T To Play Claw Browse tools
Back to Agents
china agent

Kimi CLI / Kimi Agent

Moonshot AI's Kimi agent surface for long-context research, document-heavy workflows, and Kimi Code CLI development tasks.

Moonshot AI webcli
01

Agent profile and official evidence.

Use this first to understand what the agent is good at before checking compatible tools.

What this agent is

Kimi CLI / Kimi Agent should be described as multiple Moonshot AI surfaces under one Agent category: Kimi web for long-context research and document workflows, Kimi Agent for task execution and planning, and Kimi Code CLI for developer-facing terminal workflows. Its value on To Play Claw is not generic coding alone; it is the combination of long-context Chinese/English research, document analysis, and a growing coding-agent path that needs careful separation from the chat product.

Best for
Long-context researchDocument-heavy analysisChinese and bilingual workflowsKimi Code CLI exploration
02

Where Kimi CLI / Kimi Agent is strongest.

Short, rigorous notes for deciding whether this agent belongs in your stack.

Long-context orientation

Kimi is strongly associated with long-context reading, research, document understanding, and multi-step information work.

Agent and research product surface

Kimi's public help materials describe agent-style workflows for planning and completing tasks such as research, website generation, slides, and document work.

Kimi Code CLI path

Kimi Code CLI is the developer-facing path and should be tracked separately from the general Kimi chat or web agent experience.

China-origin content fit

Kimi is especially relevant for Chinese high-quality content discovery, translation review, and bilingual developer knowledge workflows.

03

How it connects to tools.

MCP, Skills, CLI, and Workflow support are treated as compatibility claims with sources.

04

Compatible tools mapped to Kimi CLI / Kimi Agent.

Open the item page for what it does, source links, stars, license, freshness, and compatibility context.

workflow mcp

ai-berkshire

AI 时代的伯克希尔:基于 Claude Code 的价值投资研究框架。巴菲特·芒格·段永平·李录四大师方法论 + 多Agent并行研究。

902 stars
MIT license
Open
workflow mcp

ChattyPlay-Agent

🚀 告别多个App!本项目主要基于Python+React+TypeScript+Hono+SQLite3+Redis,打造“All in One”智能工具集。免会员破解爱奇艺、腾讯视频、优酷、抖音、B站、小红书等20+平台视频,支持4K在线解析与无水印高速下载。集成Cloudflare Turnstile防机器人和爬虫、Google、GitHub授权登录及OpenAI SDK、埋点SDK、MCP服务和Agent等,支持ChatGPT对话、AI绘画、论文降重、Hugging Face论文爬取、在线Latex编写;更有实时黄金K线、AI思维导图、闲鱼助手等效率黑科技。内置海量动漫漫画资源,畅享

702 stars
Apache-2.0 license
Open
workflow mcp

gortex

High-performance code-intelligence engine for AI agents and IDE, supports 257 languages, multi repositories, based on graph, with access via CLI, MCP Server, and API. AI coding agents teammate - expose only needed information, cutting token usage up to 50x. 100% local.

708 stars
Apache-2.0 license
Open
workflow mcp

js-reverse-mcp

AI Agent-first JS 逆向 MCP Server:有头 Chrome 调试、断点、网络/WebSocket 分析、Patchright 反检测,可选 CloakBrowser。

1,985 stars
Apache-2.0 license
Open
workflow agent-app

LocalMiniDrama

🎬 seedance2接入 开源本地 AI 短剧 & 漫剧生成工具 —— 从故事到成片一站式完成,数据不出本机,短剧工作流管理平台,高灵活度,AI真人剧,AI漫剧本地搞定。 Open-source local AI short drama maker: story → storyboard → video, fully offline, your data stays yours. 纳米流水线

702 stars
MIT license
Open
workflow mcp

loop-engineering

Practical patterns, starters & CLI tools for loop engineering with AI coding agents. Design systems that prompt and orchestrate agents (inspired by Addy Osmani and Boris Cherny). Includes loop-audit, loop-init, loop-cost.

753 stars
MIT license
Open
workflow cli

user-research-skill

Cookiy AI Skill for AI agents (Claude, Codex, Cursor, OpenClaw) — end-to-end user research: AI interviews, synthetic users, quant surveys, participant recruitment.

708 stars
MIT license
Open
workflow mcp

codexpro

Use ChatGPT Developer Mode as a local coding agent for your repo through MCP.

708 stars
MIT license
Open
workflow mcp

ha-mcp

The Unofficial and Awesome Home Assistant MCP Server

3,585 stars
MIT license
Open
workflow mcp

haft

Engineering decisions engine that know when they're stale. Frame, compare, decide — with evidence decay and parity enforcement. For Claude Code, Cursor, Gemini CLI, Codex and more.

1,350 stars
NOASSERTION license
Open
workflow skill

loop-library

A library of practical AI-agent loops and an installable skill for finding, adapting, and designing repeatable agent workflows.

1,025 stars
MIT license
Open
workflow cli

SearchCLI

Open CLI for integrating AI search, recommendation, and conversational retrieval into agent systems and business systems

702 stars
Apache-2.0 license
Open
workflow agent-app

Third-Eye

A production-grade OSINT platform that provides situational awareness across multiple intelligence domains.

712 stars
MIT license
Open
workflow cli

ai-coding-guide

📘 面向小白的 AI 编程 CLI 中文教程:Claude Code + Codex 92 篇精修

911 stars
MIT license
Open
workflow agent-app

ai-scraper-py

AI Scraper is a powerful scraping tool and scrape agent built to automate data extraction with unmatched precision. Ideal for scalable AI scraping tasks across diverse web sources, this tool simplifies complex scraping operations into efficient, intelligent workflows.

705 stars
source license
Open
workflow cli

airecon

AIRecon is an autonomous cybersecurity agent that combines a self-hosted Large Language Model (Ollama) with a Kali Linux Docker sandbox and a Textual TUI. It is designed to automate security assessments, penetration testing, and bug bounty reconnaissance — without any API keys or cloud dependency.

719 stars
MIT license
Open
workflow agent-framework

image-to-editable-ppt-skill

Codex skill for converting slide images, PDFs, and image-based PPTX files into editable PowerPoint decks.

713 stars
MIT license
Open
workflow mcp

LycheeMem

Lightweight Long-Term Memory for LLM Agents.

