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
jenkinsm13/metashape-mcp AI-powered photogrammetry automation — MCP server for Agisoft Metashape Professional 2.3+. 36 Claude Code 1 1,106 tok
razr001/aligndev aligndev.dev AlignDev helps AI-assisted frontend teams generate shared coding standards and SKILL.md so 36 Claude Code, Codex, OpenCode 2 847 tok
nonatofabio/local_faiss_mcp Local FAISS vector store as an MCP server – Agent Memory, drop-in local semantic search fo 36 Claude Code 1 1,676 tok
ethpandaops/xatu-data 36 Claude Code 1 —
iliaal/whetstone AI-powered development tools. 18 agents, 19 commands, 29 skills, 4 hooks, 1 MCP server for 36 Claude Code, Codex, OpenCode 2 7,548 tok
fastly/fastly-agent-toolkit Fastly skills for AI Agents. 36 Claude Code, Codex, OpenCode 2 44 tok
KhaledSaeed18/node-express-boilerplate Production-ready Express + TypeScript backend boilerplate with clean layered architecture, 36 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 6 1,536 tok
ConnorBritain/mssql-mcp-server Enterprise MCP server for SQL Server with 20 tools for schema discovery, data operations, 36 Claude Code, GitHub Copilot 2 1,802 tok
maoxx241/vllm-ascend-workspace 36 Claude Code, Codex, OpenCode 26 2,094 tok
chohra-med/expo_boilerplate aimobilelauncher.com AI-first React Native and Expo boilerplate. Feature-first architecture, TypeScript, auth, 36 Claude Code, Codex, OpenCode 2 1,127 tok
verygoodplugins/mcp-toggl verygoodplugins.com MCP server for Toggl Track integration with intelligent caching and reporting tools 36 Claude Code, Codex, OpenCode 2 3,646 tok
RafaelGorski/Problem-Based-SRS rafaelgorski.github.io An Agent Skill to use Problem-Based Software Requirements Specification (SRS) method in yo 36 Claude Code, Codex, GitHub Copilot, OpenCode 3 12,019 tok
yutongcai0628/career-planning-skill Let's jointly explore your career path! A continuous career-planning Skill for multi-Agent 36 Claude Code, Codex 1 —
Emily2040/nano-banana-image-skill Production-grade, agent-portable image prompting skill for Nano Banana Pro and Nano Banana 36 Claude Code, Codex, Gemini CLI, OpenCode 3 908 tok
matlab/mcp-framework-matlab-production-server mathworks.com Publish MATLAB functions as MCP tools for AI agents using MATLAB Production Server 36 Claude Code 2 —
hyperb1iss/hyperskills hyperbliss.tech My collection of agent skills for a variety of tasks 36 Claude Code, Codex, OpenCode 2 3,426 tok
oborchers/fractional-cto drborchers.com Your AI CTO co-pilot — opinionated, research-backed Claude Code plugins for building SaaS 36 Claude Code 1 1,504 tok
markmhendrickson/neotoma neotoma.io The system of record for AI agents 36 Claude Code, Codex, OpenCode 3 1,933 tok
kumamaki/Claude-Code-Personalities Dynamic Kaomoji personalities for Claude Code's statusline that change based on what Claud 36 Claude Code, Codex, OpenCode 2 3,334 tok
thorstenfoltz/octa thorstenfoltz.github.io Fast native desktop app for exploring 20+ data formats like Parquet, DuckDB, CSV, Excel, A 36 Claude Code 1 3,365 tok
mikeshu2001/personal-brain-builder Local-first agent workflow for building private cross-project memory with explicit consent 36 Claude Code, Codex, Gemini CLI, OpenCode 3 348 tok
BunnyWay/cli bunny.net bunny.net CLI 36 Claude Code, Codex, OpenCode 2 14,649 tok
Tele-AI/TeleFuser tele-ai.github.io High-performance runtime for real-time multimodal generation and world models—streaming i 36 Claude Code, Codex, Gemini CLI, OpenCode 6 2,177 tok
stefan-jansen/coding-agent-toolkit Cross-agent workflow toolkit (Claude Code + Codex) — align/plan/ship/handoff verbs with sh 36 Claude Code, Codex, OpenCode 2 1,341 tok
