Best AI tools, sorted by role and task
There are more than 200,000 AI tools, and most lists of the best ones rank whatever is loud this week. These pages are narrower. Each one takes a role, a task or a kind of tool, pulls the matching entries from the catalogue SkillScout searches when it runs a scan, and ranks them by GitHub stars, so you can see what other people actually use before you install anything.
How to use this directory
Start with the page for your role if you know what fills your week, then open the page for the task you want help with. Every entry gives a plain description in the project's own words, where it lives, how popular it is and the line that gets it onto your machine.
Stars tell you a project is widely used. They do not tell you it fits you, so read the description before you install, and check when the repo was last updated.
What counts as an AI tool here
The catalogue mixes several kinds of tool. MCP servers connect an assistant such as Claude to another app or service. Agent skills are folders of instructions an assistant loads when a task calls for them. Plugins bundle skills, commands and servers for one app. Browser extensions put a model next to the page you are reading. The rest are open-source apps you run yourself.
A repo makes a list only if it is an MCP server or a skill, or if its own description says it uses AI. Lists of other lists are left out, and so are copies of the same project.
By role
- Best AI tools for product designersFigma servers, design skills and editors for product and UX work.
- Best AI tools for developersMCP servers and skills that give a coding agent your repo, docs and tools.
- AI tools for frontend developersGenerative UI kits, design-to-code tools and React helpers.
- Best AI tools for marketersSEO and AI search skills, social schedulers and ad tools.
- Best AI tools for writersGrammar checkers, AI editors and writing skills that keep your voice.
- AI tools for data analystsText-to-SQL, AI notebooks and spreadsheets, and database servers.
- AI tools for researchersDeep research agents, paper search and reference managers with AI.
- AI tools for job searchJob search agents, resume builders and interview practice.
By task
- Best AI coding toolsCoding agents and assistants for the terminal and the IDE.
- Open-source AI image generators and editorsStable Diffusion and FLUX interfaces, inpainting and image skills.
- AI video toolsAI video editors, shorts makers, captions and FFmpeg skills.
- Best AI productivity toolsSecond brains, notes, workflow automation and meeting tools.
By kind of tool
- Best MCP serversThe most-starred MCP servers, with the install line where the registry has it.
- Best Claude Code skillsAgent skill collections and single skills, ranked by stars.
- Best AI browser extensionsOpen-source Chrome extensions that put a model next to the page.
- AI plugins for Claude Code, Obsidian and moreClaude Code plugins and AI plugins for apps you already use.
- Best open-source AI toolsThe most-starred open-source AI apps you can run yourself.
MCP servers by job
- Best MCP servers for designersFigma, Blender, Excalidraw and other design apps, opened to Claude.
- MCP servers for browser automation and web scrapingPlaywright, Chrome DevTools, scraping and web search servers.
- MCP servers for databasesPostgres, MySQL, MongoDB and multi-database servers for SQL by chat.
Guides
- How to choose AI tools for your workFive steps from "what do I need" to a short list worth installing.
- What is an MCP server?What MCP is, what a server does and how to add one to Claude.
- MCP vs plugins vs skillsThree layers of the same stack, and when to reach for each.
The most-starred AI tools in the catalogue
From SkillScout's catalogue, counted on 27 October 2026: the 10 AI tools with the most GitHub stars, one per project. Descriptions are each project's own. Stars show popularity, not fit.
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n8n
Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.
Get the code, then follow its README:
git clone https://github.com/n8n-io/n8n -
opencode
The open source coding agent.
Get the code, then follow its README:
git clone https://github.com/sst/opencode -
AutoGPT
AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.
Get the code, then follow its README:
git clone https://github.com/Significant-Gravitas/AutoGPT -
skills
Skills for Real Engineers. Straight from my .agents directory.
Get the code, then follow its README:
git clone https://github.com/mattpocock/skills -
ollama
Get up and running with Kimi-K2.5, GLM-5, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models.
Get the code, then follow its README:
git clone https://github.com/ollama/ollama -
stable-diffusion-webui
Stable Diffusion web UI
Get the code, then follow its README:
git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui -
langflow
Langflow is a powerful tool for building and deploying AI-powered agents and workflows.
Get the code, then follow its README:
git clone https://github.com/langflow-ai/langflow -
dify
Production-ready platform for agentic workflow development.
Get the code, then follow its README:
git clone https://github.com/langgenius/dify -
hermes-agent
The agent that grows with you
Get the code, then follow its README:
git clone https://github.com/NousResearch/hermes-agent -
open-webui
User-friendly AI Interface (Supports Ollama, OpenAI API, ...)
Get the code, then follow its README:
git clone https://github.com/open-webui/open-webui
Questions
What is the best AI tool?
There isn't one. The best tool is the one that covers a gap in how you work, and that gap is different for a designer, a recruiter and a data analyst. Use the role pages to see what is popular for work like yours, then run a scan to rank tools against your own profile.
Are these AI tools free?
Every entry is an open-source project on GitHub, so the code is free to read and run. Some connect to paid services or need an API key from a model provider, which the project's README will say.
How often do the lists change?
SkillScout refreshes its catalogue copies every day and rebuilds these pages from them. The note above each list says when its numbers were counted.
Your own list
This page ranks by popularity. SkillScout's scan ranks by fit: the AI you already use writes a short profile of how you work, and SkillScout scores about 22,000 AI tools against your gaps and hands back a short list with install steps. It is free, and the server never saves your profile.