vioscaleAI
Comparison

Docling vs firecrawl

No clear leader: firecrawl (61.3) and Docling (58.4) are within the 5-point margin; treat as a tie. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Docling full profile →firecrawl full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Docling58
firecrawl61
Score
vioscaleAI score
Docling58 / 100low · 32%
firecrawl61 / 100medium · 62%
Pricing
Free tier
Docling✓
firecrawl✓
Model
Doclingopen_source
firecrawlfreemium
Price level
Doclingfree
firecrawllow
Starting price
Docling–
firecrawl$1
Transparent
Docling✓
firecrawl✓
Integrations
Count
Docling1
firecrawl4
Security
Soc2
Docling–
firecrawl✓
Vulnerabilities
Adoption
Dependent repos
Docling0
firecrawl0
Github stars
Docling68,824
firecrawl191,380
Activity
Commits last 30d
Docling100
firecrawl100
Release
Cadence days
Docling2
firecrawl15
History
Docling20 items
firecrawl20 items
License
Spdx
DoclingMIT
firecrawlAGPL-3.0
Language
Primary
DoclingPython
firecrawlTypeScript
Market
Availability
Content
Faq
Docling6 items
firecrawl8 items

Capabilities

Feature-by-feature on the axes that matter for ai data extraction agents. “-” means undocumented, not absent.

Capabilities
Architecture model
DoclingOpen source library
firecrawlManaged cloud API
PDF and multimodal image OCR parsing
Docling✓
firecrawl✓
Web scraping to markdown or json
Docling-
firecrawl✓
Tabular layout preservation for complex tables
Docling✓
firecrawl✓
Strict json schema forcing and validation
Docling-
firecrawl✓
Fine tuned document layout analysis models
Docling✓
firecrawl-
Native chunking and vectorization for rag
Docling✓
firecrawl-
Javascript rendering for spa web scraping
Docling-
firecrawl✓
Human in the loop hitl confidence review queue
Docling-
firecrawl-
Zero data retention privacy guarantees
Docling✓
firecrawl✓
SOC2 type ii
Docling-
firecrawl-
Mit or apache permissive oss license
Docling✓
firecrawl✓
Pricing model
DoclingFree open source
firecrawlPay per page API

What each one is

The product in its own terms, so the numbers below have context.

Docling

A document processing platform that transforms diverse document formats into structured representations with detailed understanding of layout, structure, and content. It supports integration with AI systems and provides both cloud-based and local processing options.

Independently observed

firecrawl

An API service that enables AI agents to search, scrape, and interact with web pages, returning clean structured data in multiple formats with automatic JavaScript rendering and complex content handling.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Docling

Open sourceFree tier

Open source project, free to use

as of verify ↗

firecrawl

from $1/pageUsage-basedFree tier

Usage-based: 1 credit per page for scraping/crawling/mapping/monitoring, 2 credits per 10 search results, 2 credits per browser minute for interact. Agent preview with 5 free daily runs. Advanced features cost additional credits.

  • Scale1 credit per page
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Docling✓
firecrawl✓
CLI
Docling✓
firecrawl✓
Deployment
Cloud / SaaS
Docling✓
firecrawl✓
Self-hosted
Docling✓
firecrawl✓
Air-gapped
Docling✓
firecrawl✗

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Docling

8 total
  • LangChain
  • LlamaIndex
  • Crew AI
  • Haystack
  • OpenContracts
  • Apify
  • Label Studio
  • Semantica
Independently observed

firecrawl

7 total
  • MCP
  • Claude
  • Cursor
  • Windsurf
  • Claude Code
  • Codex
  • OpenCode
Independently observed
Still deciding?

Docling or firecrawl: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.