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Capabilities

Generate

Image GenerationCreate and edit images from prompts or references.Video GenerationCreate motion outputs from text and image inputs.Music GenerationProduce music tracks through one runtime.

Understand

Image UnderstandingRead screenshots, diagrams, and visual references.Video AnalysisInspect recordings and extract structured details.Audio UnderstandingTranscribe and analyze voice and audio files.

Retrieve

Web SearchSearch the web from the same agent workflow.Grounded Web SearchReturn synthesized answers with live citations.Web CrawlFetch pages and convert them into clean content.

Store

DriveStore outputs, organize assets, and create public URLs.
Equip Agents
Claude CodeCursorCodexManus
Learn

Product

CLISee the command surface agents use to call capabilities through one runtime.SkillsLearn how agent skills expose capabilities inside developer tools.

Guides

Install AnyCapSet up the CLI, auth once, and verify the capability runtime is ready.Context EngineeringUnderstand how prompts, files, and workspace state shape agent behavior.Agent SkillsSee how reusable skills package workflows and capability usage for agents.

Evaluate

Compare OverviewBrowse comparison pages for adjacent agent tooling, media APIs, and tradeoffs.What Agents Can't DoRead a practical explainer on where agents still struggle in production workflows.

Use Cases

SMART Goal GeneratorTurn rough goals into research-backed SMART goals with Codex, Cursor, or Claude Code.How to Make Memes OnlineSee a concrete creative workflow for generating the visual, keeping the caption exact, and delivering a meme.
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  2. Learn

Learn

Start with the question
you are actually asking

Use Learn when you are choosing a coding-agent stack, extending an AI product, mapping capability gaps, or looking for a real workflow example. Each path is grouped by intent so you can move from explanation into the next step without sorting through unrelated page types first.

5 categories. 25 curated pages. Open one category below and ignore the rest for now.

How to use this page

Start with the main page, then go narrower only if needed

This page is designed to reduce choice overload. Treat each section like a curated route instead of a list of everything we have published.

  1. 01

    Match the question

    Choose the path that fits what you are deciding right now, not every question you might have later.

  2. 02

    Open the featured page

    Start with the main guide or workflow before branching into narrower pages, variants, or agent-specific follow-ons.

  3. 03

    Switch page type when needed

    Move to Guides or Capabilities once the question becomes operational and you are ready to implement.

Browse by path

The structure below is generated from the same information architecture that powers breadcrumbs, so new pages can slot into the right path without turning the hub into a manual link dump.

01
Coding Agent Stacks3 articles

Choose a coding-agent stack

Compare the stack before you compare only the model.

Start here

Buyer guide

Best AI for Coding Agents

Use this buyer guide when the real question is whether the right answer is a model choice, a platform workflow, or the capability layer around the agent.

Best AI for Claude CodeBest AI for Cursor

Shortcuts

Claude Code setupCursor setup

Go deeper

2 articles

  1. Best AI for Claude Code

    A Claude Code specific path for teams deciding when pure repo work is enough and when capability gaps start to matter.

  2. Best AI for Cursor

    A Cursor specific path for teams deciding when the editor loop is enough and when they need image, video, or vision workflows around it.

02
AI Product Design2 articles

Design or extend an AI product

Move from chat-first ideas into capability-aware architecture.

Start here

Architecture guide

AI Chatbot SaaS vs AI Agent for SaaS

A practical architecture guide for SaaS teams deciding when a chatbot is enough and when the workflow really needs an agent plus a capability layer.

Add Multimodal Capabilities to a SaaS Chatbot

Shortcuts

Agent capability runtimeBrowse capabilities

Go deeper

1 article

  1. Add Multimodal Capabilities to a SaaS Chatbot

    An implementation path for extending a SaaS chatbot with image, video, web, and delivery workflows without rebuilding the whole stack.

03
Limits and Evaluation2 articles

Understand limits and evaluation

Use the gap map before you decide what to add next.

Start here

Foundations

What Agents Can't Do

Map the recurring gaps in modern coding agents and connect each missing capability to the shortest AnyCap path.

Shortcuts

Agent HarnessCapabilities hub

Also useful

1 article

  1. What Is the Most Advanced AI?

    A practical explainer on when advanced AI is really a model question and when it becomes a system and capability question.

04
Use Cases16 articles

Start with a concrete workflow

See one real path first, then branch into variants only if you need them.

