How real projects configure their agents

44,996 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
joinarun/accesspilot Agentic accessibility auditing and repair for web applications 12 Codex, OpenCode 1 787 tok
lexlapax/allbert-assist Allbert Assist is a local-first assistant runtime for long-running personal work built in 12 Claude Code, Codex, OpenCode 6 3,355 tok
YetheSamartaka-Foxy/Foxy Foxy 12 Claude Code, Codex, OpenCode 4 5,147 tok
ItsAhadun/maCat Personal wardrobe catalogue for Android — swipe through your clothes, shoes and jewellery 12 Claude Code 1 1,765 tok
keithligh/cinematic-3d-battle-engine A self-playing 3D battle-documentary engine: render any historical or fictional battle on 12 Codex, OpenCode 1 3,394 tok
NextWeb4/NextWeb4.github.io nextweb4.github.io Validated public runtime for the NextWeb4 root GitHub Pages site. 12 Codex, OpenCode 1 1,513 tok
blopa/musclog-app musclog.app Free, open-source, offline-first workout and nutrition tracker for Android, iOS and web. N 12 Claude Code, Codex, GitHub Copilot 49 22 tok
erix/autoresearch-trading Autoresearch-style AI agent loop for trading strategy optimization (SPY + VIX backtest) 12 Claude Code 1 614 tok
G-Core/gcore-mcp-server gcore.com Gcore official MCP server 12 Claude Code 1 —
xuhongxu96/instcombine-instrumentor xuhongxu.com Instrument LLVM InstCombine pass to record every new instruction and every RAUW replacemen 12 Claude Code 1 8,486 tok
devapro/n-dashboard devapro.github.io A self-hosted dashboard where every widget is a TypeScript function on disk — the server r 12 Claude Code 2 2,871 tok
bradduy/wiki-knowledge-compiler Wiki Knowledge Compiler: Turn your documents into a personal LLM knowledge base 12 Claude Code 10 1,688 tok
sarviinageelen/polymarket-sports-analysis Analytics for Polymarket sports prediction markets. Tracks P&L, generates leaderboards, an 12 Claude Code 1 1,782 tok
dorianspitz23/booksum Local-first book summariser: AI summaries, narrated audio, quizzes and spaced-repetition r 12 Claude Code 1 1,953 tok
samagra14/mediagateway The unified interface for video generation models 12 Claude Code 1 2,210 tok
liuchunyi-buaa/Engnieering_Calculative_Methods Code, lecture materials, and knowledge-point summaries related to the Beihang University R 12 Claude Code 1 932 tok
Ecro/embedeval LLM benchmark for embedded firmware development 12 Claude Code 8 5,344 tok
jin38324/oci-documentation-mcp-server Model Context Protocol (MCP) server for OCI Documentation 12 Codex, OpenCode 1 1,526 tok
distantorigin/mcp-telnet An MCP server for telnet, allowing Claude and other LLMs to interact with text-based inter 12 Claude Code 1 719 tok
itzcull/mochi-mcp An MCP server for https://mochi.cards/ 12 Claude Code 1 700 tok
0xhubed/mcp-ms-sql-server A configurable Model Context Protocol (MCP) server for Microsoft SQL Server integration wi 12 Claude Code 1 1,294 tok
open-pgx/openpgx openpgx.ai The open standard for AI-readable pharmacogenomics. MCP Server for personalized drug-gene 12 Cursor 1 —
tha23rd/recaf-mcp MCP server plugin for Recaf — enabling AI agents to perform Java reverse engineering 12 Claude Code, Codex, OpenCode 2 1,137 tok
eyalzh/context-kit A CLI tool and MCP client, used to create spec files for AI coding agents with context bak 12 Claude Code 1 849 tok
