Topics / #cli
CLI projects on GitHub
Command-line interfaces and tools that run directly in a terminal.
As of , the most-starred CLI projects on GitHub are openclaw (392.2K stars), rea (290.9K stars) and ECC (281.5K stars). GitHub.Locker tracks 2,227 CLI repositories with 40.8M stars combined. The fastest-growing on October 16 was rea, with +17.7K stars in a day.
Hot right now
Most stars gained in a day · Oct 16
rea
morluto/rea · ★ 290.9KREA lets AI coding agents reverse engineer apps, binaries, websites, and other software through a single MCP server and CLI, returning findings with the evidence behind them so an agent can explain a feature or rebuild it.
photocraft
storytold/photocraft · ★ 65KPhotoCraft is an open-source, clean-room reimplementation of Adobe Photoshop, built entirely in pure Rust, with layers, masks, adjustment layers, layer styles, type, vectors, brushes and real PSD file support.
+1.4Kclaude-plugins-official
anthropics/claude-plugins-official · ★ 40.5KThe official, Anthropic-managed directory of high-quality plugins for Claude Code — a curated marketplace whose entries install straight from Claude Code's built-in plugin system.
+1.2Kai-job-search
MadsLorentzen/ai-job-search · ★ 48.9KAn AI-powered job application framework built on top of Claude Code. You fork it, fill in your profile, and Claude evaluates job postings, tailors your CV, writes cover letters, and preps you for interviews, all running locally on your own machine.
The all-time top
Top 100 of 2,227 · by stars
- 392.2K
#1 · openclaw/openclawopenclaw
An open-source AI assistant that runs on your own computer and meets you in the chat apps you already use — WhatsApp, Telegram, Discord, iMessage, Slack and 20+ more.
- 290.9K
#2 · morluto/rea
rea
REA lets AI coding agents reverse engineer apps, binaries, websites, and other software through a single MCP server and CLI, returning findings with the evidence behind them so an agent can explain a feature or rebuild it.
- 281.5K
#3 · affaan-m/ECCECC
ECC is a performance-optimization system (a harness) for coding agents: it plans before building, verifies changes with tests, reviews its own work from a fresh context, remembers what matters, and turns repeated wins into reusable skills. It works with Claude Code, Codex, Cursor, OpenCode and other agent harnesses.
- 4

hermes-agent
254.5KNousResearch/hermes-agent · PythonHermes Agent is a self-improving AI agent from Nous Research that creates and refines its own skills from experience, persists memory about you across sessions, and can be driven from a terminal or from chat apps like Telegram and Discord.
- 5

the-book-of-secret-knowledge
250.7Ktrimstray/the-book-of-secret-knowledgeA massive curated collection of lists, manuals, cheatsheets, blogs, hacks, one-liners and CLI/GUI/web tools that the author gathers from everyday sysadmin, DevOps and security work.
- 6
opencode
214.4Kanomalyco/opencode · TypeScriptOpenCode is an open source AI coding agent that helps you write, explore, and edit code, available as a CLI and now also as a beta desktop app.
- 7

n8n
207.7Kn8n-io/n8n · TypeScriptn8n is a fair-code workflow automation platform for building and deploying AI agents and automations. It combines a visual canvas with custom code and connects to 1500+ integrations.
- 8
yt-dlp
198.7Kyt-dlp/yt-dlp · Pythonyt-dlp is a feature-rich command-line audio/video downloader that supports thousands of sites, built as a fork of youtube-dl based on the inactive youtube-dlc.
- 9

claw-code
194.9Kultraworkers/claw-code · RustClaw Code is the public Rust implementation of 'claw', a CLI coding-agent harness. By its own README it is less a production tool and more an 'agent-managed museum exhibit' maintained entirely by AI agents/harnesses with no human intervention, in the spirit of (but unaffiliated with) Claude Code.
- 10