725 stars
Apache-2.0 license
Open
workflow mcp

specification.website

Website specification — HTML, accessibility, security, SEO, agent-readiness. Platform-agnostic, sourced, MIT.

701 stars
NOASSERTION license
Open
workflow mcp

arc-kit

The Enterprise Architecture Governance Harness — strategy, architecture, delivery, and assurance for AI coding assistants

2,008 stars
NOASSERTION license
Open
workflow mcp

mcp-gateway

MCP Gateway is a reverse proxy and management layer for MCP servers, enabling scalable, session-aware stateful routing and lifecycle management of MCP servers in Kubernetes environments.

700 stars
MIT license
Open
workflow mcp

OpenOSINT

AI-powered OSINT agent with interactive REPL, MCP server, and CLI. 16 tools. Works with Claude, GPT-4, or local models. For authorized security research only.

711 stars
MIT license
Open
workflow mcp

vmlx

vMLX - JANGTQ Uber Compressed MLX Models - L2 Disk Cache (survives restart) + L1 Paged (super fast ttft) + Hybrid SSM Scheduler + Cont Batching + etc!

701 stars
Apache-2.0 license
Open
workflow skill

yao-meta-skill

YAO = Yielding AI Outcomes. A rigorous engineering, evaluation, governance, and portability system for reusable agent skills.

1,128 stars
MIT license
Open
workflow cli

agmsg

Cross-vendor messaging for CLI AI coding agents — let Claude Code, Codex, Gemini & Copilot talk to each other in one team. Bash + SQLite, no daemon, no framework.

723 stars
MIT license
Open
workflow agent-framework

chidori

The agent framework where every run is durable, replayable, and resumable by default.

1,350 stars
Apache-2.0 license
Open
workflow agent-framework

FAROS

A blueprint-driven AutoResearch runtime for orchestrating AI research workflows from idea generation and experiments to paper writing and peer review.

1,036 stars
source license
Open
workflow mcp

go-micro

A Go framework for agents and services

22,782 stars
Apache-2.0 license
Open
workflow mcp

loonflow

A Intelligent and Visual Process Automation System, ticket, workflow, MCP

2,082 stars
AGPL-3.0 license
Open
workflow mcp

matlab-mcp-server

Run MATLAB® using AI applications with the official MATLAB MCP Server from MathWorks®. This MCP server for MATLAB supports a wide range of coding agents like Claude Code® and Visual Studio® Code.

1,019 stars
NOASSERTION license
Open
workflow mcp

mcp-nixos

MCP-NixOS - Model Context Protocol Server for NixOS resources

706 stars
MIT license
Open
workflow skill

nihaisha-nishi-tcm

倪海厦中医课程资料的 Agent Skill:支持课程检索、方证穴位辨析、学习笔记整理与板书截图证据索引。 | An Agent Skill for Ni Haisha TCM course study, formula-pattern lookup, acupoint reference, and screenshot evidence indexing.

706 stars
source license
Open
workflow mcp

palmier-pro

macOS video editor built for AI

1,101 stars
GPL-3.0 license
Open
workflow agent-app

Patter

Open-source voice-AI SDK. The Vapi/Retell alternative for builders who want to own the stack. Give your AI agent a phone number in 4 lines — Python and TypeScript, MIT licensed, Twilio, Telnyx, and Plivo.

700 stars
MIT license
Open
workflow skill

skillpack

Pack and deploy local AI agents for your team in minutes

702 stars
MIT license
Open
workflow cli

VTCode

VT Code is a Rust coding agent with LLM-native code understanding, OS-native sandboxing, and multi-provider support.

701 stars
MIT license
Open
workflow mcp

Burrow

🐹 A free, open-source, native macOS GUI for the Mole CLI (mo): clean, uninstall, optimize, analyze disk, and watch live status. Plus long-range history + an MCP server for AI agents.

703 stars
MIT license
Open
workflow mcp

LobsterAI

Open-source, desktop-grade AI agent that gets real work done — data analysis, slides, docs, video & web research. Built on OpenClaw; runs tools on your real desktop and takes commands from your phone via WeChat, Feishu, DingTalk & Telegram.

5,302 stars
MIT license
Open
workflow cli

MiMo-Code

MiMo Code: Where Models and Agents Co-Evolve

9,573 stars
MIT license
Open
workflow agent-app

omnigent

Omnigent is an open-source AI agent framework and meta-harness: orchestrate Claude Code, Codex, Cursor, Pi, and custom agents — swap harnesses without rewriting, enforce policies and sandboxing, and collaborate in real time from any device.

3,459 stars
Apache-2.0 license
Open
workflow mcp

screenpipe

YC (S26) | AI that knows what you've seen, said, or heard. Records everything you do, say, hear 24/7, local, private, secure. Connect to OpenClaw, Hermes agent and 100+ apps

19,346 stars
NOASSERTION license
Open
workflow mcp

axon

Graph-powered code intelligence engine — indexes codebases into a knowledge graph, exposed via MCP tools for AI agents and a CLI for developers.

711 stars
source license
Open
workflow skill

codex-autoresearch

A codex plugin for running optimization loops inside a codebase. It is useful when you have a measurable target and many possible changes to try: test runtime, build speed, bundle size, model loss, Lighthouse scores, memory use, query latency, or any other metric you can print from a script.

717 stars
Apache-2.0 license
Open
workflow mcp

codexia

Agent Workstation for Codex CLI + Claude Code — with task scheduler, git worktree & remote control, skills management

726 stars
AGPL-3.0 license
Open
workflow agent-app

hermes-desktop

Desktop Companion for Hermes Agent

12,302 stars
MIT license
Open
workflow mcp

hoop

One gateway in front of every protocol. Same policy across MCP, LLMs, databases and containers. Wire-level enforcement at under 5ms.

729 stars
MIT license
Open
workflow mcp

HyperChat

HyperChat is a Chat client that strives for openness, utilizing APIs from various LLMs to achieve the best Chat experience, as well as implementing productivity tools through the MCP protocol.

711 stars
NOASSERTION license
Open
workflow mcp

JiwuChat

JiwuChat 🍂 - A lightweight cross-platform instant messaging app with integrated AI assistants (DeepSeek/Gemini/Kimi). Features real-time messaging, audio/video calls, multi-device sync, and customizable themes. Built with Vue3 & Tauri2 🍒

718 stars
AGPL-3.0 license
Open
workflow agent-app

llm-wiki-agent

A personal knowledge base that builds and maintains itself. Drop in sources — Claude (or Codex/Gemini) reads them, extracts knowledge, and maintains a persistent interlinked wiki. Works with Claude Code, Codex, OpenCode, Gemini CLI. No API key needed.

