AI-ASSISTANTS
Claude joins Google Meet calls as a participant that builds docs and slides live.
Alternatives · AI assistants
Dify alternatives
The best Dify alternatives in AI assistants, ranked by Sparkpulse's velocity_score.
Updated Nov 14, 2026
Looking for the best alternatives to Dify? Sparkpulse tracks and ranks 12 alternatives in AI assistants by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, Dify shipped 1 meaningful update in the last 30 days and carries a velocity score of 6.3 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About 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.
Velocity 6.3 · Last update 9d ago
Top 12 alternatives to Dify
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
AI-ASSISTANTS
LobeHub v2.3.3 gives every agent an inbox, an address and its own reply rules.
AI-ASSISTANTS
Copilot adds Claude Fable 5.2 and Gemini 4 Carbon in back-to-back days.
AI-ASSISTANTS
DocsBot wraps its launch week of channels, Operator, Voice and Evals.
AI-ASSISTANTS
Ollama v0.40.16 adds the 65B Ripple Preview coding model and cuts Qwen3.8 Flash memory on Macs.
AI-ASSISTANTS
InvokeAI 7 reaches beta with projects and a single widget workbench as the new default.
AI-ASSISTANTS
Lambda adds IAM to its GPU cloud and plans a $33 billion Alabama data center.
AI-ASSISTANTS
Snorkel AI turns its coding benchmark on Fable 5.2 and finds the terminal failures mostly gone.
AI-ASSISTANTS
vLLM opens its 0.34 cycle by moving more models onto the Transformers backend
AI-ASSISTANTS
Recall becomes an official Claude connector, so your saved library feeds Claude's answers.
AI-ASSISTANTS
opencode keeps publishing process-daemon patches on protocol 8.
AI-ASSISTANTS
HeyGen is turning its avatar app into a model platform, with voice as the wedge.
Dify vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| Dify (baseline) | 6.3 | 1 | llm-appsai-agentsobservability | v1.18.0 — Smarter Agent Routing, Portable Apps, Deeper Workflow Visibility |
| Claude | 10.0 | 4 | agentsmeetingscollaboration | Claude Meetings beta: Claude joins Google Meet calls |
| LobeChat | 10.0 | 0 | ai-agentsteam-workspaceagent identity | — |
| GitHub Copilot | 10.0 | 0 | multi-modelagentic-codingcopilot-cli | — |
| DocsBot AI | 7.5 | 2 | ai-supportvoice-agentsevals | DocsBot Voice: Your Knowledge, Ready to Answer the Phone |
| Ollama | 6.3 | 0 | local-llmcoding-agentsagent-hosts | — |
| InvokeAI | 6.3 | 1 | image generationopen sourcev7 rewrite | InvokeAI 7 beta makes projects and the new workbench default |
| Lambda Labs | 5.0 | 0 | ai-infrastructuregpu-clouddata-centers | — |
| Snorkel AI | 5.0 | 0 | ai-evaluationbenchmarkingcoding-agents | — |
| vLLM | 5.0 | 0 | llm-inferencerelease-candidatesnvfp4 | — |
| Recall | 5.0 | 0 | knowledge-managementmcpai-connectors | OCR turns images into cards; extension reaches Safari and Edge |
| opencode | 5.0 | 0 | ai-coding-agentcliopen-source | — |
| HeyGen | 5.0 | 0 | ai videovoice modelsdeveloper platform | — |
The 12 best Dify alternatives, in depth
1. Claude · velocity 10.0
Claude joins Google Meet calls as a participant that builds docs and slides live.
Over the last 30 days Claude shipped 4 meaningful updates vs Dify's 1, most recently “Claude Meetings beta: Claude joins Google Meet calls”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where Dify leans on llm apps, ai agents and observability, Claude focuses on agents, meetings and collaboration.
Over the last 30 days Claude has been shipping faster than Dify — a point in its favour if release momentum matters to you.
2. LobeChat · velocity 10.0
LobeHub v2.3.3 gives every agent an inbox, an address and its own reply rules.
Over the last 30 days LobeChat shipped 0 meaningful updates vs Dify's 1. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where Dify leans on llm apps, ai agents and observability, LobeChat focuses on ai agents, team workspace and agent identity.
LobeChat has shipped fewer meaningful updates than Dify in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
3. GitHub Copilot · velocity 10.0
Copilot adds Claude Fable 5.2 and Gemini 4 Carbon in back-to-back days.
