How real projects configure their agents

31,977 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
VioletCranberry/coco-search Local-first hybrid semantic code search tool. Indexes codebases into PostgreSQL with pgvec 37 Claude Code, Codex, OpenCode 2 8,368 tok
smucclaw/l4-ide This project is being continued by Legalese: 37 Claude Code, Codex, OpenCode 2 1,552 tok
nmamano/isomux isomux.com Give your agents a cute office. Multi-device, multi-user, multi-agent collaboration. 37 Claude Code, Codex, OpenCode 2 2,120 tok
manusco/resonance Operator-grade AI agent skills for Claude Code, Cursor, Codex, and opencode. 37 Claude Code, Codex, OpenCode 2 3,853 tok
LamantinAI/kaeru Cognitive memory for LLM agents — local-first, and shareable across a team through the clo 37 Claude Code, Codex, OpenCode 2 5,998 tok
timothywarner-org/ab100 techtrainertim.com Exam AB-100: Agentic AI Business Solutions Architect 37 Claude Code, Codex, GitHub Copilot, OpenCode 7 7,015 tok
MiguelAxcar/ai-rpi-protocol Repo-native protocol for AI-assisted coding that enforces a simple discipline: research fi 37 Claude Code, Codex, OpenCode 2 1,993 tok
GitGuardian/ggmcp gitguardian.com MCP server for remediating hardcoded secrets using GitGuardian’s API. It detects over 600 37 Claude Code, Codex, OpenCode, Windsurf 5 2,572 tok
nirholas/UCAI ucai.tech Universal Contract AI Interface (UCAI) 🔗 ABI to MCP | The open standard for connecting AI 37 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 926 tok
connerohnesorge/conclaude connerohnesorge.github.io Safely constrain and conclude your claude code sessions. 37 Claude Code 25 1,799 tok
pinecone-io/cultivar Use cultivar to test your Agent Skills, run them in sandboxes, and across different agents 37 Claude Code 1
lbb00/ai-rules-sync lbb00.github.io Synchronize, manage, and share your ai rules, skills, commands, subagents (Cursor, Claude 37 Claude Code, Codex, OpenCode 6 1,026 tok
memgrafter/flatmachines Orchestrate agents with a peer network of state machines. Supports checkpoint/restore, per 37 Claude Code, Codex, OpenCode 2 2,188 tok
alfredoperez/angular-best-practices angular-best-practices-web.vercel.app Curated Angular best practices for AI agents 37 Claude Code 1 879 tok
gwbischof/free-will-mcp This was a fun project to explore what an AI would do with the ability to give itself prom 37 Claude Code 1 15 tok
chongdashu/phaserjs-tinyswords 37 Claude Code, Codex 3
ttcc666/DatabaseMcpServer 37 Claude Code, Codex, OpenCode 2 2,335 tok
Orenoid/harness-kanban A cloud-based kanban tool for managing fully containerized coding agents that run 24/7 to 37 Claude Code, Codex, OpenCode 2 7,708 tok
dualeai/seek Ranked local search for AI coding agents. Search the current Git worktree, selected paths, 37 Claude Code 2 1,648 tok
AustinKelsay/nostr-mcp-server A Model Context Protocol (MCP) server that provides Nostr capabilities to AI agents 37 Claude Code 1 727 tok
kasuken/vscode-copilot-insights marketplace.visualstudio.com Understand your GitHub Copilot plan, quotas, and limits at a glance 37 Claude Code, GitHub Copilot 3 1,100 tok
BoardKit/orchestrator Orchestrator for shared AI agents and documentation synchronization across multi-repo orga 37 Claude Code 4 8,409 tok
git-men/agentstudio agentstudio.cc A sophisticated AI-powered workspace built on top of Claude Code SDK 37 Claude Code 4 4,092 tok
wesselgrift/sveltekit-spa sveltespa.dev A minimal boilerplate for building SPAs with SvelteKit using adapter-static, Supabase Auth 37 Claude Code 1 3,733 tok