2,938 stars
MIT license
Open
workflow mcp

mcp-gateway-registry

Enterprise-ready MCP Gateway & Registry that centralizes AI development tools with secure OAuth authentication, dynamic tool discovery, and unified access for both autonomous AI agents and AI coding assistants. Transform scattered MCP server chaos into governed, auditable tool access with Keycloak/E

708 stars
Apache-2.0 license
Open
workflow mcp

MemoMind

Give your AI agent a brain that remembers. Local memory system for Claude Code — 100% private, GPU-accelerated, zero cloud dependency.

705 stars
source license
Open
workflow agent-app

Open-AI-Design-Agent

Open-source AI design agent — alternative to Lovart AI, Runway Agent, Luma Labs Agent, Krea Agent, Pika Agent, Galileo AI, Magic Patterns. Autonomous multi-step creative for posters, social, brand kits, ad creatives, and video. Free, MIT-licensed, self-hosted.

803 stars
MIT license
Open
workflow mcp

open-ptc-agent

An open source implementation of code execution with MCP (Programatic Tool Calling)

718 stars
MIT license
Open
workflow mcp

pipelock

Open-source AI agent firewall for MCP security and agent egress. Scans mediated HTTP, MCP, A2A, and WebSocket traffic for exfiltration, SSRF, and prompt injection, and emits mediator-signed action receipts: verifiable audit evidence from outside the agent.

719 stars
Apache-2.0 license
Open
workflow mcp

tool-ui

UI components for AI interfaces

726 stars
MIT license
Open
workflow mcp

AITreasureBox

🤖 Automatically collected AI repos, tools, websites, papers & tutorials. 实用AI百宝箱 💎

814 stars
GPL-3.0 license
Open
workflow mcp

argo

ARGO is an open-source AI Agent platform that brings Local Manus to your desktop. With one-click model downloads, seamless closed LLM integration, and offline-first RAG knowledge bases, ARGO becomes a DeepResearch powerhouse for autonomous thinking, task planning, and 100% of your data stays locally

787 stars
NOASSERTION license
Open
workflow mcp

heurist-agent-framework

A flexible multi-interface AI agent framework for building agents with reasoning, tool use, memory, deep research, blockchain interaction, MCP, and agents-as-a-service.

817 stars
NOASSERTION license
Open
workflow mcp

k8m

一款轻量级、跨平台的 Mini Kubernetes AI Dashboard,支持大模型+智能体+MCP(支持设置操作权限),集成多集群管理、智能分析、实时异常检测等功能,支持多架构并可单文件部署,助力高效集群管理与运维优化。

835 stars
MIT license
Open
workflow mcp

llm-functions

Easily create LLM tools and agents using plain Bash/JavaScript/Python functions.

756 stars
MIT license
Open
workflow mcp

nuwax

Nuwax Agent OS - An enterprise-grade AI Agent Development and Operation Platform - Providing a complete solution for agent creation and distribution, knowledge base management, model proxy, memory system, and plugin ecosystem.

784 stars
Apache-2.0 license
Open
workflow mcp

obot

Complete MCP Platform -- Hosting, Registry, Gateway, and Chat Client

830 stars
MIT license
Open
workflow mcp

openpets

Desktop companion platform with animated pets, Plugin SDK v3, official plugins, and optional local coding-agent integrations.

785 stars
MIT license
Open
workflow mcp

oxideterm

AI-native workspace for local shells and remote machines.Zero Electron, zero OpenSSL, zero telemetry, and no app subscription.

824 stars
GPL-3.0 license
Open
workflow mcp

samples

Agent samples built using the Strands Agents SDK.

787 stars
Apache-2.0 license
Open
workflow skill

guard-skills

Guard skills for coding agents, quality gates that catch AI-generated failure modes in code, tests, and docs

722 stars
MIT license
Open
workflow agent-app

hermes-studio

Web dashboard for Hermes Agent — multi-platform AI chat, session management, scheduled jobs, usage analytics

7,907 stars
NOASSERTION license
Open
workflow mcp

LaunchStack

AI-powered StartUp Accelerator Engine built with Next.js, LangChain, PostgreSQL + pgvector. Upload, organize, and chat with documents. Includes predictive missing-document detection, role-based workflows, and page-level insight extraction.

873 stars
Apache-2.0 license
Open
workflow mcp

mcp-framework

The Typescript MCP Framework

921 stars
MIT license
Open
workflow mcp

mcp-knowledge-graph

MCP server enabling persistent memory for Claude through a local knowledge graph - fork focused on local development

865 stars
MIT license
Open
workflow mcp

mcp-notion-server

A Model Context Protocol server for connecting Notion to MCP-compatible clients

901 stars
MIT license
Open
workflow mcp

mix.core

🚀 A future-proof enterprise web CMS supporting both headless and decoupled approaches. Build any type of app with customizable APIs on ASP.NET Core/.NET Core. Completely open-source and designed for flexibility. Since 2018.

885 stars
MIT license
Open
workflow mcp

mq

A jq-like Markdown query language for command-line processing

912 stars
MIT license
Open
workflow mcp

nuxt-mcp-dev

MCP server helping models to understand your Vite/Nuxt app better.

909 stars
MIT license
Open
workflow mcp

octocode

MCP server for semantic code research and context generation on real-time using LLM patterns | Search naturally across public & private repos based on your permissions | Transform any accessible codebase/s into AI-optimized knowledge on simple and complex flows | Find real implementations and live d

864 stars
MIT license
Open
workflow agent-app

OpenBiliClaw

OpenBiliClaw 是纯本地、私有、开源的自进化跨平台内容发现 Agent:从跨平台使用、项目反馈与对话中持续深化心理画像,带着对你的理解主动去 B 站、小红书、抖音、YouTube 等来源找内容 / Fully local, private, open-source, self-improving discovery agent that learns from usage, feedback, and dialogue to find content across Bilibili, Xiaohongshu, Douyin, YouTube, and more.

701 stars
MIT license
Open
workflow mcp

OpenDerisk

AI-Native Risk Intelligence Systems, OpenDeRisk——Your application system risk intelligent manager provides 7* 24-hour comprehensive and in-depth protection.

