How real projects configure their agents

32,137 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
Menfre01/waveloom A terminal Code Agent customized for DeepSeek prefix caching (pure Go), with a 95–99% cach 130 Claude Code, Codex, OpenCode 1 3,069 tok
microsoft/fabric-rti-mcp MCP server for Fabric Real-Time Intelligence (https://aka.ms/fabricrti) supporting tools f 130 Claude Code, Codex, GitHub Copilot 2 1,346 tok
litegraphdb/litegraph litegraphdb.com Lightweight graph database with relational, vector, and MCP support, designed to power kno 130 Claude Code 1 1,879 tok
bernatvadell/muonline 130 Claude Code, Codex, OpenCode 2 6,460 tok
lynx-family/lynx-website lynxjs.org Official Website of the Lynx Family 130 Claude Code, Codex, OpenCode 3 1,998 tok
ljxpython/ai-agent-platform AI agent platform development—using testing as an example, this project builds a practical 130 Claude Code, Codex, OpenCode 8 1,529 tok
sanqiufong/slides-from-anything Turn anything into slides 130 Claude Code, Codex, OpenCode 2 2,522 tok
ambient-code/platform ambient-code.github.io Vision/Mission https://ambient-code.ai : Virtual team management and collaboration platfor 130 Claude Code, Codex, OpenCode 13 2,311 tok
sero12journey/synopsis-to-scenario Multi-agent workflow engine for converting synopses into feature-film screenplays (Claude 130 Claude Code 1 2,161 tok
geongeorge/picture-it Photoshop for agents 130 Claude Code, Codex, OpenCode 2 1,540 tok
db-ux-design-system/core-web design-system.deutschebahn.com DB UX Design System monorepo - Provides Design Tokens and components for Web UIs 130 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode 6 18,208 tok
FERAL-AI/FERAL-AI docs.feral.sh one Memory across your devices and apps 130 Claude Code 1 6,106 tok
pnp/cli-microsoft365-mcp-server npmjs.com Manage Microsoft 365 using MCP server 130 Claude Code, Codex 2
EuniAI/awesome-code-agents euniai.github.io A living collection of frontier research on code agents, from the code we build to the wor 130 Claude Code 1 1,871 tok
hugr-lab/mssql-extension hugr-lab.github.io DuckDB extension for Microsoft SQL Server (TDS + TLS), with catalog integration and pushdo 130 Claude Code 1 12,975 tok
ProfessionalWiki/MediaWiki-MCP-Server professional.wiki Model Context Protocol (MCP) Server to connect your AI with any MediaWiki 130 Claude Code, Codex, OpenCode 2 2,433 tok
NeoTheCapt/RedteamAgent An AI red-team agent for authorized labs and web app pentesting workflows. Turns Claude Co 130 Claude Code 1
vinilana/invokta docs.invokta.dev A TypeScript framework for reusable domain AI capabilities across direct, CLI, and MCP tra 130 Claude Code, Codex, OpenCode 5 178 tok
slackapi/slack-skills-plugin docs.slack.dev Claude Code, Codex, Cursor, and npx skills plugin that enables your AI tools with a Slack 129 Claude Code, Codex, OpenCode 2 1,527 tok
one-ie/one template.one.ie Make Your Ideas Real. Build Apps, Websites and AI Agents with Plain English with Astro, Re 129 Claude Code, Codex, OpenCode 4 3,237 tok
Sunagatov/Memora Telegram bot 129 Claude Code, Codex, OpenCode 3 1,369 tok
z80dev/lemon z80.wtf BEAM-native platform for LLM agents: OTP-supervised per-run processes, pluggable engines a 129 Claude Code, Codex, OpenCode 4 9,148 tok
l3gi0nXXXX/Metis-agent Metis-agent is a high performance and personal AI assistant which is build with Cangjie pr 129 Claude Code, Codex, OpenCode 2 5,057 tok
agutinbaigo28/financial-agent-api financial agent api with multi-agent framework for scalable AI systems focusing on financi 129 Claude Code, Codex, GitHub Copilot, OpenCode 50 34,906 tok