Microsoft-Activation-Scripts
194.8Kmassgravel/Microsoft-Activation-Scripts · BatchfileMicrosoft Activation Scripts (MAS) is an open-source tool that activates Windows and Office using methods like HWID, Ohook, TSforge, and Online KMS, plus troubleshooting tools for failed activations.
- 11

markitdown
190.7Kmicrosoft/markitdown · PythonMarkItDown is a lightweight Python utility that converts files like PDF, PowerPoint, Word, Excel, images, audio, HTML, CSV/JSON/XML, ZIP archives, EPubs and even YouTube URLs into Markdown, designed for feeding documents into LLMs and text analysis pipelines.
- 12

ohmyzsh
190Kohmyzsh/ohmyzsh · ShellOh My Zsh is an open source, community-driven framework for managing your zsh configuration, with 300+ optional plugins and 150+ bundled themes for your terminal.
- 13

awesome-go
188.8Kavelino/awesome-go · GoA curated list of awesome Go frameworks, libraries, and software, organized by category.
- 14

ollama
183.5Kollama/ollama · GoOllama is a tool for downloading and running open large language models like DeepSeek, Qwen, Gemma, Llama, Mistral and gpt-oss on your own machine, with a simple CLI and a local REST API.
- 15

the-art-of-command-line
162.5Kjlevy/the-art-of-command-lineA single-page guide collecting essential command-line tips, tricks, and notes for using Bash on Linux and other Unix-like systems, from basics through advanced scripting and debugging.
- 16

agency-agents
160.7Kmsitarzewski/agency-agents · ShellA growing roster of meticulously crafted AI agent personalities — each a specialized expert with its own voice, workflows, and deliverables, ready to plug into your AI coding assistant.
- 17

claude-code
151.2Kanthropics/claude-code · TypeScriptClaude Code is an agentic coding tool that runs in your terminal. It understands your codebase and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows through natural language commands.
- 18

spec-kit
141.6Kgithub/spec-kit · PythonSpec Kit is an open source toolkit for Spec-Driven Development (SDD) — you write specs, plans, and tasks that an AI coding agent turns into working code, instead of writing code first and documentation as an afterthought.
- 19

youtube-dl
141.3Kytdl-org/youtube-dl · Pythonyoutube-dl is a command-line program to download videos from YouTube and many other video sites.
- 20

gstack
136.7Kgarrytan/gstack · TypeScriptgstack is Garry Tan's personal Claude Code setup: a pack of 23 opinionated skills that act like a full engineering team (CEO, eng manager, designer, reviewer, QA, security officer, release engineer) inside Claude Code.
- 21
ui-ux-pro-max-skill
136.6Knextlevelbuilder/ui-ux-pro-max-skill · PythonUI UX Pro Max is an AI skill that gives coding assistants design intelligence — industry-specific style, color, typography and UX reasoning rules — so they can generate professional UI/UX across many frameworks and platforms.
- 22

MoneyPrinterTurbo
132.2Kharry0703/MoneyPrinterTurbo · PythonMoneyPrinterTurbo is an all-in-one AI tool that turns a topic or keyword into a finished short video: it writes the script, finds matching footage, generates subtitles and background music, and renders the final HD clip automatically.
- 23
llama.cpp
131.4Kggml-org/llama.cpp · C++llama.cpp is a plain C/C++ implementation for running LLM (and VLM) inference with minimal setup and state-of-the-art performance, either locally or in the cloud.
- 24

codex
129.6Kopenai/codex · RustCodex is a lightweight coding agent from OpenAI that runs locally in your terminal, helping you write and work with code using natural language.
- 25

graphify
127.3KGraphify-Labs/graphify · PythonGraphify turns a whole codebase — plus its docs, SQL schemas, configs, and PDFs — into a queryable knowledge graph you traverse instead of grepping files.
- 26
browser-use
118.2Kbrowser-use/browser-use · PythonBrowser Use is an open-source browser agent that lets AI models control a real web browser - navigating sites, filling forms, handling CAPTCHAs, and completing tasks like booking appointments.
- 27
pi
115.7Kearendil-works/pi · TypeScriptPi is an agent harness: a toolkit of packages for building and running AI agents, including a self-extensible interactive coding agent CLI, a unified multi-provider LLM API, an agent runtime, and a terminal UI library.
- 28

caveman
113.1KJuliusBrussee/caveman · GoCaveman is a skill plus an optional local proxy for AI coding agents that makes them answer in short, caveman-style prose instead of padded explanations, cutting roughly 65% of output tokens and up to 33% of input tokens in the project's own benchmarks without changing the technical content of the answer.
- 29