944 stars
MIT license
Open
workflow mcp

opentabs

Browser automation clicks buttons. OpenTabs calls APIs.

702 stars
MIT license
Open
workflow agent-app

paca

AI-native, free, open-source alternative to Jira, Trello, ClickUp & Monday. Built for Scrum teams where humans and AI agents collaborate as equals — on the same board, the same sprints, the same goals. Self-hosted. Fully customizable via config and plugins.

808 stars
Apache-2.0 license
Open
workflow mcp

scira-mcp-chat

A minimalistic MCP client with a good feature set.

830 stars
Apache-2.0 license
Open
workflow mcp

shellfirm

Safety guardrails for ai coding agents and human terminal commands

917 stars
Apache-2.0 license
Open
workflow mcp

awesome-devops-mcp-servers

A curated list of awesome MCP servers focused on DevOps tools and capabilities.

999 stars
MIT license
Open
workflow mcp

claude-delegator

Delegate tasks to Codex and Gemini directly from within Claude Code.

974 stars
MIT license
Open
workflow mcp

CloudBase-MCP

CloudBase MCP - Connect CloudBase to your AI Agent. Go from AI prompt to live app.

1,034 stars
MIT license
Open
workflow mcp

cve-mcp-server

Production-grade MCP server giving Claude 27 security intelligence tools across 21 APIs — CVE lookup, EPSS scoring, CISA KEV, MITRE ATT&CK, Shodan, VirusTotal, and more.

1,011 stars
Apache-2.0 license
Open
workflow skill

effective-html

Agent skill for elegant and simple html plans, architecture diagrams, or whatever else you can think of.

730 stars
MIT license
Open
workflow mcp

eide

An embedded development environment for mcs51/stm8/avr/cortex-m/riscv on VsCode.

994 stars
MIT license
Open
cli cli

harness-anything

Harness Anything - AI agent control hub: WPS, MS Office, Zotero, Photoshop, 47 CLI commands, 27 academic skills, SVG-to-PPTX

709 stars
MIT license
Open
workflow mcp

hope-agent

🦭跨端交接、越用越懂你的桌面 AI 助手——也能服务化常驻、跑在云上 | Desktop AI that hands off across your devices and gets to know you better — also runs headless on a NAS or in the cloud

991 stars
MIT license
Open
workflow mcp

mcpm.sh

CLI MCP package manager & registry for all platforms and all clients. Search & configure MCP servers. Advanced Router & Profile features.

969 stars
MIT license
Open
workflow mcp

minima

On-premises conversational RAG with configurable containers

1,047 stars
MPL-2.0 license
Open
workflow mcp

openapi-servers

OpenAPI Tool Servers

987 stars
MIT license
Open
workflow mcp

openinference

OpenTelemetry Instrumentation for AI Observability

1,023 stars
Apache-2.0 license
Open
workflow mcp

reactuse

115+ production-ready React Hooks for sensors, UI, state & browser APIs. Tree-shakable, SSR-safe, TypeScript-first. Used by Shopee, PDD & Ctrip. Inspired by VueUse.

1,015 stars
Unlicense license
Open
workflow workflow

spec-kitty

Spec-Driven Development for serious software developers. Spec Coding with with Claude, Cursor, Gemini, Codex. Kanban dashboard, git worktrees, auto-merge and more.

1,320 stars
MIT license
Open
workflow cli

TokenTracker

Track token usage across 22 AI coding tools (Claude Code, Codex, Cursor, Gemini, Roo Code, Zed Agent, Goose, and more) — local-first, zero-config, with a beautiful dashboard, native macOS menu bar app, and 4 desktop widgets.

700 stars
MIT license
Open
workflow mcp

zennotes

Keyboard-first local Markdown notes with Vim motions, diagrams, and MCP integration.

1,060 stars
MIT license
Open
workflow mcp

codesight

Universal AI context generator. Saves thousands of tokens per conversation in Claude Code, Cursor, Copilot, Codex, and more.

1,120 stars
MIT license
Open
workflow mcp

everything-claude-code-zh

everything-claude-code 中文翻译项目:完整的 Claude Code 配置集合(agents, skills, hooks, commands, rules, MCPs)。源自 Anthropic 黑客松获胜者的实战配置,助力中文工程师高效理解与使用 Claude Code。

1,152 stars
MIT license
Open
workflow mcp

fetcher-mcp

MCP server for fetch web page content using Playwright headless browser.

1,056 stars
MIT license
Open
workflow mcp

figma-mcp-go

Figma MCP for free users — no rate limits, full read/write, text to designs, designs to code

1,092 stars
MIT license
Open
workflow mcp

flock

A desktop multi-agent harness built with Rust, Tauri, and React, powered by langgraph-rust.

1,069 stars
Apache-2.0 license
Open
workflow mcp

freecad-mcp

FreeCAD MCP(Model Context Protocol) server

1,107 stars
MIT license
Open
workflow mcp

kordoc

모두 파싱해버리겠다 — HWP3·HWP·HWPX·HWPML·PDF·XLS·XLSX·DOCX → Markdown. 신구대조·양식 자동 채우기·MCP 통합 (CLI + MCP Server) | Parse Korean documents (HWP3-5, HWPX, HWPML, PDF, Office) to Markdown — CLI + MCP Server with form-filler & diff

1,095 stars
MIT license
Open
workflow mcp

lets-learn-mcp-python

MCP Python Tutorial

1,059 stars
MIT license
Open
workflow mcp

SearChat

Search + Chat = SearChat(AI Chat with Search), Support OpenAI/Anthropic/VertexAI/Gemini, DeepResearch, SearXNG, Docker. AI对话式搜索引擎,支持DeepResearch, 支持OpenAI/Anthropic/VertexAI/Gemini接口、聚合搜索引擎SearXNG,支持Docker一键部署。

1,050 stars
MIT license
Open
workflow mcp

tools

A set of tools that gives agents powerful capabilities.

1,091 stars
Apache-2.0 license
Open
workflow mcp

tuui

A desktop MCP client designed as a tool unitary utility integration, accelerating AI adoption through the Model Context Protocol (MCP) and enabling cross-vendor LLM API orchestration.

1,148 stars
Apache-2.0 license
Open
workflow mcp

weave

Entity-level git merge driver. Resolves false conflicts git invents when independent agents edit the same file. ~95% reduction vs. line-based merge.

