How real projects configure their agents

43,579 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 agents7,541Claude Code6,614Data and AI3,687Backend and APIs3,492Languages3,397Planning3,211Git and workflow3,159Code review2,735Memory and context2,362Testing2,357DevOps and cloud2,306Writing and docs2,299Research2,296Frontend2,252Security2,009Productivity1,710

All Claude Code32,137 Codex23,307 OpenCode22,079 GitHub Copilot3,547 Gemini CLI1,916 Cursor1,738 Windsurf121 Kiro77

Project Stars Configures Files Always loaded
cisco-foundation-ai/fully-automated-prompt-optimization An self-improvement suite for optimizing chains with Claude Code 107 Claude Code, Codex, OpenCode 11 1,485 tok
raphaelmansuy/adk_training raphaelmansuy.github.io Google ADK Training Hub: Build Production-Ready Google AI Agents in Days, Not Months 🚀 T 107 GitHub Copilot 1 5,643 tok
HozaifaMoustafa/hozaifamoustafa-resume-latex This how I built my Resume, you can use it to build yours, too! Have fun, and don't forget 107 Claude Code 1 793 tok
AgentToolkit/altk-evolve agenttoolkit.github.io Self improving agents through iterations 107 Codex, OpenCode 1 1,057 tok
AgriciDaniel/claude-prompts skool.com AI prompt database and builder skill for Claude Code. 2,500+ curated prompts across 19 cat 107 Claude Code 1 809 tok
tombelieber/claude-view 10 Claude sessions running. What are they doing? Live dashboard — monitor, cost tracking, 107 Claude Code 1 1,184 tok
liangdabiao/exa-research-mcp-skill skillhub.cn AI-powered enterprise and market research tool based on Claude Code and the Exa search eng 107 Claude Code, Codex, OpenCode 9 1,867 tok
Abilityai/cornelius AI-powered second brain template for Claude Code + Obsidian 107 Claude Code 2 8,153 tok
mcbodge/MudMCP MCP server that provides AI assistants with comprehensive access to MudBlazor component do 107 Claude Code, GitHub Copilot 4 2,205 tok
Jmiao11/bili-music Bili Music is a desktop music player built with Tauri v2 + Rust that uses Bilibili's music 107 Codex, OpenCode 1 4,449 tok
DareDev256/fcp-mcp-server pypi.org MCP server for Final Cut Pro XML. Lets Claude read, edit and generate real timelines: cut 107 Claude Code 1 4,688 tok
changkun/wallfacer wf.latere.ai Chat, specs, tasks, and code. An autonomous engineering platform. Full autonomy when you t 107 Codex, OpenCode 1 202 tok
getfounded/mcp-tool-kit docs.mcp-tool-kit.com Agentic abstraction layer for building high precision vertical AI agents written in python 107 Claude Code 1 154 tok
NanoNative/nano tiny java tool - back to basics! 107 Claude Code, Codex, OpenCode 2 1,716 tok
JulesLiu390/PetGPT AI desktop pet with social agent(live in telegram, QQ, whatsapp) with map and local memory 106 Claude Code 1 823 tok
tobieapb/claude-interactive-documentation-workflow I used to whiteboard, then code. Now I markdown, then code. This is how I vibe-code: I can 106 Claude Code 1
Polydile/dile-components dile-components.com Custom elements catalog for all kind of projects and frameworks. 106 Codex, OpenCode 1 997 tok
coleam00/custom-agent-with-skills Pydantic AI agent that implements the idea of Claude Skills (progressive disclosure) with 106 Claude Code 14 4,398 tok
zhensherlock/sp500-mcp-server sp500-mcp.vercel.app An MCP server and Next.js web app for querying S&P 500 company data from Supabase, with to 106 Claude Code, Codex, OpenCode 3 1,550 tok
osvauld/osvauld osvauld.com Fully open-source, end-to-end encrypted, peer-to-peer application suite. 106 Claude Code, Codex, OpenCode 16 2,889 tok
juntoku9/claude-for-crypto-research This is a simple implementation for crypto research agent inspired by Claude Skills repo 106 Claude Code 8
soba-labs/langchain-agent-skills A collection of agent-optimized LangChain, LangGraph and LangSmith skills for AI coding as 106 Claude Code, Codex, OpenCode 2 2,635 tok
