How real projects configure their agents

44,969 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
Ian-stetsenko/lore-protocol Lore: A structured knowledge protocol for AI coding agents — repurposing git commit messag 34 Claude Code 1 1,159 tok
mitchhankins01/oura-ring-mcp MCP server for Oura Ring data with smart analysis tools 34 Claude Code 1 5,827 tok
andrewlwn77/google-trends-mcp Google Trend MCP server 34 Claude Code 1 835 tok
junghan0611/entwurf junghanacs.com Open visible sibling AI sessions in Herdr or tmux. Reopen, message or retire supported sib 34 Claude Code, Codex, OpenCode 4 5,534 tok
sigee-min/ashfox ashfox.io Assets as Code for voxel games. Define models, textures, and sounds in code. Version them 34 Codex, OpenCode 1 178 tok
rondorkerin/gamestack The game-design process for Claude — knowledge + workflow skills for designing games, tune 34 Claude Code 1 —
arjitj2/swiftui-design-principles Agent skill: Design principles for building polished SwiftUI apps and WidgetKit widgets 34 Codex, OpenCode 1 166 tok
nancheung/cc-releases Automated mirror of Claude Code offline installers—tracks new releases, verifies SHA256, a 34 Claude Code 1 1,822 tok
korovin-aa97/talkthrough-mcp pypi.org Recordings in. Agent-ready evidence out. Local-first MCP for transcripts, keyframes, OCR, 34 Claude Code, Codex, OpenCode 3 989 tok
shantanugoel/rust-bash rustbash.dev A sandboxed bash interpreter for AI Agents, built in Rust 34 Codex, OpenCode 1 469 tok
FgForrest/mcp-jdwp-java MCP server giving AI agents full debugger control over running Java applications — inspect 34 Claude Code 2 2,141 tok
nicolasmelo1/software-factory A method for building software with agents, packaged as a single binary. Every rule that m 34 Codex, GitHub Copilot, OpenCode 2 2,373 tok
yuema137/scientific-eval-environments Live Knowledge Base of LLM Agents for Science 34 Claude Code 1 2,977 tok
tommygeoco/ui-audit UX Decisions framework for rapid, intentional interface design 34 Claude Code 1 302 tok
rimio-ai/rimz rimz.rimio.ai RimZ is a realtime dashboard and control room for harnessing agentic coding, build on tmux 34 Claude Code, Codex, OpenCode 2 21,527 tok
upstash/skills Collection of skills for Upstash 34 Claude Code, Codex, OpenCode 1 1,959 tok
aws-samples/sample-okf-llm-wiki aws-samples.github.io Data Wiki turns data into portable knowledge bundles following Open Knowledge Format (OKF) 34 Claude Code 2 4,045 tok
tianbing1230/CFPS-Panel-Data-Cleaning-Pipeline CFPS panel data cleaning workflow, with extensive cross-wave harmonization and imputation 34 Claude Code, Codex, OpenCode 2 1,965 tok
2389-research/dippin-lang 2389.ai Dippin: a DSL for authoring AI pipeline workflows 34 Claude Code, Codex, OpenCode 2 3,759 tok
Gracker/Perfetto-Skills Portable Agent Skill for evidence-based Android, Linux, and Chromium Perfetto analysis. 34 Codex, OpenCode 1 530 tok
waylondev/kb-pilot A lightweight, Git-native knowledge base skill for AI Agents — no vector DB, no chunking, 34 Codex, OpenCode 1 1,802 tok
liftedkilt/openchore Open-source family chore management system 34 Claude Code 1 1,376 tok
martysama0134/m2ui-skill AI coding skill for generating and modifying Metin2 client UI code from screenshots, descr 34 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 3,656 tok
kengio/dp-800-study-guide Open-source community study guide for Microsoft DP-800: Developing AI-Enabled Database Sol 34 Claude Code 1 3,216 tok
alseif0x/rustycore alseif0x.github.io Bringing Azeroth to Rust. An open-source WotLK Classic 3.4.3 server emulator, focused on f 34 Claude Code, Codex, OpenCode 8 5,787 tok
