How real projects configure their agents

44,931 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
b1ff/atlassian-dc-mcp MCP servers for the Atlassian products (Bitbucket, Confluence, JIRA) of the Data Center ve 109 Claude Code 1 314 tok
litefuse/litefuse litefuse.ai Litefuse - Agent Observability and Evaluation Platform 109 Claude Code, Codex, Cursor, OpenCode 10 3,733 tok
kawayiYokami/P-ai A ready-to-use self-growing desktop AI assistant for long-running tasks, memory, agents, t 109 Codex, OpenCode 1 7,206 tok
keros68/metrik Metrik provides a centralized view of quota remaining and token usage for multiple local A 109 Claude Code, Codex, OpenCode 2 849 tok
samzong/Recall samzong.github.io Switch agents. Keep the history. Local-first search across your AI coding sessions. 109 Claude Code, Codex, OpenCode 3 962 tok
starroyhq/agentkib agentkib.com Local-first desktop control plane for coding-agent context, Skills, sessions, and toolchai 109 Codex, OpenCode 1 55 tok
Viy1204/recruiting-copilot An AI recruitment workflow for HR professionals and headhunters: defining job requirements 109 Codex, OpenCode 1 681 tok
Kuadrant/mcp-gateway kuadrant.io An envoy-based MCP Gateway that integrates with Istio and policy attachment mechanisms for 109 Claude Code, Codex, OpenCode 8 1,281 tok
remotebrowser/remotebrowser remotebrowser.ai Exoskeleton for autonomous assistant 109 Codex, OpenCode 1 489 tok
peijun1700/bluemouse 109 Claude Code 5 —
dat999zx/knowl knowl.cloud Persistent memory for AI agents, for code, research and everyday life. Facts are typed, so 109 Claude Code 1 5 tok
LuxAlgo/luxalgo-mcp-server mcp.luxalgo.com The LuxAlgo ecosystem as MCP tools: free and keyless. 109 Claude Code, Codex, OpenCode 2 1,355 tok
lajarre/pi-vim npmjs.com Vim mode for Pi 109 Codex, OpenCode 1 424 tok
SeJonJ/ChatForYou SpringBoot WebSocket & WebRTC Chatting 109 Claude Code, Codex, OpenCode 46 1,203 tok
jdcodes1/claude-sh Claude Code rewritten as a bash script. ~1500 lines, zero npm packages. Just curl + jq. 108 Claude Code 3 1,019 tok
Litun/bloomy-linkedin-outreach 108 Claude Code, Codex, OpenCode 2 254 tok
CadeYu/spring-alpha spring-alpha-two.vercel.app 108 Codex, OpenCode 1 4,505 tok
Nayjest/ai-microcore A handy lib for smooth interaction with large language models (LLMs) and crafting AI apps. 108 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,486 tok
AbdelStark/worldforge abdelstark.github.io Harness framework to build world model based workflows for physical AI systems. 108 Claude Code, Codex, OpenCode 9 12,727 tok
Endle/fireSeqSearch When using search engine, it would also search local logseq notebook 108 Claude Code 6 2,621 tok
dosco/aithy aithy.dev A personal AI agent that can work safely on your machine, remember useful context, and kee 108 Claude Code, Codex, OpenCode 18 1,311 tok
idoforgod/Dissertation-Simulator-AgenticWorkflow A doctoral dissertation research simulation system in which 58 AI agents collaborate acros 108 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 12 39,470 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 108 Claude Code 1 793 tok
TheBeardedBearSAS/claude-craft Supercharge Claude Code with Expert Knowledge A comprehensive framework for AI-assisted 108 Claude Code 6 —
yyzybb537/remote_claude 108 Claude Code, Codex, OpenCode 2 12,736 tok
zizicici/Watermelon iOS Photos Backup App. Supports Backup to External Storage, SMB, WebDAV, S3-Compatible Buc 108 Claude Code, Codex, OpenCode 2 1,533 tok
GRIND-Lab-Core/night_owl_research_agent Fully automatic AI research agent for Geoscientists, Remote Sensing researchers, and GISci 108 Claude Code 1 4,725 tok
tornado-doc/tdoc tdoc.dev Prompt-native interactive HTML docs — bdocs. Generate, comment on, and publish docs from i 108 Claude Code, Codex, OpenCode 2 678 tok
AdamBien/bce.design minimal magic, minimal tooling, essential dependencies, high productivity, no transpilatio 108 Codex, OpenCode 1 632 tok
mishamyrt/perplexity-web-api-mcp mishamyrt.github.io 🔍 Perplexity AI MCP without API key 108 Codex, OpenCode 1 507 tok
Copexit/am-i-exposed The bitcoin privacy scanner you were afraid to run. 108 Claude Code 1 2,005 tok
Towow-ai/Flowness towow.net A work-centered runtime for agentic software engineering. Work persists; agents, context, 108 Claude Code 14 —
fl-sean03/OpenSDL seanflorez.com A modular Python foundation for reproducible computational and autonomous laboratories. Al 108 Claude Code, Codex, OpenCode 13 921 tok
chinawsb/daofy Daofy for Delphi — MCP Server that compiles Delphi projects and queries knowledge base for 108 Codex, OpenCode 1 7,682 tok
jyjeanne/okf-rs A fast, open-source Rust toolkit for generating, validating and serving Open Knowledge For 108 Claude Code, Codex, GitHub Copilot, OpenCode 3 434 tok
manojbajaj95/claude-gtm-plugin Skills for GTM teams 108 Claude Code, Codex, OpenCode 2 2,472 tok
antiv/mate antonijevic.rs Production-ready multi-agent orchestration engine built on Google ADK. Database-driven age 108 Claude Code, Codex, OpenCode 4 6,634 tok
amikai/openings-mcp 💼 One MCP server to search job boards and company career sites 108 Claude Code, Codex, OpenCode 6 102 tok
mertkayacs/reevesagents reevesagents.mertkayacs.com Run Claude Code, Codex, Kimi, OpenCode, Hermes and 20 other coding agents side by side, fr 108 Codex, OpenCode 1 2,867 tok
MuhammadUsmanGM/claude-code-best-practices muhammadusmangm.github.io A comprehensive best-practices wiki for Claude Code - setup, CLAUDE.md templates, workflow 108 Claude Code 4 1,463 tok
pug-sh/pug pug.sh Open-source product analytics 108 Claude Code 1 17,259 tok
kirill-markin/flashcards-open-source-app nibomo.com AI-powered flashcards app built for serious daily study on iOS, MacOS, Android, and the we 108 Claude Code, Codex, OpenCode 4 3,415 tok
getfounded/mcp-tool-kit docs.mcp-tool-kit.com Agentic abstraction layer for building high precision vertical AI agents written in python 108 Claude Code 1 154 tok
dorakoo/doubao-studio Windows multi-account AI content production workbench | Projects and CSV tasks, resumable 108 Codex, OpenCode 1 2,070 tok
NanoNative/nano tiny java tool - back to basics! 108 Claude Code, Codex, OpenCode 2 1,716 tok
siddhantparadox/codexmanager 107 Codex, OpenCode 1 1,279 tok
sathergate/sathergate-toolkit A toolkit of agent primitives 107 Claude Code 1 112 tok
smithclay/claudetainer clay.fyi Easy Claude Code devcontainer workflows 107 Claude Code 1 884 tok
anthr76/infra discord.gg My home or for-home infrastructure written as code defining GitOps principles for Kubernet 107 Claude Code 1 4,765 tok
EvotecIT/DesktopManager powerbginfo.com DesktopManager is a C# library and PowerShell module that allows to get and set wallpapers 107 Codex 2 —