wxj881027/QmClient DDnet client, featuring minor functionalities and effects added upon the Tater Client foun 36 Claude Code, Codex, OpenCode 6 4,897 tok
chrizbo/agentics-beyond-code Agentic Workflows for PMs, ops, compliance, and other non-engineering roles 36 Claude Code, Codex, OpenCode 10 520 tok
lanes-sh/link lanes.sh Lanes Link is a private, self-hostable MCP that connects your accounts, memory and skills 36 Claude Code 2 5,463 tok
MythicAgents/sage Sage is a virtual Mythic agent that that uses an AI agentic system to operate Mythic and M 36 Claude Code, Codex, OpenCode 6 2,501 tok
cubexch/ai-fund cube.exchange AI trading desk with 42 hedge fund agents for Claude Code. Trade crypto & stocks like Jame 36 Claude Code 1 6,121 tok
certinia/debug-log-analyzer-mcp npmjs.com Apex Log MCP Server - AI-powered Salesforce Apex debug log analysis. Find performance bott 36 Claude Code 4 3,435 tok
aliasunder/vault-cortex npmjs.com Standalone MCP server for Obsidian vaults — hybrid search, structured memory, task managem 36 Claude Code, Codex, OpenCode 5 21,440 tok
techtheist/engram techtheist.github.io Engram Alpha - Inspectable graph memory for AI coding assistants 36 Claude Code 4 4,017 tok
ExaDev/agent-comms npmjs.com Cross-harness communication mesh for LLM agents, with rooms, direct messages, presence and 36 Claude Code, Codex, OpenCode 2 4 tok
wuguirongsg/coreldraw-mcp Let AI drive CorelDRAW directly via the Model Context Protocol — automated design file gen 36 Claude Code, Codex, Cursor, OpenCode 8 2,405 tok
Imolatte/claude-cli-telegram Turn your Mac/Linux into a remote Claude Code terminal via Telegram. Spawns real CLI — ses 36 Claude Code 1 345 tok
DojoCodingLabs/hacienda-cr TypeScript SDK, CLI & MCP Server for Costa Rica electronic invoicing (Hacienda API) 36 Claude Code, Codex, OpenCode 2 1,748 tok
tatargabor/set-core Autonomous multi-change orchestration for Claude Code — spec in, merged features out. Sent 36 Claude Code 67 8,495 tok
ryoha000/launcherg ADV game launcher application 36 Claude Code, Codex, OpenCode 4 847 tok
luthersystems/elps pkg.go.dev An embedded lisp interpreter 36 Claude Code, Codex, OpenCode 17 4,601 tok
Artesiana/agent2 getagent2.dev Turn domain experts into production AI agents. 35 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 12 2,346 tok
BoardKit/orchestrator Orchestrator for shared AI agents and documentation synchronization across multi-repo orga 35 Claude Code 4 8,409 tok
calinfaja/K-LEAN ⚰️ Archived. Multi-LLM consensus for Claude Code — the right idea about 18 months too earl 35 Claude Code 1 1,583 tok
rvk7895/llm-knowledge-bases Claude Code plugin for building LLM-maintained Obsidian wikis from raw research — compile, 35 Claude Code 1 327 tok
jaxxchen003/Traceplane traceplane.cc Multi-Agent Continuity Layer — Keep your AI agents on a single, observable, handoff-ready 35 Claude Code, Codex, OpenCode 2 808 tok
lancelin111/douyin-mcp-server 🎥 Douyin (TikTok China) MCP Server - Automated video upload service via Model Context Pro 35 Claude Code 1 764 tok
anandsaini18/deadskills 💀 Find the agent skills you never use. Local-first analytics for Claude Code & Codex skil 35 Claude Code 1 1,193 tok
Disentinel/grafema grafema.dev Graph-based static analysis tool 35 Claude Code 40 1,535 tok
Deepractice/RoleX Deepractice Role System 35 Claude Code 1 1,040 tok
roboticforce/remembrallmcp roboticforce.io Whole-codebase knowledge for AI coding agents. A field-aware code graph (functions, classe 35 Claude Code, Codex, OpenCode 2 2,968 tok
proompteng/bilig proompteng.github.io Formula workbooks for Node services: edit inputs, recalculate formulas, read outputs, pers 35 Claude Code, Codex, GitHub Copilot, OpenCode 6 5,614 tok