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AI Directory: find tools by task and evidence

Find documentation profiles, inspect limitations and browse the full catalog. Connect your task to a user-run workflow with explicit checks.

5,246 catalog names, not a count of independently tested products. Some names refer to the same product. Documentation profiles show their own evidence dates; other listings have unknown review status.

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Start with a task you can check

Use invented examples first. You run any external AI tool yourself; these workspaces do not call a model. A passing check covers its stated rules, not overall correctness.

Need a tool with specific constraints? Use the dated, source-based task-to-tool selector. Unknown evidence does not satisfy a requirement.

Documentation-reviewed collection

Find a tool for your next workflow

Choose a task, inspect the limitations, and try a small example before committing. These 12 profiles cite primary documentation reviewed on 15 October 2026. They are not hands-on reviews or rankings.

Browse by task and compare documented profiles

12 matching tools

  • Build with agents

    Goose

    Desktop and terminal agent for coding and multi-step workflows.

  • Build with agents

    OpenCode

    AI coding agent with terminal, desktop and IDE interfaces.

  • Work with documents

    AnythingLLM

    Document chat workspace with local and cloud model connections.

  • Work with documents

    Docling

    Document conversion toolkit for structured text, tables and reading order.

  • Work with documents

    Marker

    Convert documents into Markdown and JSON with layout and OCR processing.

  • Work with documents

    MinerU

    Document parsing toolkit that turns PDFs and office documents into Markdown or JSON.

  • Work with documents

    Kreuzberg

    Document extraction library with language bindings, CLI and server interfaces.

  • Work with documents

    Surya

    OCR toolkit for text recognition, layout and table analysis.

  • Evaluate AI

    DeepEval

    Python evaluation framework for test cases, metrics and agent trajectories.

  • Evaluate AI

    Ragas

    Evaluation library for AI applications, including retrieval-augmented generation.

  • Evaluate AI

    Inspect AI

    Framework for model evaluations composed from datasets, solvers and scorers.

  • Evaluate AI

    Garak

    LLM vulnerability scanner using probes and detectors to surface failure modes.

Browse catalog listings

Search the entire collection by name, task words or category. Multiple words must all match. Results are alphabetical, not quality rankings. Legacy listing claims have not been independently verified.

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5246 matching listings · Page 80 of 146 · 36 shown

Marketing & SEO

Mark Copy AI

Experience the power of personalized AI with Mark Copy AI.

Legacy listing · evidence status unknown

Vendor website ↗

Data & Analytics

Marker

Convert documents into Markdown and JSON with layout and OCR processing.

Documentation profile · sources and review date on detail page

Marketing & SEO

Market Genius AI

Market Genius AI is an AI-powered marketing assistant offering comprehensive market analysis, competitor insights, and predictive analytics. It helps businesses make data-driven decisions and optimize their marketing strategies for unparalleled growth and efficiency.

Legacy listing · evidence status unknown

Vendor website ↗

Marketing & SEO

Marketing Auditor

Marketing Auditor is an AI-powered tool that provides a free, comprehensive audit of a business's marketing strategy. It analyzes various aspects and offers personalized, actionable recommendations for improvement and optimization.

Legacy listing · evidence status unknown

Vendor website ↗

Marketing & SEO

MarketMuse

Content strategy and topic authority planning.

Legacy listing · evidence status unknown

Vendor website ↗

Marketing & SEO

Marketology

Marketing content creation and customer profiling.

Legacy listing · evidence status unknown

Vendor website ↗

Writing & Content

Markup

Effortlessly annotate text with Markup: the AI Text Annotation Tool for NLP & ML projects.

Legacy listing · evidence status unknown

Data & Analytics

Marple

Advanced time series data analysis and visualization.

Legacy listing · evidence status unknown

Coding & Development

MarsCode

MarsCode is an AI-powered integrated development environment (IDE) designed to accelerate coding. It offers intelligent features like code generation, debugging, refactoring, and explanation across multiple programming languages and platforms, making development faster and smarter.

Legacy listing · evidence status unknown

Vendor website ↗

Chat & LLMs

Maskara.ai

Let GPT, Claude & Gemini debate for your next big idea.

Legacy listing · evidence status unknown

Vendor website ↗

Image & Design

Masonry

One prompt, every AI model: compare image and video generation across all.

Legacy listing · evidence status unknown

Vendor website ↗

Career, Resume & Interview

Match.dev

Match.dev is an AI-based developer marketplace. We use AI to match founder with the best fitting remote engineers.