nik-kale/sre-skills A collection of Site Reliability Engineering (SRE) and Platform Engineering skills for AI 12 Codex, OpenCode 1 208 tok
QYmag1c/ida-pro-mcp-multi 12 Claude Code 1 2,766 tok
kensou24/evernote-mcp 12 Claude Code, Codex, OpenCode 2 1,743 tok
HaseebKhalid1507/VelociRAG pypi.org Lightning-fast RAG for AI agents. ONNX-powered, 4-layer fusion, MCP server. No PyTorch. 12 Codex, OpenCode 1 2,908 tok
PatrickKoss/docsearch-mcp ripgrep for docs but via MCP 12 Claude Code 1 3,445 tok
dstars-oss/dbgx-mcp WinDbg extension DLL written in C++ that exposes an MCP-compatible HTTP endpoint. 12 Claude Code, Codex 11 795 tok
clavia-labs/mcp-to-cli 12 Claude Code 1 770 tok
lukagray-dev/Operon Autonomous agent platform with a Rust-native harness, permission-scoped remote access, and 12 Codex, OpenCode 1 537 tok
nanotaboada/Dotnet.Samples.AspNetCore.WebApi 🧪 Proof of Concept for a Web API built with C# / .NET 10 (LTS) and ASP.NET Core 12 Claude Code 9 2,033 tok
claude-world/skills-optimizer Compress Claude Code agents & skills with semantic verification — 6:1 compression, 100% se 12 Claude Code 1 —
bawbel/scanner bawbel.io Open-source CLI scanner for agentic AI components such as skills, MCP servers, system prom 12 Claude Code 1 5,253 tok
mblua/AgentsCommander agentscommander.org Stop letting your experience disappear between sessions. Build your own coding-agent ecosy 12 Claude Code 3 —
outreachmagic/outreachmagic outreachmagic.io Open source GTM intelligence for AI agents 12 Codex, OpenCode 1 1,083 tok
Medamine-Bahassou/TerminalVibe cmux alternative for linux & windows 12 Claude Code 1 2,227 tok
aibtcdev/aibtc-mcp-server Bitcoin-native MCP server for AI agents: BTC/STX wallets, DeFi yield, sBTC peg, NFTs, and 12 Claude Code 1 7,119 tok
GerardoRdz96/deepfork Don't fork the code. Fork the design. An agent skill that reverse-engineers any open-sourc 12 Claude Code 1 1,083 tok
heurist-network/heurist-finance finance.heurist.ai Agent-native financial workbench with any coding agent 12 Claude Code, Codex, OpenCode 28 3,240 tok
sandeep84397/agent-brain Persistent decision memory for AI coding agents. MCP server for Claude Code, Cursor, Cline 12 Codex, OpenCode 1 434 tok
atc-net/atc-claude-kanban Real-time Kanban dashboard for monitoring Claude Code agent tasks, sessions, and subagents 12 Claude Code 1 6,248 tok
sfrangulov/skill-graveyard sfrangulov.github.io Audit which Claude Code skills you actually use — surface dead installs and hallucinated i 12 Claude Code, Codex, OpenCode 5 4,020 tok
victorzhong0110/skill-evolution pypi.org Evolve AI agent skills through iterative meta-skill-driven optimization. Inspired by Skill 12 Claude Code 1 210 tok
technicalpickles/pickled-claude-plugins Personal collection of Claude Code skills for development workflows 12 Claude Code 2 2,633 tok
dushaobindoudou/ovo Open-source proactive AI desktop assistant for macOS. Watches your screen, suggests next s 12 Claude Code, Codex, OpenCode 2 1,559 tok
namphuongtran/awesome-ai-coding-agent-tools A curated list of tools, libraries, MCP servers, and frameworks that power AI coding agent 12 Claude Code 1 1,165 tok
weklund/fiduciary A personal financial advisor that runs locally. Plaid CLI + SQLite + Claude Code skills. F 12 Claude Code 2 1,986 tok
Mapika/nice-figures Soft-pastel, research-blog-style matplotlib figures as an installable Claude Code plugin. 12 Codex, OpenCode 1 837 tok