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
ag2ai/ag2-assistant 11 Claude Code, Codex, OpenCode 12 3,252 tok
AICMO/Autonomous-Agent-X-Bluesky Self-Managing Agent to Autonomously and Iteratively accomplish given goal/task/outcome (ar 11 Claude Code 5 15,003 tok
mindstone/rebel-app Rebel: open-source agentic AI desktop app. Public mirror — source of truth is internal; pu 11 Claude Code, Codex, OpenCode 6 3,717 tok
JZnebel/AutoDemo 11 Claude Code 2 4,745 tok
robconery/chappie 11 Claude Code 9
anantjain-xyz/symphony-rust An autonomous engineering team for your Linear project. Symphony is a desktop app that wat 11 Claude Code, Codex 8
dherman/thinkwell A TypeScript library for easy scripting of AI agents. Thinkwell provides a fluent API for 11 Claude Code, Codex, OpenCode 2 905 tok
marcoemrich/agentic_coding_lab A research lab for agentic coding - use it to verify of falsify, running various agentic s 11 Claude Code, OpenCode 10 4,212 tok
Joe-rq/academic-paper-workflow 11 Claude Code 4 2,029 tok
ken-tunc/branchbox 11 Claude Code 1
miolamio/dev-compact-skills 11 Claude Code 13 1,525 tok
zhaodm/mini-harness Minimal Driving System - An Agent-driven automated development framework 11 Claude Code 10 3,467 tok
hugoduncan/mcp-tasks An MCP server that provides task-based workflow management for agents 11 Claude Code 18 7,289 tok
TorchedHat/torchtalk Chat with the complete PyTorch codebase using AI. torchtalk enables developers to have nat 11 Claude Code 3 1,205 tok
LAThomson/prism A scaffold for automating science-of-evaluations research 11 Claude Code 1
mongodb-js/mongodb-connection-string-url MongoDB connection strings, based on the WhatWG URL API 11 Claude Code, Codex, OpenCode 2 674 tok
elastic/ai-github-actions elastic.github.io 11 Claude Code, Codex, OpenCode 2 232 tok
nikicat/secrets-dispatcher Per-operation approval and audit logging for secret access and git commit signing on Linux 11 Claude Code 2
Cause-of-a-Kind/code-dojo-core 11 Claude Code 1 3,772 tok
agentik-os/OmegaOS Agentic Terminal Operating System — rmux + multi-agent orchestration for any VPS 11 Claude Code, Codex, OpenCode 10 1,491 tok
jupyter-ai-contrib/jupyter-ai-acp-client The ACP client implementation in Jupyter AI 11 Claude Code, Codex, Gemini CLI, OpenCode 3 6,051 tok
ruucm/olly-molly 11 Claude Code 1 662 tok
mloda-ai/open-kgo mloda.ai Open Knowledge Graphs and Ontologies 11 Claude Code, Codex, OpenCode 2 2,699 tok
ben196888/mac-set-up Setup my new mac 11 Claude Code, Codex, OpenCode 2 1,326 tok
Crosery/acp-bus Multi-AI-Agent collaboration bus — let AI work as a team | Multi-Agent Collaboration Bus 11 Claude Code, Codex, OpenCode 2 3,281 tok
P1-103n1x/bab-ilu A self-growing LLM-Wiki with pre-installed discipline-specific lenses. Forked from skyllwt 11 Claude Code 20 2,094 tok
Rithvik1709/MLE-hiring 11 Claude Code, Codex, OpenCode 2 2,732 tok
chirino/memory-service chirino.github.io A persistent memory service for AI agents that stores and manages conversation history, en 11 Claude Code, Codex, OpenCode 11 5,140 tok
ferrants/bearclaw BearClaw - AI agent framework with defense-in-depth security, multi-agent orchestration, a 11 Claude Code, Codex, OpenCode 2 180 tok
ArieGoldkin/ai-agent-hub ai-agent-hub-five.vercel.app 11 Claude Code 5 1,653 tok
klh/speedy-claude Make Claude Code 10-1400x faster at file operations. Modern CLI tools + CLAUDE.md rules th 11 Claude Code, Codex, OpenCode 2 9,338 tok
ksturgeon-td/tdsql-mcp MCP server for Teradata (Vantage) SQL operations 11 Claude Code 1 1,140 tok
Peaky8linders/claude-cortex 11 Claude Code 21 1,122 tok
transparent-pegasus/herdrpowers brings agentic superpowers to the pane-driven. 11 Claude Code, Codex, OpenCode 2 1,616 tok
felixgeelhaar/cclint A fast, extensible linter for validating and optimizing CLAUDE.md context files. Built wit 11 Claude Code 1 1,263 tok
jl1600/compact-mind-map 11 Claude Code 1 208 tok
fusedio/fused-render render.fused.io Local file explorer with Python-interactive HTML views 11 Claude Code 4
pietz/moa-cli Ask one question to multiple local AI coding CLIs in parallel and collect their answers. 11 Claude Code 1 55 tok
jswest/bartleby An AI-powered scrivener who would definitely prefer not to. 11 Claude Code 8 1,009 tok
Michaelxwb/code_flow AI development spec 11 Claude Code, Codex, OpenCode 34 1,362 tok
bailylu/travel-hacking-toolkit 11 Claude Code, Codex, OpenCode 2 1,530 tok
mevans2120/design-suite-claude-skills Claude skills for digital product design: user research, concept exploration, and componen 11 Claude Code 3
luqs1/learning-agent A learning agent that teaches through questions, problems, and active recall. Supports ope 11 Claude Code, Codex, OpenCode 2 1,280 tok
Haqbani/superwisper 9 custom voice dictation modes for superwhisper on macOS 11 Claude Code 2 792 tok
ZethRise/CodeLookup-Skill The skill that makes the agent take a look at every side of the project! 11 Claude Code, Codex 1
hevangel/dvcon_ai_library DVCON AI library 11 Claude Code, Codex, OpenCode 3 10,527 tok
MattAtAIEra/Learning_JavaScript_Design_Pattern 11 Claude Code 1 963 tok
nrl-ai/chub chub.nrl.ai Agent-agnostic context, tracking, and cost analytics for AI-assisted development. Curated 11 Claude Code, Cursor 4 2,242 tok
bkrabach/ai-code-project-template Project template for coding with AI assistants 11 Claude Code, Codex, Gemini CLI, OpenCode 7 4,137 tok
0xBeycan/genesis From Idea to First Commit 11 Claude Code, Codex, OpenCode 4 637 tok