1,126 stars
Apache-2.0 license
Open
workflow mcp

WebMCP

Bringing the power of MCP to the web

1,070 stars
NOASSERTION license
Open
workflow mcp

amical

🎙️ AI Dictation App - Open Source and Local-first ⚡ Type 3x faster, no keyboard needed. 🆓 Powered by open source models, works offline, fast and accurate.

1,346 stars
MIT license
Open
workflow mcp

codedb

Zig code intelligence server and MCP toolset for AI agents. Fast tree, outline, symbol, search, read, edit, deps, snapshot, and remote GitHub repo queries.

1,298 stars
BSD-3-Clause license
Open
workflow mcp

cunzhi

告别AI提前终止烦恼,助力AI更加持久

1,375 stars
MIT license
Open
workflow mcp

grafbase

[Acquired by The Guild] The Grafbase GraphQL Federation Gateway

1,229 stars
MPL-2.0 license
Open
workflow mcp

kotlin-sdk

The official Kotlin SDK for Model Context Protocol servers and clients. Maintained in collaboration with JetBrains

1,387 stars
NOASSERTION license
Open
workflow mcp

LangAlpha

Claude Code for Finance

1,342 stars
Apache-2.0 license
Open
cli cli

reverse-api-engineer

The agent that turns websites into APIs!

780 stars
MIT license
Open
workflow mcp

rp-engine

YAML-native agent workflow execution engine, written in Rust

1,238 stars
Apache-2.0 license
Open
workflow mcp

sceneview

3D & AR SDK for Android (Jetpack Compose + Filament), iOS (SwiftUI + RealityKit), and Web. AI-first: llms.txt, MCP server, Copilot/Cursor rules. The only Compose-native 3D library.

1,223 stars
Apache-2.0 license
Open
workflow mcp

stock-api

查询 A 股、美股、港股与场内基金行情,并通过 Node.js、浏览器、CLI 或 MCP 快速接入。

1,367 stars
MIT license
Open
workflow mcp

xmcp

The TypeScript MCP framework

1,270 stars
MIT license
Open
workflow mcp

aso-skills

AI agent skills for App Store Optimization (ASO) and app marketing. Built for indie developers, app marketers, and growth teams who want Cursor, Claude Code, or any Agent Skills-compatible AI assistant to help with keyword research, metadata optimization, competitor analysis, and app growth.

1,471 stars
MIT license
Open
workflow mcp

code-mode

🔌 Plug-and-play library to enable agents to call MCP and UTCP tools via code execution.

1,476 stars
MPL-2.0 license
Open
workflow mcp

docs-mcp-server

Grounded Docs MCP Server: Open-Source Alternative to Context7, Nia, and Ref.Tools

1,434 stars
MIT license
Open
workflow mcp

elevenlabs-mcp

The official ElevenLabs MCP server

1,396 stars
MIT license
Open
workflow mcp

lime

AI content workspace for Chinese creators: desktop writing, research, prompt library, knowledge base, and multi-model workflows.

1,441 stars
source license
Open
workflow mcp

nixopus

Run production apps without thinking about infrastructure. On your server or ours. Fully agentic.

1,446 stars
NOASSERTION license
Open
workflow mcp

open-trading-api

Korea Investment & Securities Open API Github

1,461 stars
source license
Open
workflow mcp

Risuai

Make your own story. User-friendly software for LLM roleplaying

1,491 stars
GPL-3.0 license
Open
workflow mcp

swift-sdk

The official Swift SDK for Model Context Protocol servers and clients.

1,406 stars
NOASSERTION license
Open
workflow mcp

tavily-key-generator

Multi-service toolkit for Tavily and Firecrawl signup automation, key validation, and isolated proxy pools.

1,510 stars
source license
Open
cli cli

lazycodex

The one and only agent harness for complex codebases. Project memory, planning, execution, and verified completion inside Codex.

749 stars
MIT license
Open
cli cli

squad

Squad: AI agent teams for any project

2,775 stars
MIT license
Open
workflow mcp

awesome-harness-engineering

Awesome list for AI agent harness engineering: tools, patterns, evals, memory, MCP, permissions, observability, and orchestration.

1,726 stars
NOASSERTION license
Open
cli cli

fieldtheory-cli

Field Theory CLI for bookmarks, Library, commands, and agent workflows

1,893 stars
MIT license
Open
cli cli

intelligent-terminal

A fork of Windows Terminal with native agent integration, right in your command line.

700 stars
MIT license
Open
workflow mcp

ai-engineering-interview-questions

Your Cheat Sheet for AI Engineering Interview – Questions and Answers.

1,776 stars
Apache-2.0 license
Open
workflow skill

awesome-claude-design

Claude Design DESIGN.md prompts by aesthetic family, remix recipes, skills, video teardowns, X signal, honest community takes.

702 stars
MIT license
Open
workflow mcp

docmd

Build production-ready documentation from Markdown in seconds. No React, no bloat, just content.

1,978 stars
MIT license
Open
workflow mcp

figma-console-mcp

Your design system as an API. Connect AI to Figma for extraction, creation, and debugging.

1,792 stars
MIT license
Open
workflow mcp

Klee

A native macOS AI chat app powered by MLX. 100% local inference on Apple Silicon, no cloud required. Built with ShipSwift.

1,739 stars
source license
Open
workflow mcp

kubb

🧡 The meta framework for code generation. Automate OpenAPI to type-safe TypeScript, Zod, and TanStack Query with a modular, plugin-based engine.

1,732 stars
NOASSERTION license
Open
workflow mcp

llm-for-zotero

A research agent system deeply rooted in your Zotero library.

1,835 stars
AGPL-3.0 license
Open
workflow mcp

MAI-UI

MAI-UI: Real-World Centric Foundation GUI Agents ranging from 2B to 235B

1,817 stars
Apache-2.0 license
Open
workflow mcp

mcp-unity

Model Context Protocol (MCP) plugin to connect with Unity Editor — designed for Cursor, Claude Code, Codex, Windsurf and other IDEs

1,753 stars
MIT license
Open
workflow mcp

MinecraftDev

Plugin for IntelliJ IDEA that gives special support for Minecraft modding projects.

1,759 stars
LGPL-3.0 license
Open
workflow mcp

opendia

Connect your browser to AI models. Just use Dia on Chrome, Arc or Firefox.