eliornl/rolemule eliornl.github.io RoleMule — One mule for every role. Self-hosted AI job companion. Paste a posting (or Chro 37 Claude Code, Cursor 2 10,287 tok
PSPDFKit-labs/nutrient-dws-client-typescript nutrient.io This library provides a type-safe and ergonomic interface for document processing operatio 37 Claude Code, Codex, OpenCode 2 522 tok
learnwithparam/ai-agentic-patterns learnwithparam.com Hands-on AI agentic patterns workshop material for building real AI and web apps. 37 Claude Code, Codex, OpenCode 2 289 tok
d-kimuson/esa-mcp-server An implementation of an esa Model Context Protocol server 37 Claude Code 1 667 tok
opendatahub-io/ai-helpers opendatahub-io.github.io AI Helpers — collections of Skills, Hooks, Agents (compatible with Claude Code, Cursor and 37 Claude Code, Codex, OpenCode 2 1,554 tok
OpenCognit/Opencognit opencognit.mytherrablockchain.org The open-source AI agent OS. CEO orchestrator, persistent memory, real execution, atomic b 37 Claude Code 1 1,642 tok
commerce-operations-foundation/mcp-reference-server This is the reference implementation for the mcp server 37 Claude Code 1 1,138 tok
lilklon/UEBlueprintMCP MCP server for AI-assisted Unreal Engine 5.7+ Blueprint manipulation 37 Claude Code 1 2,297 tok
Wirasm/obsidian-claude-code onsidian plugin for claude code 37 Claude Code 1 1,181 tok
datenoio/iterabledata Iterable Data is a Python library for reading and writing data files row by row in a consi 37 Claude Code, Codex, Cursor, OpenCode 10 2,397 tok
Altinity/altinity-mcp Model Context Protocol server to use ClickHouse® databases in your AI agents 37 Claude Code 3
sacenox/mini-coder sacenox.github.io A good idea 👾 37 Claude Code, Codex, OpenCode 2 1,009 tok
bitpanda-labs/bitpanda-mcp Official Bitpanda MCP server 37 Claude Code 1 1,161 tok
Snowflake-Labs/snowflake-ai-kit Snowflake AI Kit: Cortex Code plugin for automatic Snowflake routing, envelope-based permi 37 Claude Code, Codex, OpenCode 1 929 tok
rvk7895/llm-knowledge-bases Claude Code plugin for building LLM-maintained Obsidian wikis from raw research — compile, 37 Claude Code 1 327 tok
untra/operator operator.untra.io 📞 Operator! Multi-agent orchestration application for AI assisted kanban shaped software 37 Claude Code 5 3,973 tok
neopen/video-clip-agent clip.helpenx.com AI-driven video mashup agent: analyze, filter, trim, and composite multiple videos based o 37 Claude Code 4 1,211 tok
rizukirr/no-vibe Turn your AI assistant into a tutor. It plans, shows code, reviews, adapts to how you lear 37 Claude Code, Codex, Gemini CLI, OpenCode 6 7,026 tok
littlebearapps/outlook-assistant littlebearapps.com MCP server for Outlook email, calendar, and contacts — let your AI assistant manage your i 37 Claude Code 1 2,369 tok
plasmate-labs/plasmate docs.plasmate.app Browser engine for agents. HTML in, structured Semantic Object Model out. Native MCP and A 37 Claude Code, Codex, OpenCode 3 48,287 tok
hoblin/claude-ruby-marketplace Claude Code plugin marketplace for Ruby and Rails development 37 Claude Code 1 666 tok
quasi/cl-mcp-server Common Lisp REPL Superpower for Agents 37 Claude Code 3 67 tok
wzj998/fluencer-predict-track An anthology of prominent investment influencers: tracks their historical investment predi 37 Claude Code 1
mifunedev/openharness oh.mifune.dev 🏗️ Run coding agents in a sandbox, not on your machine. 37 Claude Code, Codex, OpenCode 6 2,015 tok
netlify/context-and-tools 37 Claude Code 2 760 tok
tuo-lei/vibe-replay vibe-replay.com Turn AI coding sessions into animated, interactive web replays 37 Claude Code, Codex, OpenCode 4 8,007 tok