How real projects configure their agents

32,517 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 agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
sivaprasadreddy/sdd-skills Agent Skills for Spec Driven Development 34 Claude Code, Codex, OpenCode 2 885 tok
prakrititz/relayBrain relay-brain.vercel.app Coordination and context layer for AI coding agents. Shared file locks, live patch sync, a 34 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 5 3,003 tok
nirholas/github-to-mcp github-to-mcp.modelcontextprotocol.name Convert GitHub repositories to MCP servers automatically. Extract tools from OpenAPI, Grap 34 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 872 tok
mishrasanjeev/grantex grantex.dev grantex is the identity, authorization, and audit infrastructure for AI agents — the "OAut 34 Claude Code, Codex, OpenCode 2 2,932 tok
Byte-n/larkDocx2md Export Feishu (Lark) documents to Markdown, including drawing data within documents. AI-fr 34 Claude Code, Codex 1 —
townsendmerino/ken Fast hybrid code search for agents. Pure Go, drop-in MCP-compatible with semble. 34 Claude Code 3 1,030 tok
sacahan/CasualMarket A feature-complete Taiwan stock trading Model Context Protocol (MCP) Server, providing rea 34 Claude Code, Gemini CLI 2 3,482 tok
MoizIbnYousaf/marketing-cli marketing-cli.com Agent-native marketing CLI: 76 skills, 6 research/review agents, brand memory that compoun 34 Claude Code, Codex, OpenCode 2 10,598 tok
M4F-S/gomaa Gomaa — Autonomous Agent Memory OS. Persistent memory system for AI agents with Obsidian v 34 Claude Code, Codex, Cursor, OpenCode 3 2,711 tok
verygoodplugins/mcp-local-wp MCP server for WordPress database access via Local by Flywheel 34 Claude Code, Codex, OpenCode 2 659 tok
RyanCodrai/sourced sourced.dev Maps packages to source code. Allows coding agents to search any dependency with grep. 34 Claude Code 1 194 tok
uzyn/aimx aimx.email 🐦‍⬛ SMTP for AI agents. No middleman. 34 Claude Code 1 5,420 tok
Neftedollar/FsLangMCP Semantic F# for AI coding agents (Claude Code · Cursor · Copilot · Codex) — an MCP server 34 Claude Code 6 1,289 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
rondorkerin/gamestack The game-design process for Claude — knowledge + workflow skills for designing games, tune 34 Claude Code 1 —
nancheung/cc-releases Automated mirror of Claude Code offline installers—tracks new releases, verifies SHA256, a 34 Claude Code 1 1,822 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
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
cj-vana/discord-setup-mcp MCP server for automating Discord server setup on macOS using AppleScript/JXA 34 Claude Code 1 2,699 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 20,731 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
liftedkilt/openchore Open-source family chore management system 34 Claude Code 1 1,376 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
Zuehlke/teststand-mcp TestStand MCP 34 Claude Code 4 12,314 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
etheorem/etheorem A Lean 4 implementation of the Ethereum consensus specification for the Fulu, Gloas, Heze 34 Claude Code 1 7,867 tok
emircbngl/blender-optics-simulator Blender add-on to design, simulate, align & render optical setups — live beam tracing, kin 34 Claude Code, Codex, OpenCode 7 1,085 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
AixleHQ/flow flow.aixle.com Aixle Flow — orchestrate coding agents through durable, inspectable workflows. 34 Claude Code 1 1,631 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 6,281 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
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
ohdearquant/khive khive.ai khive is a system of records and operations for agent-native organizations 34 Claude Code, Codex, OpenCode 2 27,543 tok