gofenix/nex Nex – A minimalist web framework for indie hackers and startups 106 Codex, OpenCode 1 565 tok
foxzool/openlark Unofficial Rust SDK for the Lark Open Platform, supporting custom bots, long-connection bo 106 Claude Code, Codex, OpenCode 9 2,419 tok
candlepin/candlepin candlepinproject.org The Candlepin entitlement engine 106 Claude Code 2 2,476 tok
cameroncooke/mcpli 106 Claude Code, Codex, OpenCode 2 2,061 tok
bit-of-a-shambles/open-tender-watch Rails 8 app monitoring public procurement to detect corruption risk patterns across Portug 106 Codex, OpenCode 1 5,528 tok
CatChen/knowledge-wiki-template 106 Claude Code, Codex, OpenCode 9 740 tok
leosssvip-dot/remotion-ad-video-skill Create Remotion ad video projects from a URL with an AI coding agent, no video-generation 106 Codex, OpenCode 1 1,321 tok
javiarmesto/ALDC-AL-Development-Collection javiarmesto.github.io ALDC (AL Development Collection) transforms how you develop Business Central extensions wi 106 Claude Code, GitHub Copilot 5 4,680 tok
PeonPing/openpeon openpeon.com Open standard for coding event sounds. CESP v1.0 — any agentic IDE can implement. 106 Claude Code 1 648 tok
SalesforceAIResearch/agentforce-adlc Agent Development Life Cycle — Build, deploy, test, and optimize Agentforce agents using C 106 Claude Code, Codex, OpenCode 2 2,959 tok
olibartfast/neuriplo-infer C++ app for computer vision inference, supporting multiple tasks and backends. 106 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,281 tok
harness/harness-skills developer.harness.io A collection of structured AI agent skills that enable Claude Code, Cursor, GitHub Copil 106 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,500 tok
jordanburke/microsoft-todo-mcp-server 106 Claude Code 1 1,118 tok
akutishevsky/lunchmoney-mcp A Model Context Protocol (MCP) server implementation for LunchMoney, providing programmati 106 Claude Code 1 1,628 tok
wei63w/pm-manager Know what to fix next — local .pm governance skill pack for AI coding agents (Spec Kit–ins 106 Codex, OpenCode 1 110 tok
prometheus/prometheus-mcp MCP server for LLMs to interact with Prometheus 106 Claude Code, Codex, OpenCode 2 1,884 tok
gokeshenzhen/TraceWeave pypi.org A universal MCP Server for test platform logs, waveforms (FSDB/VCD), and root cause analys 106 Claude Code, Codex, OpenCode 2 8,348 tok
axcslmd/video-auto-maker 106 Codex, OpenCode 22 18,038 tok
wuisabel-gif/MemWhale wuisabel-gif.github.io Persistent, local memory for developers and their coding agents. Records commands, output, 106 Codex, OpenCode 1 718 tok
kunchenguid/quota-axi Allow your agents to see your LLM subscription quota windows. 106 Claude Code, Codex, OpenCode 2 7,318 tok
chunxiaoxx/nautilus-compass compass.nautilus.social Reliability layer for multi-agent setups — keep agents coordinating without an orchestrato 106 Claude Code, Codex, OpenCode 2 679 tok
eticmedya/uces Production-grade configuration system for Claude Code CLI with smart routing, skill module 105 Claude Code 1 990 tok
dvcrn/mcp-server-devonthink 105 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 7,482 tok
nduc99911/repo-context-mcp MCP server: repo map, code search, and token-aware context packs for AI coding agents 105 Codex, OpenCode 1 301 tok
smartfrog/opencode-froggy 105 Claude Code, Codex, OpenCode 9 1,125 tok
gviiisen/repo-context-ledger Agent Skill for AI context management: provides cross-window continuity for Codex context 105 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,430 tok
t1mmen/srtd timm.stokke.me 🪄 Supabase migrations made magical: Live-reloading SQL + Sane, reviewable diffs + Maintai 105 Claude Code 1 629 tok
TheBeardedBearSAS/claude-craft Supercharge Claude Code with Expert Knowledge A comprehensive framework for AI-assisted 105 Claude Code 6