TradingAgents
111.6KTauricResearch/TradingAgents · PythonTradingAgents is a multi-agent LLM framework that simulates a trading firm: specialized agents analyze fundamentals, sentiment, news, and technicals, bull/bear researchers debate the findings, and a trader plus risk/portfolio manager team decide whether to execute the trade.
- 30
TypeScript
111.5Kmicrosoft/TypeScript · GoTypeScript is a language for application-scale JavaScript: JavaScript extended with a type system, developed by Microsoft for building large applications.
- 31

whisper
110.7Kopenai/whisper · PythonWhisper is a general-purpose speech recognition model trained on a large, diverse dataset with weak supervision. It can perform multilingual transcription, translate speech into English, and identify the spoken language.
- 32

frp
110Kfatedier/frp · Gofrp is a fast reverse proxy that lets you expose a local server sitting behind a NAT or firewall to the internet, forwarding TCP, UDP, HTTP and HTTPS traffic, with an optional P2P mode for direct client-to-client transfers.
- 33
deno
108.7Kdenoland/deno · RustDeno is a runtime for JavaScript, TypeScript, and WebAssembly that focuses on secure defaults and good developer experience. It's built on V8, Rust, and Tokio.
- 34

gemini-cli
107.4Kgoogle-gemini/gemini-cli · TypeScriptGemini CLI is an open-source AI agent that brings Google's Gemini models directly into your terminal, letting you chat, generate code, and run tools from the command line.
- 35

terminal
105.2Kmicrosoft/terminal · C++This is the source code for Windows Terminal, a modern tab-based terminal app for Windows, plus the original Windows console host (conhost.exe) that powers classic command-line apps, both maintained in the same repo.
- 36
create-react-app
103.2Kreact/create-react-app · JavaScriptCreate React App is a command-line tool that sets up a new React single-page app with zero build configuration, preconfiguring webpack, Babel, ESLint, and a test runner for you.
- 37

neovim
103Kneovim/neovim · Vim ScriptNeovim is a fork of Vim, a modal text editor, rebuilt to be more extensible, maintainable, and friendly to multiple contributors and advanced UIs.
- 38

claude-mem
101.3Kthedotmack/claude-mem · TypeScriptClaude-Mem gives coding agents persistent memory across sessions: it captures everything your agent does, compresses it with AI, and injects the relevant context back into future sessions.
- 39

angular
101.1Kangular/angular · TypeScriptAngular is a development platform for building mobile and desktop web applications using TypeScript/JavaScript.
- 40

Agent-Reach
98.4KPanniantong/Agent-Reach · PythonAgent Reach is a capability layer that gives an AI agent the ability to actually read and search the internet — Twitter/X, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu, RSS, web pages and more — instead of hitting paywalls, 403s or login walls.
- 41

thefuck
97.9Knvbn/thefuck · PythonThe Fuck is a command-line app that corrects your previous mistyped console command. Run 'fuck' after a failed command and it suggests a fixed version to run instead.
- 42

playwright
97.9Kmicrosoft/playwright · TypeScriptPlaywright is a framework for web testing and automation that drives Chromium, Firefox, and WebKit through a single API, usable in test suites, automation scripts, and as a tool for AI agents.
- 43
bun
96.3Koven-sh/bun · RustBun is an all-in-one JavaScript and TypeScript toolkit that bundles a runtime, bundler, test runner, and package manager into a single executable called bun.
- 44
nvm
95.6Knvm-sh/nvm · Shellnvm (Node Version Manager) is a POSIX-compliant bash script that lets you install, switch between, and manage multiple versions of Node.js on the same machine.
- 45

manim
95.2K3b1b/manim · PythonManimGL is a Python engine for precise programmatic animations, designed for creating explanatory math videos — the tool built by 3Blue1Brown's author to animate his videos.
- 46

orca
94.8Kstablyai/orca · TypeScriptOrca is an AI Orchestrator (ADE) for running a fleet of parallel coding agents like Claude Code, Codex, OpenCode or Pi, each in its own git worktree, all tracked from one place.
- 47

localsend
94.6Klocalsend/localsend · DartLocalSend is a free, open-source app for securely sharing files and messages with nearby devices over your local network, without needing an internet connection - a cross-platform AirDrop alternative for Windows, macOS, Linux, Android and iOS.
- 48

sherlock
94.3Ksherlock-project/sherlock · PythonSherlock hunts down social media accounts by username: give it a name and it checks across social networks for accounts registered under it.
- 49