Legacy listing · evidence status unknown

Vendor website ↗

Image & Design

MatchPhotos

MatchPhotos is an AI-powered image matching tool that helps users find visually similar images across different datasets. It leverages advanced algorithms to identify near-duplicate and visually similar images quickly and efficiently.

Legacy listing · evidence status unknown

Vendor website ↗

Education & Teaching

Math AI

Math AI Solver - Instantly Solve Math Problems with Step-by-Step Answers.

Legacy listing · evidence status unknown

Vendor website ↗

Productivity & Notes

Math Bot

Unlock math solutions instantly with AI-powered Math Solver.

Legacy listing · evidence status unknown

Vendor website ↗

Education & Teaching

Math.now

Math.now is an AI-powered math problem solver that helps students and professionals solve complex mathematical problems quickly and accurately. It provides step-by-step solutions and explanations.

Legacy listing · evidence status unknown

Vendor website ↗

Image & Design

Mathful

Unlock the power of math AI with Mathful, your ultimate photo math solver and calculator.

Legacy listing · evidence status unknown

Vendor website ↗

Chat & LLMs

MathGPT

MathGPT is an AI-powered tool designed to help users solve math problems. It provides step-by-step solutions and explanations, catering to students and professionals alike.

Legacy listing · evidence status unknown

Vendor website ↗

Presentations & Documents

Mathpix

Convert maths images and PDFs to LaTeX.

Legacy listing · evidence status unknown

Vendor website ↗

Productivity & Notes

MathSolver.top

Advanced free AI math solver to provide instant solution with 20%+ accuracy.

Legacy listing · evidence status unknown

Vendor website ↗

Customer Support & Chatbots

Mava

Effortlessly streamline customer support with Mava, the game-changing AI tool. #CustomerSupportAITool.

Legacy listing · evidence status unknown

Video & Animation

Maverick

Boost Ecommerce revenue with AI generated personalized videos.

Legacy listing · evidence status unknown

Vendor website ↗

Coding & Development

Maverick Code Assistant

Code completion tool for local machines, no APIs or knowledge bases needed.

Legacy listing · evidence status unknown

Vendor website ↗

Writing & Content

MaxFocus

MaxFocus enhances link previews with rich, contextual information, improving user engagement and click-through rates. It's designed for developers and marketers.

Legacy listing · evidence status unknown

Vendor website ↗

Business & Automation

Mazaal AI

Automate tasks and create custom AI solutions - No tech skills needed.

Legacy listing · evidence status unknown

Vendor website ↗

E-commerce & Product

Maze

Rapid user testing with AI insight reports.

Legacy listing · evidence status unknown

Coding & Development

MCP.so

Find Awesome MCP Servers and Clients. World's largest collection of MCP Servers.

Legacy listing · evidence status unknown

Health & Wellness

Mealpractice

Mealpractice is an AI-powered tool that generates personalized meal plans based on user-defined goals, dietary needs, allergies, cuisine preferences, and cooking constraints. It provides detailed recipes, ingredient lists, and nutritional information for healthy eating.

Legacy listing · evidence status unknown

Vendor website ↗

Health & Wellness

MealProAI

MealProAI generates personalized meal plans based on dietary restrictions, preferences, and fitness goals. It offers recipe suggestions and nutritional information.

Legacy listing · evidence status unknown

Vendor website ↗

Image & Design

MeboomAI

Create your perfect AI avatar with MeBoom, the revolutionary AI avatar generator.

Legacy listing · evidence status unknown

Vendor website ↗

Business & Automation

Mebot

Mebot by MindOS is an AI agent creation platform enabling users to build, deploy, and manage no-code, multi-modal AI agents. These agents can interact, learn, and automate tasks across various applications, from customer service to education.

Legacy listing · evidence status unknown

Writing & Content

Media Monk

All-in-one platform for streamlined content marketing.

Legacy listing · evidence status unknown

Vendor website ↗

Productivity & Notes

Media Vault AI

Your AI-Powered Media Curator and Cloud Storage Solution.

Legacy listing · evidence status unknown

Vendor website ↗

Image & Design

Mediachance

Add incredible detail to your photos and art using artificial intelligence.

Legacy listing · evidence status unknown

Vendor website ↗

Health & Wellness

MediNav

MediNav is a medical assistant that reduces patient documentation time.

Legacy listing · evidence status unknown

Vendor website ↗

Writing & Content

MeduzaAi

Unleash the Power of AI with Ultimate AI Generator and Chatbot Assistant.

Legacy listing · evidence status unknown

Vendor website ↗

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