How real projects configure their agents

32,116 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 agents7,521Claude Code6,606Data and AI3,688Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,296Research2,295Frontend2,250Security2,004Productivity1,709

All Claude Code32,116 Codex23,280 OpenCode22,053 GitHub Copilot3,543 Gemini CLI1,915 Cursor1,736 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
balukosuri/llm-wiki-karpathy 209 Claude Code 1 1,525 tok
fabriqaai/specs.md specs.md specs.md - ai-dlc spec driven development framework 209 Claude Code 11
popstas/telegram-download-chat Download any Telegram chat history: CLI, GUI, WebUI, MCP, Skill 209 Claude Code, Codex, OpenCode 3 5,104 tok
AgentSecOps/SecOpsAgentKit Security operations toolkit for AI coding agents. Give Claude Code 25+ skills to catch vul 209 Claude Code 1 1,812 tok
yennanliu/InvestSkill yennj12.js.org US stock analysis skills for LLMs (Claude code, Gemini ...) | #AI 209 Claude Code, GitHub Copilot, Gemini CLI 3 8,764 tok
CorridorTech/PoseCap 209 Claude Code, Codex, OpenCode 34 3,905 tok
nicosuave/memex Search Claude Code, Codex, Pi, OpenCode, Github Copilot & Cursor transcripts. Resume sessi 209 Claude Code, Codex, OpenCode 2 67 tok
junevm/splathash junevm.github.io 16 bytes fixed size image placeholder, an alternative to blurhash and thumbhash 209 Claude Code, Codex, GitHub Copilot 4 29 tok
kenneth-liao/mcp-launchpad A lightweight CLI for efficiently discovering (search) and executing tools from multiple M 208 Claude Code 1 836 tok
agentlogs/agentlogs agentlogs.ai Collaboration in the age of agentic engineering 208 Claude Code, Codex, OpenCode 2 1,039 tok
AssemblyAI/assemblyai-python-sdk assemblyai.com AssemblyAI's Official Python SDK 208 Claude Code 1 6,327 tok
Enriquefft/openclaw-kapso-whatsapp Give your OpenClaw AI agent a WhatsApp number. Official Meta Cloud API via Kapso. No ban r 208 Claude Code 1 540 tok
vasylenko/bear-notes-mcp bear-notes-mcp.vercel.app MCP Server for Bear note taking app available as Claude Desktop extension or standalone se 208 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,308 tok
chsami/Microbot themicrobot.com Modified Version of the Open source Runelite client 208 Claude Code, Codex, OpenCode 2 648 tok
xiaojiou176-open/codeflow xiaojiou176-open.github.io OpenVibeCoding is the command tower for AI engineering: plan, delegate, track, resume, and 207 Claude Code, Codex, OpenCode 2 12,368 tok
alphavantage/alpha_vantage_mcp mcp.alphavantage.co Alpha Vantage MCP Server 207 Claude Code 1 1,101 tok
VAMFI/claude-user-memory vamfi.org Autonomous agent substrate for Claude Code CLI. Research→Plan→Implement workflows with qu 207 Claude Code 15 2,429 tok
scarce/axel axel.build Peaceful task list meticulously crafted for Agents in war mode. 207 Claude Code 1
tarunlnmiit/autopilot-jobhunt pypi.org AI job agent: scans 130+ careers pages nightly, scores every role against your resume with 207 Claude Code 1 1,166 tok
nemori-ai/nemori A minimalist MVP demonstrating a simple yet profound insight: aligning AI memory with huma 207 Claude Code 2 39 tok
4xian/claude-codex-api ccapi - A management tool for quickly switching Claude Code and Codex configurations | A t 207 Claude Code 1 1,734 tok
dariushoule/x64dbg-skills Claude Code plugin providing skills for x64dbg debugger automation 207 Claude Code 1 503 tok
rudybear/renderdoc-skill A Claude Code skill for GPU frame debugging with RenderDoc via rdc-cli 207 Claude Code 1 464 tok
davidliuk/graph-of-skills [EMNLP '26] Dependency-Aware Structural Retrieval for Massive Agent Skills 207 Claude Code 1 1,901 tok