OpenHands
91.1KOpenHands/OpenHands · TypeScriptOpenHands Agent Canvas is a self-hosted control center for running and managing AI coding agents like OpenHands, Claude Code, Codex, or Gemini, letting you start conversations and automate tasks such as generating reports or decomposing GitHub issues.
- 50
uv
90.8Kastral-sh/uv · Rustuv is an extremely fast Python package and project manager, written in Rust. It aims to replace pip, pip-tools, pipx, poetry, pyenv, twine, and virtualenv with a single tool.
- 51

bitcoin
90.4Kbitcoin/bitcoin · C++Bitcoin Core is the reference client for the Bitcoin peer-to-peer network: it connects to that network to download and fully validate every block and transaction. It also ships an optional wallet and graphical user interface.
- 52
hugo
90.1Kgohugoio/hugo · GoHugo is a static site generator written in Go that builds websites from content files and templates, marketed as the world's fastest framework for building websites.
- 53

gin
89.4Kgin-gonic/gin · GoGin is a high-performance HTTP web framework written in Go, used for building REST APIs, web applications, and microservices.
- 54

worldmonitor
88.6Kkoala73/worldmonitor · TypeScriptWorld Monitor is a real-time global intelligence dashboard that aggregates and AI-synthesizes news, geopolitical signals, and infrastructure data into one situational-awareness interface.
- 55

Scrapling
88.1KD4Vinci/Scrapling · PythonScrapling is an adaptive web scraping framework for Python that handles everything from a single HTTP request to a full-scale concurrent crawl, with built-in anti-bot bypass.
- 56

Understand-Anything
86.7KEgonex-AI/Understand-Anything · TypeScriptUnderstand Anything analyzes your codebase (or a knowledge-base/wiki) with a multi-agent pipeline and turns it into an interactive knowledge graph of every file, function, class and dependency, which you can explore in a visual dashboard.
- 57

crawl4ai
85.7Kunclecode/crawl4ai · PythonCrawl4AI is an open-source web crawler and scraper that turns any website into clean, LLM-ready Markdown for RAG pipelines, AI agents, and data extraction workflows.
- 58

archify
84.6Ktt-a1i/archify · JavaScriptArchify is an agent skill that turns a codebase, system description, or plan into a polished, interactive diagram (architecture, workflow, sequence, data flow, or lifecycle) directly inside a coding agent's chat.
- 59

deer-flow
84Kbytedance/deer-flow · PythonDeerFlow is an open-source long-horizon super-agent harness from ByteDance that researches, codes, and creates by orchestrating sub-agents, memory, sandboxes and extensible skills, handling tasks that can take minutes to hours.
- 60
rtk
83.7Krtk-ai/rtk · Rustrtk is a CLI proxy that filters and compresses command outputs before they reach your LLM context, cutting 60-90% of the bash output your coding agent reads and lowering token costs.
- 61

fzf
83.6Kjunegunn/fzf · Gofzf is a general-purpose command-line fuzzy finder and interactive terminal toolkit. You pipe any list into it and interactively filter it with fuzzy matching, then it writes your selection to stdout.
- 62
vite
83.4Kvitejs/vite · TypeScriptVite is a frontend build tool that gives you an instant dev server with fast Hot Module Replacement during development, and bundles your code for production using Rolldown.
- 63

lazygit
83.3Kjesseduffield/lazygit · GoLazygit is a simple terminal UI (TUI) for git that lets you stage, commit, rebase, merge and branch through an interactive visual interface instead of memorizing git CLI commands.
- 64

impeccable
82.1Kpbakaus/impeccable · RustImpeccable is a design language for AI coding agents: one skill, 24 commands, live browser iteration, and 59 deterministic detector rules that make AI-generated frontend design better.
- 65

