Tokf vs Spider Cloud

Side-by-side comparison of features, pricing, and ratings

Analysis reviewed Live tool data as of 2026-10-18
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At a glance

DimensionTokfSpider Cloud
Primary Use CaseCLI output compression for LLM assistantsWeb data extraction for AI agents / RAG
DeploymentLocal CLI (Rust), fully offlineCloud API with open-source self-host option
Integration StyleTransparent wrapper for make, just, mise, git hooksAPI / SDK / connectors (LangChain, LlamaIndex, etc.)
Key Differentiator98% token reduction, 63 built-in filters, Lua scriptingRust engine, browser AI commands, 1000+ scrapers
Latest News Highlightv0.2.49 bugfixes for multibyte UTF-8 rewritesBrowser AI commands (Act, Extract, Observe) via WebSocket

Choose Spider Cloud if you need real-time, structured web data for AI agents or RAG pipelines, especially with its new browser AI commands and 1000+ scrapers. Choose Tokf if you're a developer using Claude Code or Copilot and want to slash token costs from CLI output—it's free, offline, and can reduce payload by 98%. They solve completely different problems, so your decision depends on whether you need to gather web data or compress command output.

Tokf
Tokf

Tokf filters terminal command output before your AI coding assistant reads it, cutting cargo and npm noise by up to 98%.

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Spider Cloud
Spider Cloud

Spider Cloud is a web scraping, crawling, and search API that streams live pages as markdown or JSON for AI agents and RAG pipelines.

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Pricing
Free
Freemium
Plans
$0
$1/GB + $0.0001/CPU-min
From $6/mo
From $40/mo
Custom
Popularity
4 views
7.5k views
Skill Level
Intermediate
Intermediate
API Available
Platforms
CLI
WebAPIPluginCLIDesktop
Categories
💻 Code & Development📦 LLM App Frameworks & SDKs
🌐 Web Scraping & Search APIs🖱️ Browser & Computer-Use Agents
Features
Filters terminal command output through TOML filters before it reaches your LLM
Run any command through filtering with `tokf run <command>`
Automatic git hooks filter every commit, push and pull after one install
Transparently wraps make, just and mise task runner targets
63 built-in command patterns across cargo, docker, git, gh, go, gradle, kubectl, Next.js, npm, pnpm, prettier, prisma,
TOML filter files stored in .tokf/filters/ and version-controlled with your repo
Filter precedence: local, then user, then built-in library, first match wins
`tokf which "cargo test"` shows which filter file will be applied
Sandboxed Lua/Luau scripts for numeric math, multi-line lookahead and branching
Filter pipeline stages: skip/keep, replace, dedup, on_success and on_failure
`tokf skill install` lets AI agents author and install filters, with a PreToolUse hook
PreToolUse hook for real-time filtering inside Claude Code and, since v0.2.46, Codex
`tokf doctor` detects filters that cause agent confusion
`tokf discover` surfaces token savings you are currently missing in past AI sessions
`tokf verify` checks filter output with a rarity-weighted richness metric and byte-stability assertions (v0.2.51)
Scrape a single page into markdown, JSON, HTML, raw, or plain text
Crawl entire sites with each page streamed as one JSONL line in order as it finishes
Web search endpoint returns SERP results plus the scraped pages behind them
Custom browser renders like a user: scripts run, lazy images load, infinite scroll reaches the end
Load protected pages through a real browser engine with geo checks, returning a 200
Run full browser sessions over WebSocket with anti-detection and rotating exits
Send AI commands (Act, Extract, Observe) over the Browser API WebSocket
Send a prompt on a scrape or crawl request and get named fields back as JSON
Two-phase AI extraction: a fast model for most pages, a stronger model for complex layouts
Provider router sends scrape and crawl requests to outside providers on your own keys
Data connectors pipe crawl results into S3, GCS, Google Sheets, Azure Blob, or Supabase
Proxy network with 215M+ residential and ISP exits in 199 countries, rotated per request
MCP server at mcp.spider.cloud for Claude Code, Codex, Cursor, and Claude Desktop
1,000+ ready-made scraper examples across 32 categories, each with working code
API responses support JSON, JSONL, CSV, and XML; up to 10,000 core API requests per minute by default
Integrations
Claude Code
Codex
Cursor
Aider
Gemini CLI
Cline
Windsurf
git
make
just
mise
cargo
docker
npm
pnpm
LangChain
LlamaIndex
CrewAI
FlowiseAI
Langflow
Dify
Agno
MCP
Claude Desktop
Amazon S3
Google Cloud Storage
Google Sheets

Who should pick which

  • AI Agent Developer
    Pick: Spider Cloud

    Spider Cloud provides real-time web crawling and structured output (markdown, JSON) with browser AI commands, ideal for agents needing live web context.

  • RAG Pipeline Engineer
    Pick: Spider Cloud

    Spider's data connectors (S3, GCS, Supabase) and 1000+ scrapers enable efficient ingestion of up-to-date web content into vector databases.

  • Claude Code / Copilot User
    Pick: Tokf

    Tokf reduces token waste from verbose CLI output by up to 98%, directly lowering costs for developers using LLM coding assistants daily.

  • Privacy-Conscious Developer
    Pick: Tokf

    Tokf runs fully offline and air-gapped, no data leaves the machine, ideal for environments where cloud APIs are restricted.

  • DevOps / Platform Engineer
    Pick: Tokf

    Tokf integrates transparently with make, just, mise and git hooks, filtering build/test output before it reaches the LLM.

Frequently Asked Questions

Tokf vs Spider Cloud: which should you choose?

Choose Spider Cloud if you need real-time, structured web data for AI agents or RAG pipelines, especially with its new browser AI commands and 1000+ scrapers. Choose Tokf if you're a developer using Claude Code or Copilot and want to slash token costs from CLI output—it's free, offline, and can reduce payload by 98%. They solve completely different problems, so your decision depends on whether you need to gather web data or compress command output.

Can Spider Cloud extract data from JavaScript-heavy sites?

Yes, Spider Cloud uses a Browser Cloud with stealth anti-detection and supports Browser AI commands via WebSocket to interact with dynamic pages.

Does Tokf work with any CLI command?

Tokf is designed as a wrapper for make, just, mise task runners and git hooks, but can be used with any command by piping output through it.

Is Spider Cloud's open-source version as full-featured?

The open-source core is available on GitHub but may lack cloud features like AI Studio and the full scraper catalog; it's best for self-hosted needs.

Does Tokf require an internet connection?

No, Tokf can operate fully offline; cloud sync for team filter sharing is optional.

What are Spider Cloud's token costs?

Spider Cloud charges per page crawled (~$0.03/1k pages), not per token; failed requests are not billed.

Can Tokf filter JSON output?

Yes, Tokf supports JSONPath (RFC 9535) extraction for filtering JSON command output.

Does Spider Cloud support search engine data?

Yes, it has a dedicated search endpoint for query-based data retrieval from search engines.

How does Tokf integrate with Claude Code?

Tokf acts as a transparent wrapper for task runners; when Claude Code runs make or git, output is filtered automatically via Tokf's TOML rules.

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Last reviewed: July 3, 2026