1,825 stars
MIT license
Open
workflow mcp

plik

Plik is a temporary file upload system (Wetransfer like) in Go.

1,773 stars
NOASSERTION license
Open
workflow mcp

yomo

🦖 Serverless AI Agent Framework with Geo-distributed Edge AI Infra.

1,906 stars
source license
Open
workflow mcp

beelzebub

A secure low code deception runtime framework, leveraging AI for System Virtualization.

2,037 stars
GPL-3.0 license
Open
workflow mcp

DataDesigner

🎨 NeMo Data Designer: Generate high-quality synthetic data from scratch or from seed data.

1,963 stars
Apache-2.0 license
Open
workflow mcp

dembrandt

Extract any website’s design system into tokens in seconds: logo, colors, typography, borders & more. One command.

1,911 stars
MIT license
Open
workflow mcp

mcp_agent_mail

Asynchronous coordination layer for AI coding agents: identities, inboxes, searchable threads, and advisory file leases over FastMCP + Git + SQLite

1,974 stars
NOASSERTION license
Open
workflow mcp

mcpso

directory for Awesome MCP Servers

2,012 stars
Apache-2.0 license
Open
workflow mcp

ShipSwift

AI-native SwiftUI component library with full-stack recipes — connect via MCP for instant access.

2,134 stars
MIT license
Open
workflow mcp

superglue

superglue (YC W25) builds integrations and tools from natural language. Get production-grade tools for long tail and enterprise systems.

2,018 stars
NOASSERTION license
Open
workflow mcp

witsy

Witsy: desktop AI assistant / universal MCP client

1,980 stars
AGPL-3.0 license
Open
cli cli

Duel-Agents

CLI, SDK, and IDE plugins for Duel Agents

713 stars
MIT license
Open
workflow skill

AI-Agents-Projects-Tutorials

Multi-agent systems, memory, planning, reasoning loops

2,670 stars
source license
Open
workflow agent-framework

awesome-hermes-agent

A curated list of skills, plugins, tools, integrations, and resources for Hermes Agent by Nous Research

1,660 stars
MIT license
Open
workflow workflow

vibecode-pro-max-kit

Your AI forgets. This remembers. Spec-driven coding harness for vibecoders, product owners, CEOs and real builders — self-improving context memory, 12 agents, 32 skills. Kills context rot, ships features, not spaghetti. Claude Code & Codex. Any stack. 30 seconds

722 stars
MIT license
Open
workflow workflow

ophel

Turn AI conversations into organized, reusable workflows — across major AI platforms. | 把 AI 对话转化为可组织、可复用的工作流,适用于主流 AI 平台

708 stars
GPL-3.0 license
Open
cli cli

agent-desktop

Native desktop automation CLI for AI agents. Control any application through OS accessibility trees with structured JSON output and deterministic element refs.

776 stars
Apache-2.0 license
Open
cli cli

agentic-radar

A security scanner for your LLM agentic workflows

973 stars
Apache-2.0 license
Open
cli cli

agentsys

AI writes code. This automates everything else · 26 plugins · 50 agents · 47 skills · for Claude Code, OpenCode, Codex, Cursor, Kiro.

818 stars
MIT license
Open
cli cli

Ai-Agent-Skills

my curated agent skills library

1,059 stars
MIT license
Open
cli cli

AutoR

AI handles execution, humans own the direction, and every run becomes an inspectable research artifact on disk.

897 stars
source license
Open
cli cli

axe

A lightweight cli for running single-purpose AI agents. Define focused agents in TOML, trigger them from anywhere; pipes, git hooks, cron, or the terminal.

814 stars
Apache-2.0 license
Open
cli cli

baguette

Headless iOS Simulator manager/farm + host-side input injection for iOS 26 — taps, swipes, multi-finger gestures, and 60 fps streaming

1,008 stars
Apache-2.0 license
Open
cli cli

boss-agent-cli

AI-agent-first CLI for BOSS 直聘 — 职位搜索、福利筛选、招聘者工作流、MCP 工具与 AI 简历优化

892 stars
MIT license
Open
cli cli

ccpocket

Mobile client for Codex and Claude — control coding agents from your phone via WebSocket bridge

782 stars
MIT license
Open
cli cli

claude-squad

Manage multiple AI terminal agents like Claude Code, Codex, OpenCode, and Amp.

7,604 stars
AGPL-3.0 license
Open
cli cli

claurst

Agentic Coding for Builders who Ship

9,688 stars
GPL-3.0 license
Open
cli cli

CodeWhale

Agentic coding terminal. DeepSeek-first, multi-provider, cache-maximal, whale-themed. Five-locale UI, CN-region endpoint, CNB mirror.

34,366 stars
MIT license
Open
cli cli

CoreCoder

Minimal AI coding agent (~1,400 LoC Python) inspired by Claude Code. Works with any LLM. Think NanoGPT for coding agents. Formerly NanoCoder.

935 stars
MIT license
Open
cli cli

destructive_command_guard

The Destructive Command Guard (dcg) is for blocking dangerous git and shell commands from being executed by agents.

1,057 stars
NOASSERTION license
Open
cli cli

iwe

Markdown memory system for you and your AI agent

1,061 stars
Apache-2.0 license
Open
cli cli

jcode

Coding Agent Harness

6,522 stars
MIT license
Open
cli cli

kilocode

Kilo is the all-in-one agentic engineering platform. Build, ship, and iterate faster with the most popular open source coding agent.

19,558 stars
MIT license
Open
cli cli

linear-cli

linear without leaving the command line: list, start, and create PRs for linear issues. agent friendly.

725 stars
ISC license
Open
cli cli

MassGen

🚀 MassGen is an open-source multi-agent scaling system that runs in your terminal, autonomously orchestrating frontier models and agents to collaborate, reason, and produce high-quality results. | Join us on Discord: discord.massgen.ai

1,040 stars
NOASSERTION license
Open
cli cli

OpenCLI

Make Any Website into CLI & Use your logged-in browser by AI agent.

22,533 stars
Apache-2.0 license
Open
cli cli

pgschema

Terraform-style, declarative schema migration CLI for Postgres. Agent friendly.

923 stars
Apache-2.0 license
Open
cli cli

pi_agent_rust

High-performance AI coding agent CLI written in Rust with zero unsafe code

1,029 stars
NOASSERTION license
Open
cli cli

plandex

Open source AI coding agent. Designed for large projects and real world tasks.

