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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.
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Claude CodeCursorCodexManus
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Product

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

Guides

Get StartedSet 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.Most Advanced AISeparate model capability from workflow and runtime capability decisions.

Use Cases

SMART Goal GeneratorTurn rough goals into research-backed SMART goals with Codex, Cursor, or Claude Code.
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Skills

Multi-source deep research
for Claude Code and Cursor

anycap-deepresearch is an installable skill that gives Claude Code, Cursor, Codex, and similar coding agents a structured research workflow backed by live web data. Without this skill, an agent conducting research is limited to its training knowledge and cannot efficiently plan a search query strategy, gather from multiple live sources, deduplicate findings, and produce a structured output with source attribution. With the skill installed, the agent knows how to invoke AnyCap web search and web crawl at each stage of a research task: planning the query set, pulling full-page content from relevant URLs, filtering and cross-referencing sources, and assembling a synthesized deliverable. The workflow handles source attribution automatically so downstream documents or reports can reference original URLs. This is valuable for competitive research, technical documentation, market analysis, and any agent workflow that needs grounded, citable findings rather than model hallucination. The skill is compatible with Claude Code, Cursor, and Codex and installs in one command.

Install time

< 5 min

Supported agents

Claude Code · Cursor · Codex

Platform

macOS · Linux · Windows


Install this skill

npx -y skills add anycap-ai/anycap -s 'anycap-deepresearch' -g -y

View SKILL.md on GitHub →

How the workflow changes after install

BEFORE

Agent answers from training knowledge only. No live sources. No citations. Findings may be outdated or hallucinated.

AFTER

Agent plans queries, searches the live web, crawls full pages, cross-references sources, and delivers a cited report — all within one session.

  1. 1

    Plan the query set

    Agent breaks the research brief into 5–8 targeted search queries, each covering a different angle: definitions, statistics, comparisons, critiques, and recent developments. Distributing queries across angles prevents the single-query blind spot that misses counter-evidence and outlier findings.

  2. 2

    Run web search

    Agent runs `anycap web search` for each query in sequence and records titles, snippets, and URLs from live results. Running 6–8 queries ensures coverage across source types — official documentation, independent analysis, and community discussion — without over-relying on any single perspective.

  3. 3

    Crawl top sources

    Agent calls `anycap web crawl` on the top 2–3 URLs per query to pull full page content for analysis. Crawling moves beyond SERP snippets to retrieve full arguments, data tables, and contextual evidence — the kind of detail that search result previews never surface.

  4. 4

    Cross-reference and deduplicate

    Agent compares findings across all crawled pages, removes duplicate claims, and flags contradictions — preserving cases where credible sources disagree so the human reviewer can make the final judgment rather than having the agent silently resolve the conflict.

  5. 5

    Synthesize with citations

    Agent assembles a structured deliverable: findings grouped by theme, each claim attributed to a source URL. The output format adapts to the brief — Markdown for documentation, JSON for downstream processing, or prose for editorial use.

SAMPLE OUTPUT

Research complete: "context engineering for AI agents"
├── Queries run: 7
├── Sources gathered: 14 URLs
├── Full pages crawled: 9
├── Deduplicated findings: 22
└── Output: research-report.md
    ├── Word count: 2,840
    ├── Citations: 14 inline
    └── Contradictions flagged: 2

Capabilities used by this skill

Web Search

Run structured queries across the live web to gather sources at each research stage.

Web Crawl

Pull full page content from specific URLs for deeper source analysis.


Supported agents

Claude CodeCursorCodex

Frequently asked questions

What does this skill do that direct prompting doesn't?
Direct prompting uses training data. This skill teaches the agent to plan a query strategy, pull live results, crawl full pages, and synthesize with citations — turning Claude into a grounded researcher rather than a text predictor.
Can Claude Code already search the web without this skill?
Claude Code can use MCP tools for web search, but it lacks a structured research pipeline by default. This skill adds query planning, crawl depth, deduplication, and citation formatting.
What citation format does the output use?
Source URLs are embedded inline with each finding. You can instruct the agent to format the final output as markdown, JSON, or plain text.
Do I need an AnyCap account?
Yes. Install the CLI and run `anycap login` before your first session.

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Capabilities

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

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  • Compare Overview
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  • AnyCap vs fal.ai
  • What Agents Can't Do

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