ayutaz/piper-plus ayutaz.github.io Multilingual neural TTS (6 languages: JA/EN/ZH/ES/FR/PT, code supports SV) — C++, C#, Rust 207 Claude Code 29 14,767 tok
avivsinai/bitbucket-cli Bitbucket CLI with gh-like ergonomics 207 Claude Code, Codex, OpenCode 3 862 tok
maorcc/gimp-mcp GIMP MCP server 207 Claude Code 1 1,269 tok
WinstonJQ/embodied-interview-qa winstonjq.github.io A question bank of frequently asked embodied intelligence interview questions 207 Claude Code 2 6,984 tok
Conceptual-Machines/magda-core magda.land An open ecosystem for music production. 206 Claude Code, GitHub Copilot 19 3,400 tok
rekal-dev/rekal-cli rekal.dev Your coding agent starts every session blank. Rekal is the memory your team is missing 206 Claude Code, Codex 1 16,727 tok
Joouis/agent-maestro marketplace.visualstudio.com Turn VS Code into your compliant AI playground! With Agent Maestro, spin up Cline or Roo o 206 Claude Code, Codex, OpenCode 3 1,512 tok
sublayerapp/sublayer docs.sublayer.com A model-agnostic Ruby Generative AI DSL and framework. Provides base classes for building 205 Claude Code 1 759 tok
disler/nano-agent A MCP Server for a small scale engineering agents with multi-provider LLM support. 205 Claude Code 31
jpicklyk/task-orchestrator Server-enforced workflow discipline for AI agents. An MCP server providing persistent work 205 Claude Code 14 4,722 tok
dwebagents/AgentPipe dwebagents.github.io High performance multithreaded task execution and optimization engine for agents and dweb 205 Claude Code, Codex, OpenCode 2 67 tok
falcosecurity/prempti Falco-powered policy and visibility layer for AI coding agents 205 Claude Code 1 9,444 tok
fw-ai/cookbook fireworks.ai Recipes and resources for training, building generative AI with Fireworks 205 Claude Code 1 359 tok
kklimuk/docx-cli CLI for AI agents (Claude, Codex) to read, edit, and comment on .docx files with full form 205 Claude Code 2 9,580 tok
Agents365-ai/zotero-cli-ai agents365-ai.github.io Zotero CLI for Claude Code — SQLite reads + Web API writes 205 Claude Code 1 2,288 tok
NotePlan/plugins The main NotePlan repository, which contains the source code for all NotePlan plugins. If 204 Claude Code, Cursor, Windsurf 5 1,578 tok
agentjido/jido_ai jido.run AI integration layer for Jido agents with LLM orchestration and reasoning strategies. 204 Claude Code, Codex, OpenCode 2 462 tok
gustavoeenriquez/MakerAi youtube.com The AI Operating System for Delphi. 100% native framework with RAG 2.0, autonomous agents, 204 Claude Code 1 7,136 tok
espressoplease/smalldocs smalldocs.org Read, style, and share markdown files - privately. Formerly SDocs. 204 Claude Code, Codex, OpenCode 4 26,239 tok
lidge-jun/cli-jaw lidge-jun.github.io 🦈 2-line install personal AI assistant. 11 AI runtime surfaces (Claude, Codex, Cursor, Ge 204 Claude Code, Codex, OpenCode 2 20,332 tok
u-ichi/compact-plus Claude Code plugin: preserve and restore working state around /compact 204 Claude Code, Codex, OpenCode 2 1,632 tok
adrianco/retort Platform Evolution Engine. Distill the best from the combinatorial mess. 204 Claude Code 2 2,801 tok
disler/agentic-drop-zones 204 Claude Code 7
zgsm-ai/everything-ai-coding zgsm-ai.github.io A curated collection of programming AI extension resources: MCP Servers, Skills, Rules, an 203 Claude Code, Codex, OpenCode 2 12,914 tok
DrAshBooth/PyLOB Fully functioning fast Limit Order Book written in Python 203 Claude Code, Codex, OpenCode 18 1,564 tok
yinzhenyu-su/weekly-git-summary A cross-platform CLI tool for generating weekly summaries of Git commits. Supports multipl 203 Claude Code, GitHub Copilot 2 4,579 tok