15,393 stars
MIT license
Open
cli cli

pocketpaw

Your AI agent in 30 seconds. Not 30 hours. Self-hosted, open-source personal AI with desktop installer, multi-agent Command Center(Deep Work), and 7-layer security. Anthropic, OpenAI, or Ollama.

824 stars
MIT license
Open
cli cli

pup

Give your AI agent a Pup — a CLI companion with 200+ commands across 33+ Datadog products.

822 stars
Apache-2.0 license
Open
cli cli

rmux

Universal Rust multiplexer with a typed SDK — drive any CLI or TUI app from code. Native on Linux, macOS, and Windows.

1,095 stars
Apache-2.0 license
Open
cli cli

ship-safe

CLI security scanner built for the agentic era. Detects CI/CD misconfigs, agent permission risks, MCP tool injection, hardcoded secrets, and DMCA-flagged AI dependencies.

711 stars
MIT license
Open
cli cli

soulforge

AI coding agent that edits symbols, not strings. AST surgery, full LSP, and a live code graph wired to memory that resurfaces by file, co-change, and semantics.

712 stars
NOASSERTION license
Open
cli cli

superset

Code Editor for the AI Agents Era - Run an army of Claude Code, Codex, etc. on your machine

11,133 stars
NOASSERTION license
Open
workflow workflow

three-man-team

A structured 3-agent AI dev team — Architect, Builder, Reviewer. Built from production use. Token-optimized. Works with Claude Code, VS Code, Cursor, and any AI that supports context files.

798 stars
MIT license
Open
cli cli

vibeyard

The IDE built for AI coding agents.

1,056 stars
MIT license
Open
cli cli

Wax

Single-file memory layer for AI agents, sub mili-second RAG on Apple Silicon. Metal Optimized On-Device. No Server. No API. One File. Pure Swift

739 stars
Apache-2.0 license
Open
cli cli

yao

✨ Build AI agents and web apps — with a single binary.

7,540 stars
NOASSERTION license
Open
cli cli

Abtop

Like htop, but for AI coding agents. Monitor Claude Code & Codex CLI sessions, tokens, context window, rate limits, and ports in real-time.

2,278 stars
MIT license
Open
cli cli

Agent Of Empires

Manage multiple Claude Code, OpenCode agents from either TUI or Web for easy access on mobile. Also supports Mistral Vibe, Codex CLI, Gemini CLI, Pi.dev, Copilot CLI, Factory Droid Coding. Uses tmux and git worktrees.

2,315 stars
MIT license
Open
workflow workflow

Blades

Blades is a Go-based multimodal AI Agent framework.

775 stars
MIT license
Open
cli cli

Ccmanager

Coding Agent Session Manager for Claude Code / Gemini CLI / Codex CLI / Cursor Agent / Copilot CLI / Cline CLI / OpenCode / Kimi CLI

1,115 stars
MIT license
Open
cli cli

Claude Code Tools

Practical productivity tools for Claude Code, Codex-CLI, and similar CLI coding agents.

1,794 stars
MIT license
Open
cli cli

Claude Codex Bridge

Visible multi-agent CLI teams for Claude, Codex, Gemini, OpenCode, and Droid with project memory and tmux supervision

2,718 stars
NOASSERTION license
Open
cli cli

Cli Printing Press

Every API has a secret identity. This finds it, absorbs every feature from every competing tool, then builds the GOAT CLI — designed for AI agents first, with SQLite sync, offline search, and compound insight commands.

2,270 stars
MIT license
Open
cli cli

DeepSeek Reasonix

DeepSeek-native AI coding agent for your terminal. Engineered around prefix-cache stability — leave it running.

4,728 stars
MIT license
Open
cli cli

Dmux

A dev agent multiplexer for git worktrees and coding agents.

1,570 stars
MIT license
Open
cli cli

Emdash

Emdash is the Open-Source Agentic Development Environment (🧡 YC W26). Run multiple coding agents in parallel. Use any provider.

4,479 stars
Apache-2.0 license
Open
cli cli

Grok Cli

An open-source coding agent for the Grok API

3,072 stars
MIT license
Open
cli cli

Herdr

agent multiplexer that lives in your terminal.

1,698 stars
AGPL-3.0 license
Open
cli cli

Hunk

Review-first terminal diff viewer for agentic coders

4,217 stars
MIT license
Open
cli cli

Imsg

CLI for Apple's Messages.app so your agent can send and receive text messages/iMessages.

1,123 stars
MIT license
Open
cli cli

Inkos

Autonomous novel writing AI Agent — agents write, audit, and revise novels with human review gates

6,261 stars
AGPL-3.0 license
Open
cli cli

LearnPrompt

永久免费开源的 AIGC 课程, 目前已支持Claude Code,Codex,Hermes,OpenClaw,Obsidian,Prompt Engineering, ChatGPT, Midjourney, Runway, Stable Diffusion, AI数字人,AI声音&音乐,开源大模型

2,371 stars
NOASSERTION license
Open
cli cli

Opensrc

Fetch source code for npm packages to give AI coding agents deeper context

2,108 stars
Apache-2.0 license
Open
cli cli

Orca

Orca is the next-gen IDE for working with a fleet of parallel agents. Run any coding agent with your own subscription. Available on desktop and mobile.

2,847 stars
MIT license
Open
cli cli

OSWorld

[NeurIPS 2024] OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments

2,859 stars
Apache-2.0 license
Open
cli cli

Tirith

Terminal security for developers and AI agents. Intercepts homograph URLs, pipe-to-shell, ANSI injection, obfuscated payloads, data exfiltration, and malicious AI skills/configs before they execute.

2,346 stars
AGPL-3.0 license
Open
cli cli

X Cmd

Shell Superpowers for AI Agents.

4,398 stars
Apache-2.0 license
Open
cli cli

Zcf

Zero-Config Code Flow for Claude code & Codex

5,998 stars
MIT license
Open
workflow workflow

AI Novel Writing Assistant

面向长篇小说创作的 AI Native 开源系统,用 Agent、世界观、写法引擎、RAG 和整本生产工作流,帮助新手从一句灵感走到完整小说。AI-native engine for end-to-end novel creation — from idea to full chapters, with structured planning, worldbuilding, and agent-driven workflows.