MinerU
81.9Kopendatalab/MinerU · PythonMinerU is a high-accuracy document parsing engine that converts PDF, DOCX, PPTX, XLSX, images and web pages into structured Markdown or JSON, built for LLM, RAG and agent workflows.
- 66

hoppscotch
80.6Khoppscotch/hoppscotch · TypeScriptHoppscotch is an open-source API development ecosystem for building, testing and debugging REST, GraphQL, WebSocket, MQTT, Server-Sent Events and Socket.IO APIs, positioned as an open alternative to Postman or Insomnia.
- 67

code-server
79.6Kcoder/code-server · TypeScriptcode-server runs VS Code on a remote machine and lets you access the full editor through a web browser, so you can code from any device.
- 68

unsloth
78.2Kunslothai/unsloth · PythonUnsloth is a local-first app for running and training LLMs, diffusion, TTS and embedding models on your own machine, including models like Qwen3.8, DeepSeek-V4, MiniMax-H3, Gemma 4 and FLUX.
- 69
caddy
78.1Kcaddyserver/caddy · GoCaddy is a fast, extensible web server written in Go that enables HTTPS automatically by default. It can act as an HTTP/1-2-3 server, reverse proxy, and general platform for running Go-based 'apps' (modules).
- 70

OmniRoute
77.4Kdiegosouzapw/OmniRoute · TypeScriptOmniRoute is a free, open-source AI gateway that puts 359 providers and 1200+ models (Kimi, Claude, GPT, Gemini, GLM, DeepSeek, MiniMax, etc.) behind one API endpoint, with quota-aware automatic fallback when a provider runs out.
- 71

tesseract
77Ktesseract-ocr/tesseract · C++Tesseract is an open source OCR engine: it ships as the libtesseract library plus a command line program called tesseract that reads text out of images.
- 72
nest
76.9Knestjs/nest · TypeScriptNest is a progressive Node.js framework for building efficient, scalable, enterprise-grade server-side applications using TypeScript (while staying compatible with plain JavaScript).
- 73

ruflo
75.8Kruvnet/ruflo · TypeScriptRuflo is an agent meta-harness for Claude Code and Codex: it adds 100+ specialized agents, coordinated swarms, self-learning memory, and cross-machine federation on top of those coding agents so they can collaborate instead of running solo.
- 74

json-server
75.7Ktypicode/json-server · JavaScriptjson-server lets you spin up a fully working fake REST API in under 30 seconds, with no backend code to write — just a single JSON file defining your data.
- 75
headroom
75.5Kheadroomlabs-ai/headroom · PythonHeadroom compresses everything an AI agent reads - tool outputs, logs, RAG chunks, files, and conversation history - before it reaches the LLM, cutting tokens while keeping the same answers. It ships as a library, a local proxy, and an MCP server.
- 76

LlamaFactory
75.5Khiyouga/LlamaFactory · PythonLlamaFactory unifies efficient fine-tuning of 100+ large language models and vision-language models in one Python toolkit, published as an ACL 2024 paper.
- 77
career-ops
75.3Kcareer-ops-hq/career-ops · JavaScriptcareer-ops is an open-source AI job search agent that runs locally inside your AI coding CLI (Claude Code, Codex, OpenCode and more) to scan job boards, score each job 1-5 against your CV, tailor a resume and cover letter per listing, and track every application — but you always press Submit yourself.
- 78
OpenBB
74.3Kopenbq-org/OpenBB · PythonOpen Data Platform (ODP) by OpenBB is an open-source toolset that lets you integrate proprietary, licensed, and public financial data sources once and then consume them everywhere: in Python, Excel, OpenBB Workspace, AI agents via MCP, or REST APIs.
- 79
codegraph
74.3Kcolbymchenry/codegraph · CCodeGraph pre-indexes your codebase into a knowledge graph of every symbol, call edge, and dependency, so AI coding agents get the exact code they need in one call instead of crawling files.
- 80

act
72.4Knektos/act · Goact lets you run your GitHub Actions workflows locally instead of pushing to GitHub every time to test a .github/workflows change.
- 81

OpenSpec
72.2KFission-AI/OpenSpec · TypeScriptOpenSpec is a spec-driven development tool that adds a lightweight spec layer so you and your AI coding assistant agree on requirements before any code is written.
- 82
protobuf
72.1Kprotocolbuffers/protobuf · C++Protocol Buffers (protobuf) is Google's language-neutral, platform-neutral, extensible mechanism for serializing structured data, similar to XML but smaller, faster, and simpler.
- 83

daytona
71.5Kdaytonaio/daytonaDaytona is a secure, elastic infrastructure runtime for running AI-generated code inside isolated sandboxes, used by agents and developers through SDKs, an API, and a CLI.
- 84
ansible
71Kansible/ansible · PythonAnsible is a radically simple IT automation system for configuration management, application deployment, cloud provisioning, ad-hoc tasks, network automation, and multi-node orchestration.
- 85