Start here

Workflow

How to Make an Image Transparent

Turn an existing image into a transparent cutout, inspect the result, and keep the asset reusable for product and content workflows.

Shortcuts

Image GenerationImage UnderstandingSkillsInstall AnyCap

Also useful

8 articles

  1. How to Change a Photo Background

    Replace a photo background without losing the subject, then branch into white, studio, or scene-specific versions from the same source image.

  2. How to Make Background White for Product Photos

    Turn a cluttered product photo into a white-background listing image while preserving the original item and checking the result before export.

  3. SMART Goal Generator

    Turn rough goals into research-backed SMART goals with citations, structured notes, and publishable output.

  4. How to Remove People from Photos

    Remove one distracting person from a photo, reconstruct the surrounding scene, and verify that the repaired image still looks believable before reuse.

  5. How to Brighten a Photo Online

    Brighten a dark photo, soften harsh shadow, and inspect whether the corrected image still looks like the same subject instead of a washed-out redo.

  6. How to Make Memes Online

    Generate or edit the base visual, keep the caption exact, and branch into narrower meme styles from one anchor workflow.

    Funny Meme DrawingsEasy Memes to DrawHow to Make Bad Drawing Memes

  7. How to Make AI Influencers

    Build a reusable virtual creator workflow from realistic stills to motion-ready clips instead of relying on a black-box influencer app.

    Create AI Influencer for FreeHow to Make AI Influencer VideosAI Video Generator from ImageWhat Is an AI Influencer?

  8. How to Make a Photo Into a Drawing

    Use this workflow when you want to see how how to make a photo into a drawing works in practice.

05
Product2 articles

Understand the product surface

Use the product pages when you want the shortest orientation to how AnyCap fits together.

Start here

Product guide

CLI

See how one CLI exposes generation, analysis, web retrieval, storage, and publishing workflows through a single agent surface.

Shortcuts

Install AnyCapBrowse capabilities

Also useful

1 article

  1. Skills

    Understand how reusable skill files package install, auth, and invocation guidance around AnyCap workflows.

Need a different page type?

Switch to setup, vocabulary, capabilities, or comparison

If the question is no longer exploratory, move to the page type that matches the next step instead of scanning more Learn articles.

Guides

Use Guides when you already know what you want to set up and need step-by-step implementation.

Glossary

Use Glossary when the main blocker is vocabulary and you need shared language for harnesses, context, and runtimes.

Capabilities

Use Capabilities when you are past the explainer stage and want the exact product surfaces AnyCap adds.

Compare

Use Compare when the question starts from an alternative vendor, adjacent product, or replacement decision.

FAQ

Common questions before you pick a path

Which page should I start with if I am choosing a coding-agent setup?

Start with Best AI for Coding Agents if you are still framing the category question. From there, move into the Claude Code or Cursor specific page once you know which workflow you care about.

What if I am building a SaaS assistant instead of using a coding agent?

Start with AI Chatbot SaaS vs AI Agent for SaaS if you are deciding what kind of system you need. Then move into Add Multimodal Capabilities to a SaaS Chatbot when the question becomes implementation.

Why are some pages grouped under a main workflow instead of listed flat?

Because some pages make more sense as a narrower follow-on after the main workflow already fits. The hub keeps those variants visually attached to the parent path so the page stays easier to scan.

When should I move from Learn into Guides or Capabilities?

Move into Guides when you are ready to set something up step by step. Move into Capabilities when you already understand the problem and want the exact surface, such as image generation, video analysis, or web crawl.

Capabilities

  • Overview
  • Image Generation
  • Video Generation
  • Music Generation
  • Image Understanding
  • Video Analysis
  • Audio Understanding
  • Web Search
  • Grounded Web Search
  • Web Crawl
  • Drive

Equip Agents

  • Overview
  • Start here
  • Claude Code
  • Cursor
  • Codex
  • Manus

Learn

  • Overview
  • CLI
  • Skills
  • Install AnyCap
  • Context Engineering
  • Agent Skills
  • SMART Goal Generator
  • How to Make Memes Online
  • Compare Overview
  • AnyCap vs Replicate
  • AnyCap vs fal.ai
  • What Agents Can't Do

Product

  • Product overview
  • Models
  • Install AnyCap
  • Add Tools to Claude Code

Company

  • About
  • Contact
  • Privacy
  • Terms
  • GitHub
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