Over the last 30 days GitHub Copilot shipped 0 meaningful updates vs Dify's 1. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where Dify leans on llm apps, ai agents and observability, GitHub Copilot focuses on multi model, agentic coding and copilot cli.
GitHub Copilot has shipped fewer meaningful updates than Dify in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full GitHub Copilot trajectory → · Compare Dify vs GitHub Copilot →
4. DocsBot AI · velocity 7.5
DocsBot wraps its launch week of channels, Operator, Voice and Evals.
Over the last 30 days DocsBot AI shipped 2 meaningful updates vs Dify's 1, most recently “DocsBot Voice: Your Knowledge, Ready to Answer the Phone”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Dify leans on llm apps, ai agents and observability, DocsBot AI focuses on ai support, voice agents and evals.
Over the last 30 days DocsBot AI has been shipping faster than Dify — a point in its favour if release momentum matters to you.
5. Ollama · velocity 6.3
Ollama v0.40.16 adds the 65B Ripple Preview coding model and cuts Qwen3.8 Flash memory on Macs.
Over the last 30 days Ollama shipped 0 meaningful updates vs Dify's 1. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Dify leans on llm apps, ai agents and observability, Ollama focuses on local llm, coding agents and agent hosts.
Ollama has shipped fewer meaningful updates than Dify in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
6. InvokeAI · velocity 6.3
InvokeAI 7 reaches beta with projects and a single widget workbench as the new default.
Over the last 30 days InvokeAI shipped 1 meaningful update vs Dify's 1, most recently “InvokeAI 7 beta makes projects and the new workbench default”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Dify leans on llm apps, ai agents and observability, InvokeAI focuses on image generation, open source and v7 rewrite.
InvokeAI and Dify have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. Lambda Labs · velocity 5.0
Lambda adds IAM to its GPU cloud and plans a $33 billion Alabama data center.
Over the last 30 days Lambda Labs shipped 0 meaningful updates vs Dify's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Dify leans on llm apps, ai agents and observability, Lambda Labs focuses on ai infrastructure, gpu cloud and data centers.
Lambda Labs has shipped fewer meaningful updates than Dify in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full Lambda Labs trajectory → · Compare Dify vs Lambda Labs →
8. Snorkel AI · velocity 5.0
Snorkel AI turns its coding benchmark on Fable 5.2 and finds the terminal failures mostly gone.
Over the last 30 days Snorkel AI shipped 0 meaningful updates vs Dify's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Dify leans on llm apps, ai agents and observability, Snorkel AI focuses on ai evaluation, benchmarking and coding agents.
Snorkel AI has shipped fewer meaningful updates than Dify in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
9. vLLM · velocity 5.0
VLLM opens its 0.34 cycle by moving more models onto the Transformers backend.
Over the last 30 days vLLM shipped 0 meaningful updates vs Dify's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Dify leans on llm apps, ai agents and observability, vLLM focuses on llm inference, release candidates and nvfp4.
vLLM has shipped fewer meaningful updates than Dify in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
10. Recall · velocity 5.0
Recall becomes an official Claude connector, so your saved library feeds Claude's answers.
Over the last 30 days Recall shipped 0 meaningful updates vs Dify's 1, most recently “OCR turns images into cards; extension reaches Safari and Edge”. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Dify leans on llm apps, ai agents and observability, Recall focuses on knowledge management, mcp and ai connectors.
Recall has shipped fewer meaningful updates than Dify in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
11. opencode · velocity 5.0
Opencode keeps publishing process-daemon patches on protocol 8.
Over the last 30 days opencode shipped 0 meaningful updates vs Dify's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Dify leans on llm apps, ai agents and observability, opencode focuses on ai coding agent, cli and open source.
opencode has shipped fewer meaningful updates than Dify in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
12. HeyGen · velocity 5.0
HeyGen is turning its avatar app into a model platform, with voice as the wedge.
Over the last 30 days HeyGen shipped 0 meaningful updates vs Dify's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Dify leans on llm apps, ai agents and observability, HeyGen focuses on ai video, voice models and developer platform.
HeyGen has shipped fewer meaningful updates than Dify in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Frequently asked questions
What are the best alternatives to Dify?
The top Dify alternatives we currently track in AI assistants are Claude, LobeChat, GitHub Copilot, DocsBot AI, Ollama, ranked by recent ship velocity.
How is this list of Dify alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare Dify directly with one of these alternatives?
Yes — every card has a "Compare with Dify" link to a side-by-side /compare page.