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
EvilFreelancer/gpu-server-setup Agent skill that prepares a Linux server with NVIDIA GPUs for LLM workloads - driver and C 11 Codex, OpenCode 1 1,393 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
internet-development/ts-general-agent lil.internet.dev General agent with adapters that uses Vercel's AI Gateway aiming to be under $50 a day and 11 Codex, OpenCode 1 8,010 tok
niracler/skill Agent skills collection | My Agent skill set 11 Codex, OpenCode 1 652 tok
LAThomson/prism A scaffold for automating science-of-evaluations research 11 Claude Code 1
srpadrono/Pathfinder AI-agent skill that maps user journeys, visualizes test coverage with Mermaid diagrams, an 11 Codex, OpenCode 1 811 tok
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
ruucm/olly-molly 11 Claude Code 1 662 tok
lebronlambert/Agora Codebase for ICML2026 Agora Paper 11 Codex, OpenCode 1 786 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
hvardhan878/kevin Why waste time say lot word when few word do trick? Kevin save money, time and token! 11 Codex, OpenCode 1 658 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
tstambulsky/auto-vlog-editor AI agent that turns daily phone clips into a narrated, captioned vertical video — reviewed 11 Codex, OpenCode 1 1,686 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 5,245 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
jl1600/compact-mind-map 11 Claude Code 1 208 tok
a-attia/scicomp-research-skills Agent skills + workflow templates for scientific-computing research (papers and software). 11 Codex, OpenCode 1 7,960 tok
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
pearlengine/GTM.Bench 11 Codex 1
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
waylaidwanderer/background-process-mcp 11 Codex, Gemini CLI, OpenCode 2 1,513 tok
wukongai/skill-engineering skill-engineering 11 Codex, OpenCode 1 422 tok
0xBeycan/genesis From Idea to First Commit 11 Claude Code, Codex, OpenCode 4 637 tok
amitpatole/claude-genkit-plugin Firebase Genkit Plugin for Claude Code 11 Codex, OpenCode 1 2,940 tok
kousen/junie-training Course materials for JetBrains Junie training 11 Claude Code, Codex, OpenCode 2 2,365 tok
mufasadb/code-grapher MCP server that provides a service for graph-ify-ing the codebase then retrieving from it 11 Claude Code 1 3,380 tok