Code skills framework for economics research (DID, IV, RDD, Panel, SDID) 11 Claude Code 14 3,543 tok
rocky2431/ultra-builder-pro Production-Grade AI-Powered Development System for Claude Code 11 Claude Code 1 5,031 tok
jiangyurong609/claude-code-any 11 Claude Code, GitHub Copilot 2 1,106 tok
cidtechmm002/cloudsec-sentinel 11 Claude Code 2
fcori47/dios-ia-hermes-local 11 Claude Code, Codex, OpenCode 2 3,541 tok
LeonardoTrapani/better-skills better-skills.dev Your agents second brain through skill graphs 11 Claude Code, Codex, OpenCode 11 562 tok
vkpriyesh/ai-stuff 11 GitHub Copilot 3 877 tok
mscalessio/symphony-claude Symphony turns project work into isolated, autonomous implementation runs, allowing teams 11 Claude Code 6
MattAtAIEra/Agent-Skill-Lab Share useful tool for AI Agent 11 Claude Code 1
faidd/faidd faidd.org FAIDD is a sovereign security framework designed to govern, audit, and secure the interact 11 Claude Code, Codex, OpenCode 5 1,058 tok
nshkrdotcom/agent_session_manager Agent Session Manager - A comprehensive Elixir library for managing AI agent sessions, sta 11 Claude Code, Codex, OpenCode 2 693 tok
shinpr/ai-business-planner AI-assisted business planning in Cursor. Create market research, business plans, PRDs, pro 11 Claude Code, Codex, Cursor, OpenCode 9 765 tok
hubzoid/hubzoid 11 Codex, OpenCode 1 1,465 tok
runbear-io/aweek Claude Code plugin for managing multiple AI agents on scheduled weekly plans. 11 Claude Code 1 12,239 tok
TheBous/thebous-os 11 Codex, OpenCode 1 1,100 tok
aget-framework/aget AGET Framework - Canonical specification for CLI-based human-AI collaborative coding agent 11 Claude Code, Codex 62
onixhdz/cartograph onixhdz.github.io Cartograph: Map any codebase into a knowledge graph, trace dependencies, measure impact, a 11 Claude Code, Codex, OpenCode 3 1,039 tok
dedene/raindrop-cli A command-line interface for Raindrop.io bookmark management. 11 Claude Code, Codex, OpenCode 3 607 tok
syou6162/agent-skills A collection of custom slash commands for Claude Code — a command set for streamlining PR 11 Claude Code 1 2,514 tok
yammaku/cross-agent-skills-template 11 Claude Code, Codex, OpenCode 2 3,183 tok
SonicGarden/copy-tuner-ruby-client Edit copy in your live web app. 11 Claude Code 1 1,349 tok
teimurjan/lethe pypi.org A memory store for LLM agents. Hybrid BM25 + dense retrieval, cross-encoder reranking, clu 11 Codex, OpenCode 1 2,330 tok
j4ckwinter/brain-cache 11 Claude Code 2 3,185 tok
datathings/marketplace 11 Claude Code 14 915 tok
aws-samples/sample-lark-mcp-on-agentcore A hosted remote-MCP service that lets AI agents operate Feishu/Lark, reusing lark-cli's 20 11 Claude Code, Codex, OpenCode 2 1,848 tok
huangpufan/SSOT-SKILL Lifecycle skills for durable, verifiable, cross-agent repository memory. 11 Codex, OpenCode 1 1,398 tok
docraticmethod/cascadia Cascadia is a spec-driven build system for coding agents 11 Claude Code 1 1,154 tok
TeigenZhang/life-design-coach Turn any AI into your life design coach · Based on Stanford's Designing Your Life methodol 11 Claude Code 14 946 tok