umlink/easy-resume A full-stack résumé project with exceptionally beautiful UI and comfortable interaction 34 Claude Code 1 2,919 tok
thevoiceguy/siphon-ai Real-time SIP-to-WebSocket media bridge in Rust. Streams live call audio to your WebSocket 34 Claude Code 1 6,842 tok
Fix3dll/QuicMic crates.io Turn any phone or tablet into a low-latency wireless microphone for your PC, over your loc 34 Codex, OpenCode 1 12,444 tok
mattiasgeniar/offline-first-pwa Agent skill: the rules for building offline-first PWAs that launch instantly from the home 34 Codex, OpenCode 1 84 tok
etheorem/etheorem A Lean 4 implementation of the Ethereum consensus specification for the Fulu, Gloas, Heze 34 Claude Code 1 7,867 tok
doublegate/CyberChef-MCP doublegate.github.io Model Context Protocol server for CyberChef — exposes GCHQ's "Cyber Swiss Army Knife" as A 34 Claude Code, Codex, GitHub Copilot, OpenCode 6 15,869 tok
Corporationakht/LocalCodeCli A powerful local proxy for Claude Code CLI and Codex CLI supporting NVIDIA NIM, Google,Gem 34 Claude Code, Codex, OpenCode 2 3,287 tok
tanishqbhattad/rhino-mcp Rhino MCP server: AI-assisted architectural modelling in Rhino 8 with Claude, ChatGPT, Cod 34 Claude Code 1 1,836 tok
neat-technologies/neat neat.is Live code graph that fuses static analysis (tree-sitter) with OpenTelemetry runtime traces 34 Claude Code 3 1,098 tok
cubrid-lab/cubrid-mcp-server cubrid-lab.github.io A Model Context Protocol (MCP) server for CUBRID database — enabling LLMs to inspect schem 34 Claude Code, Codex, OpenCode 2 6,200 tok
vgtitov/bsl-ai-toolkit AI-first development for 1C:Enterprise 8.3 — skills, rules, MCP servers, and a byte-perfec 34 Claude Code, Codex, Gemini CLI, OpenCode 6 9,247 tok
yerdaulet-damir/vibe-coding-rules vibecodex-omega.vercel.app 54 production architecture rules for vibe coding with Claude Code & Cursor. Drop-in CLAUDE 34 Claude Code 1 4,769 tok
wdhwg001/csift crates.io The missing tool to sift your Claude Code sessions: regex search across all record types, 34 Claude Code 1 3 tok
HarrierPigeon/Solidworks-MCP-Server Ever wanted Claude to do your CAD for you? 34 Claude Code 1 6,557 tok
IBazylchuk/paparats-mcp npmjs.com Self-hosted semantic code search MCP server for Claude Code, Cursor, Codex and Copilot. In 34 Claude Code, Cursor, Gemini CLI 4 11,863 tok
awrshift/agent-memory-kit Built-in memory decides what to remember. This one asks. Agent memory as plain files in yo 34 Claude Code 1 834 tok
kupzed/catatz catatz.kupzed.tech A personal finance management app powered by Next.js and Supabase. Key features include tr 34 Claude Code, Codex, Gemini CLI, OpenCode 27 4,324 tok
buttondown/docs docs.buttondown.com Buttondown's public documentation 34 Claude Code, Codex, OpenCode 2 91 tok
wn-mitch/40kdc-data wn-mitch.github.io Community-owned data schemas for Warhammer 40,000 developer tooling 34 Claude Code, Codex, OpenCode 7 15,839 tok
whtoo/How_to_implment_PL_in_Antlr4 whtoo.github.io A concise tutorial on building a programming language, also serving as an unofficial ANTLR 34 Claude Code, Codex, OpenCode 11 4,269 tok
jujunjun110/claude-looper A sample workflow for developing with Claude Code running in parallel loops 34 Claude Code 4 143 tok
muyen/vibe-to-prod From Vibe Coding to Production in Days, Not Months - A production-ready full-stack templat 34 Claude Code 6 1,109 tok
spirosbax/insaight LinkedIn prospect intelligence inside Claude — MCP server + 8 skills that research people, 34 Claude Code 1 2,432 tok
996pm/interaction-prd Interactive PRD Skill — gradually turn product ideas into an editable, demonstrable, expor 34 Codex, OpenCode 1 135 tok
matt-goldman/blake A static site generator inspired by Occam's Blazor 34 GitHub Copilot 1 2,059 tok