lync-cyber/CataForge 129 Claude Code 8 3,945 tok
dinglebear-ai/unraid Query, monitor, and manage Unraid servers via GraphQL API through MCP tools. Supports syst 129 Claude Code, Codex, Gemini CLI, OpenCode 4 3,569 tok
jianshuo/claude-skills 13 Claude Code skills for video production (transcribe / translate / dub / multicam / subt 129 Claude Code 1
dchu917/ctx Local context manager for Claude Code and Codex with workstreams, transcript binding, and 129 Claude Code, Codex, Cursor, OpenCode 10 1,228 tok
cx8537/sidabari 129 Claude Code 1 5,214 tok
akitaonrails/FrankClaw OpenClaw port to Rust. [IN DEVELOPMENT, NOT DONE YET] 129 Claude Code 1 3,913 tok
edgee-ai/edgee edgee.ai Official Edgee CLI to interract with Edgee's Agent Gateway. Route Claude Code, Codex, Curs 129 Claude Code, Codex, OpenCode 2 3,209 tok
NpgsqlRest/NpgsqlRest npgsqlrest.github.io Transform Your PostgreSQL Database into a Production-Ready, Blazing-Fast Standalone REST A 129 Claude Code 1
duane1024/l123 129 Claude Code, Codex, OpenCode 3 3,595 tok
calderbuild/WeFinance wefinance-copilot.streamlit.app AI-Powered Personal Finance Assistant - Transforming bill images into intelligent financia 129 Claude Code, Codex, OpenCode 4 10,949 tok
xingwudao/open-xquant xingwudao.github.io AI quantitative research framework: AI Agent-driven strategy backtesting, factor research, 129 Claude Code, Codex, OpenCode 2 1,019 tok
webup/skills-cc Claude Code utility skills for customization and hacks 129 Claude Code 1 225 tok
LumiDesk/verifin A completely free, open-source, minimalist personal finance tool with user-controlled data 129 Claude Code, Codex, OpenCode 2 6,961 tok
UiPath/coder_eval coder-eval.com Playwright for coding agents. Benchmark Claude Code, Codex, Gemini, and OpenCode on your o 129 Claude Code 1 21,692 tok
Cloudgeni-ai/opengeni opengeni.ai Open, self-hostable agentic runtime for organizations — durable, replayable agent sessions 129 Claude Code, Codex, OpenCode 4 24,305 tok
shaikhspeare/wanderlog-mcp npmjs.com MCP server for Wanderlog — build and edit trip itineraries through conversation 129 Claude Code 1 1,167 tok
SailingLoong/LoongPort loongport.dev A dedicated enhanced version of cc-switch for API relay providers, eliminating the hassle 129 Claude Code, Codex 1 8,970 tok
Waybox-AI/roadtrip-skill roadtripskill.dev An AI agent skill that turns "start + days" into a road trip you can actually drive. 129 Claude Code, Codex, OpenCode 2 4,360 tok
avatune/avatune avatune.dev Tuning visual identity, emotional tone. Feels friendly & composable. 129 Claude Code, Codex, OpenCode 3 2,363 tok
baryhuang/mcp-hubspot A Model Context Protocol (MCP) server that enables AI assistants to interact with HubSpot 128 Claude Code 1 1,470 tok
team-attention/openclone Talk freely with an AI clone trained on a real person 128 Claude Code, Codex, OpenCode 2 8,239 tok
bitsofchris/openaugi Human memory, for agents. Scalable, private, personal knowledge base for any LLM provider 128 Claude Code, Codex, OpenCode 2 2,877 tok
microsoft/eval-guide A plugin for AI agent evaluation. Plan evals, generate test cases, interpret results for C 128 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,504 tok
ccashwell/evm-cortex Ethereum protocol engineering squad for AI coding assistants 128 Claude Code, Codex, OpenCode 2 4,119 tok
stephenleo/OpenMicro 🎮 Codex Micro functionality using any Gaming Controller on any Coding Harness! 128 Claude Code, Codex, OpenCode 2 246 tok
noahapp/noah-for-tinkerers Noah -- fixing your computer issues 128 Claude Code, Codex, OpenCode 2 482 tok