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Comparison · ai-assistants
Docling vs Dify
A side-by-side editorial comparison of Docling and Dify — release velocity, themes, recent moves, and the top alternatives to consider.
Docling vs Dify: at a glance
What is Docling?
Docling 2.150 reads inline XBRL filings while patching formats daily.
Docling ships almost daily. 2.150.0 adds inline XBRL input with remote taxonomy lookup, so it can read the tagged financial statements companies file with regulators, and fixes email, ODF, JATS and image orientation handling. 2.149.0 added opt-in embedded PDF image extraction, a reworked CLI and mlx-audio speech recognition, and 2.148.0 added Surya v2.5 and an iCalendar backend.
What is Dify?
Dify 1.19 traces workflows layer by layer, down to the LLM calls inside nested tools.
Dify 1.19.0 sends nested workflow traces to external observability tools: steps inside called Workflow Tools now appear beneath the span that invoked them, with prompts, responses and token usage attached. It also makes Workflow Tools portable inside App packages, adds Skill Hub automation and easier Agent file uploads. It follows 1.18.0, which let an Agent node pick the next workflow branch and introduced the .ifpkg package and difyctl CLI.
Docling vs Dify: editorial side-by-side
Docling
5.0AI-ASSISTANTS
Docling 2.150 reads inline XBRL filings while patching formats daily.
◆ Current state
Docling ships almost daily. 2.150.0 adds inline XBRL input with remote taxonomy lookup, so it can read the tagged financial statements companies file with regulators, and fixes email, ODF, JATS and image orientation handling. 2.149.0 added opt-in embedded PDF image extraction, a reworked CLI and mlx-audio speech recognition, and 2.148.0 added Surya v2.5 and an iCalendar backend.
◆ Where it's heading
Docling keeps widening the inputs it accepts, now into structured financial filings, while adding OCR and speech model presets and fixing format edge cases. The pace is incremental; no single release changes the product's shape.
◆ Prediction
Expect more domain formats and model presets in the 2.15x line, with fixes continuing to land almost every day.
Dify
6.3AI-ASSISTANTS
Dify 1.19 traces workflows layer by layer, down to the LLM calls inside nested tools.
◆ Current state
Dify 1.19.0 sends nested workflow traces to external observability tools: steps inside called Workflow Tools now appear beneath the span that invoked them, with prompts, responses and token usage attached. It also makes Workflow Tools portable inside App packages, adds Skill Hub automation and easier Agent file uploads. It follows 1.18.0, which let an Agent node pick the next workflow branch and introduced the .ifpkg package and difyctl CLI.
◆ Where it's heading
After several releases that made agents act inside workflows, Dify is now making that behaviour inspectable and portable. Tracing nested calls and packaging tools with apps are what teams need before trusting agent-routed workflows in production.
◆ Prediction
Expect more observability and evaluation work around agent decisions, such as tracing why an Agent chose a route. Packaging will likely extend to more component types as .ifpkg becomes the deployment unit.
Alternatives to Docling and Dify
Other ai-assistants products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Docling or Dify.
Lambda Labs
Lambda adds IAM to its GPU cloud and plans a $33 billion Alabama data center.
LobeChat
LobeHub v2.3.3 gives every agent an inbox, an address and its own reply rules.
Snorkel AI
Snorkel AI turns its coding benchmark on Fable 5.2 and finds the terminal failures mostly gone.
vLLM
vLLM opens its 0.34 cycle by moving more models onto the Transformers backend
Recall
Recall becomes an official Claude connector, so your saved library feeds Claude's answers.
See all Docling alternatives → · See all Dify alternatives →
Recent activity from Docling and Dify
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 4d agoDoclingDocling 2.150 reads inline XBRL financial filings
- 6d agoDoclingDocling 2.149: embedded PDF images, new CLI, mlx-audio ASR
- 8d agoDoclingSurya v2.5, an iCalendar backend and PDF sub/superscripts
- 9d agoDoclingInline whitespace fixes across backends
- 10d agoDifyv1.19.0 - Trace Your Workflows, Layer by Layer
- 11d agoDoclingNew OCR presets: Unlimited-OCR 2, LightOnOCR-3, Nemotron 3.5
- 15d agoDoclingRapidOCR page orientation and InputDocument.release()
- 22d agoDifyv1.18.0 — Smarter Agent Routing, Portable Apps, Deeper Workflow Visibility ⚡
- 2mo agoDifyv1.17.1 - Bug Fixes and Improvements
- 3mo agoDifyRelease v1.16.1 - Bug Fixes and Security Enhancements
- 4mo agoDifyDify Agent: sandboxed Linux runtime ships in experimental ⚡
- 5mo agoDifyv1.14.2 - Security fixes, agent groundwork, workflow reliability, and deployment updates
Frequently asked questions
What is the difference between Docling and Dify?
They serve adjacent needs but don't currently overlap on shipped themes. Dify is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Docling better than Dify?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Dify is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other ai-assistants products to evaluate alongside.
What are the best alternatives to Docling?
Top Docling alternatives in ai-assistants are ranked by recent ship velocity. Browse the "Docling alternatives" section above for the current picks, or visit /alternatives/docling for the full list with editorial commentary on each.
What are the best alternatives to Dify?
Top Dify alternatives in ai-assistants are ranked by recent ship velocity. Browse the "Dify alternatives" section above for the current picks, or visit /alternatives/dify for the full list with editorial commentary on each.