1,289 stars
NOASSERTION license
Open
cli clidocs

Aider

aider is AI pair programming in your terminal

44,949 stars
Apache-2.0 license
Open
cli productivity

Backlog.md

Backlog.md - A tool for managing project collaboration between humans and AI Agents in a git ecosystem

5,578 stars
MIT license
Open
workflow automation

Bytechef

Open-source platform that unifies AI agent orchestration and workflow automation — autonomy and precision in one platform.

757 stars
NOASSERTION license
Open
cli media

Chatgpt Cli

ChatGPT CLI is a powerful, multi-provider command-line interface for working with modern LLMs. It supports OpenAI, Azure, Perplexity, LLaMA, and more, with features like streaming, interactive chat, prompt files, image/audio I/O, MCP tool calls, and an experimental agent mode for safe, multi-step automation.

923 stars
MIT license
Open
cli productivity

Cli

The official Lark/Feishu CLI tool, maintained by the larksuite team — built for humans and AI Agents. Covers core business domains including Messenger, Docs, Base, Sheets, Calendar, Mail, Tasks, Meetings, and more, with 200+ commands and 20+ AI Agent Skills.

11,480 stars
MIT license
Open
cli automation

CodeMachine CLI

CodeMachine is an open-source tool that orchestrates AI coding agents into repeatable, long-running workflows. ⚡️

2,485 stars
Apache-2.0 license
Open
cli cli

Continue

⏩ Source-controlled AI checks, enforceable in CI. Powered by the open-source Continue CLI

33,250 stars
Apache-2.0 license
Open
cli cli

DeepSeek TUI

Coding agent for DeepSeek models that runs in your terminal

31,743 stars
MIT license
Open
workflow automation

Dify

Production-ready platform for agentic workflow development.

141,522 stars
NOASSERTION license
Open
workflow automation

Flow Like

Flow-Like: Strongly Typed Enterprise Scale Workflows. Built for scalability, speed, seamless AI integration and rich customization.

865 stars
NOASSERTION license
Open
workflow workflow

Hacker Podcast

一个基于 AI 的 Hacker News 中文播客项目,每天自动抓取 Hacker News 热门文章,通过 AI 生成中文总结并转换为播客内容。

2,527 stars
AGPL-3.0 license
Open
workflow workflow

Langchain4j Aideepin

基于AI的工作效率提升工具(聊天、绘画、知识库、工作流、 MCP服务市场、语音输入输出、长期记忆) | Ai-based productivity tools (Chat,Draw,RAG,Workflow,MCP marketplace, ASR,TTS, Long-term memory etc)

1,283 stars
MIT license
Open
workflow workflowdocs

Netdata

The fastest path to AI-powered full stack observability, even for lean teams.

78,774 stars
GPL-3.0 license
Open
cli cli

Nx

The Monorepo Platform that amplifies both developers and AI agents. Nx optimizes your builds, scales your CI, and fixes failed PRs automatically. Ship in half the time.

28,725 stars
MIT license
Open
cli cli

Obsidian Skills

Agent skills for Obsidian. Teach your agent to use Markdown, Bases, JSON Canvas, and use the CLI.

31,849 stars
MIT license
Open
cli cli

OpenHands

🙌 OpenHands: AI-Driven Development

73,946 stars
NOASSERTION license
Open
workflow media

OpenMontage

World's first open-source, agentic video production system. 12 pipelines, 52 tools, 500+ agent skills. Turn your AI coding assistant into a full video production studio.

3,789 stars
AGPL-3.0 license
Open
workflow workflow

Pro Workflow

Claude Code learns from your corrections: self-correcting memory that compounds over 50+ sessions. Context engineering, parallel worktrees, agent teams, and 17 battle-tested skills.

2,138 stars
source license
Open
workflow workflow

Sim

Build, deploy, and orchestrate AI agents. Sim is the central intelligence layer for your AI workforce.

28,508 stars
Apache-2.0 license
Open
workflow devops

ToolJet

ToolJet is the open-source foundation of ToolJet AI - the enterprise app generation platform for building internal tools, dashboard, business applications, workflows and AI agents 🚀

37,915 stars
AGPL-3.0 license
Open
workflow workflow

Trellis

The best agent harness.

8,014 stars
AGPL-3.0 license
Open
workflow automation

Trigger.dev

Trigger.dev – build and deploy fully‑managed AI agents and workflows

14,903 stars
Apache-2.0 license
Open
cli security

Mcp Scanner

Scan MCP servers for potential threats & security findings.

924 stars
Apache-2.0 license
Open
cli media

Muapi Cli

Official CLI for muapi.ai — generate images, videos & audio from the terminal. MCP server, 14 AI models, npm + pip installable.

995 stars
source license
Open
workflow automation

Activepieces

AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents

22,164 stars
NOASSERTION license
Open
cli search

Aichat

All-in-one LLM CLI tool featuring Shell Assistant, Chat-REPL, RAG, AI Tools & Agents, with access to OpenAI, Claude, Gemini, Ollama, Groq, and more.

9,976 stars
Apache-2.0 license
Open
cli devops

Harbor

Stop configuring your AI stack. Start using it. One command brings a complete pre-wired LLM stack with hundreds of services to explore.

2,932 stars
Apache-2.0 license
Open
cli communication

Inspector

Development platform to debug, chat, inspect, and evaluate MCP servers, MCP apps, and ChatGPT apps.

1,940 stars
NOASSERTION license
Open
workflow automation

N8n

Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.

187,663 stars
NOASSERTION license
Open
workflow search

Pyspur

A visual playground for agentic workflows: Iterate over your agents 10x faster

5,721 stars
Apache-2.0 license
Open
05

Recommended stacks.

Practical combinations that connect this Agent with tools already in the directory.

Research-to-signal workflow

Use Kimi as a research and translation candidate source, then route publishable material through Signals review.

Kimi Code developer path

Track CLI, ACP mode, and editor/terminal integrations separately from the general Kimi web product.

Document analysis path

Use Kimi-related learning content for long-document reasoning and bilingual research workflows before recommending tool integrations.

Watchouts
  • Kimi web agent, Kimi Code CLI, Kimi Agent, and Moonshot API are different surfaces and should not be merged into one compatibility claim.
  • Official English documentation may lag Chinese product updates, so last-checked dates matter.
  • Third-party Kimi CLI guides should remain candidate-only unless official or repository-backed.
  • Do not show install commands unless they are clearly official and current; prefer official links.