Mole
70.8Ktw93/Mole · ShellMole is a free, open-source command-line tool for macOS (mo) that cleans junk files, uninstalls apps, analyzes disk usage, runs system maintenance, and shows live hardware/network status, rolling CleanMyMac, AppCleaner, DaisyDisk, and iStat Menus-style features into one terminal binary.
- 86
swift
70.5Kswiftlang/swift · SwiftThe source repository of Swift, a high-performance system programming language with clean, modern syntax, seamless access to existing C and Objective-C code, and memory safety by default.
- 87

cline
70.4Kcline/cline · TypeScriptCline is an open source coding agent that runs in your IDE, terminal, or desktop: it reads your project, edits code across files, and executes shell commands to build, test, and deploy.
- 88

oh-my-openagent
70.1Kcode-yeongyu/oh-my-openagent · TypeScriptOmO (oh-my-openagent) is a command-line AI agent: you type one 'omo' command with a task, and it researches, plans, writes code, and verifies the result until the job is actually finished, mixing multiple AI models as needed.
- 89

ripgrep
69.2KBurntSushi/ripgrep · Rustripgrep (rg) is a line-oriented command-line tool that recursively searches directories for a regex pattern, automatically respecting .gitignore rules and skipping hidden and binary files by default.
- 90

strix
69.1Kusestrix/strix · PythonStrix is an open-source tool that uses autonomous AI agents to pentest your application like real hackers: it runs your code dynamically, finds vulnerabilities, and proves them with working exploits instead of just flagging suspicious patterns.
- 91

docling
69Kdocling-project/docling · PythonDocling parses diverse document formats such as PDF, DOCX, PPTX, XLSX, HTML and more, turning them into a unified representation ready for generative AI pipelines.
- 92
OpenMontage
68.9Kcalesthio/OpenMontage · PythonOpenMontage turns your AI coding assistant (Claude Code, Cursor, Copilot, Windsurf, Codex) into a full video production studio: you describe a video in plain language and it handles research, scripting, asset generation, editing, and final composition through 12 production pipelines and 100+ tools.
- 93

openinterpreter
68.6Kopeninterpreter/openinterpreter · RustOpen Interpreter is a Rust-based coding agent forked from OpenAI's Codex, built to get the best performance out of low-cost open models like Kimi K3, DeepSeek, GLM, and Qwen.
- 94

mem0
67.3Kmem0ai/mem0 · PythonMem0 is a memory layer for AI agents and apps: it stores user preferences and conversation history so your AI assistant remembers people across sessions instead of starting from zero every time.
- 95
awesome-nodejs
67.1Ksindresorhus/awesome-nodejsA curated 'awesome list' of delightful Node.js packages and resources, covering everything from CLI tools and HTTP clients to build tools, databases, and learning materials.
- 96

MediaCrawler
67KNanmiCoder/MediaCrawler · PythonA multi-platform crawler for Chinese social media: it collects keyword search results, specific posts, and their comments from Xiaohongshu, Douyin, Kuaishou, Bilibili, Weibo, Tieba, and Zhihu.
- 97

gpt4free
66.9Kxtekky/gpt4free · PythonGPT4Free (g4f) is a community-driven project that aggregates many free and reverse-engineered access points to commercial LLMs (GPT-4, Claude, Gemini, DeepSeek, etc.) and media-generation models, exposing them through one unified Python/JS client, web GUI, and OpenAI-compatible API.
- 98
docusaurus
66.5Kfacebook/docusaurus · TypeScriptDocusaurus is a tool for building, deploying, and maintaining open source project websites easily, handling the website build process so you can focus on your project.
- 99

warp
65.5Kwarpdotdev/warp · RustWarp is an agentic development environment built from the terminal, combining a terminal emulator with a built-in coding agent and support for bringing your own CLI agent.
- 100

hyperframes
65.4Kheygen-com/hyperframes · TypeScriptHyperFrames is an open-source framework that turns HTML, CSS, media, and seekable animations into deterministic MP4 videos, designed to be driven by AI coding agents as well as humans.
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