Comparison
langgraph vs langflow
Verdict
Pick langgraph if langGraph is designed as an open-source orchestration framework to build stateful AI agents. It emphasizes durable execution and human-in-the-loop interventions, along with robust memory management capabilities; pick langflow if langflow is a Python-based tool for building and deploying AI workflows using large language models and agent systems.
Markdown twin · langgraph alternatives · langflow alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | langgraph | langflow |
|---|---|---|
| Maintenance | Very active (0d since push) As of 3w · github_public_v1 | Very active (0d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 3w · github_public_v1 | Not a fork · Organization account As of 2w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No published findings from this source as of 2026-07-11 As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- langgraph
- Low-level orchestration framework for building stateful agents.
- langflow
- Tool for building and deploying AI-powered agents and workflows
Stars
- langgraph
- 38k
- langflow
- 153k
Forks
- langgraph
- 6.5k
- langflow
- 9.7k
Open issues
- langgraph
- 647
- langflow
- 972
Language
- langgraph
- Python
- langflow
- Python
Adopt for
- langgraph
- LangGraph is designed as an open-source orchestration framework to build stateful AI agents. It emphasizes durable execution and human-in-the-loop interventions, along with robust memory management capabilities.
- langflow
- Langflow is a Python-based tool for building and deploying AI workflows using large language models and agent systems.
Persona
- langgraph
- -
- langflow
- -
Runtime
- langgraph
- -
- langflow
- -
License
- langgraph
- MIT
- langflow
- MIT
Last pushed
- langgraph
- Jul 28, 2026
- langflow
- Aug 2, 2026
Categories
- langgraph
- AI Agents, Developer Tools
- langflow
- AI Agents, Model Training
Trust and health
Open issues (now)
- langgraph
- 647
- langflow
- 972
OSV dependency advisories
- langgraph
- No lockfile (source not queried)
- langflow
- No published findings from this source as of 2026-07-11
Full report
- langgraph
- Trust report
- langflow
- Trust report
Typed relationship
langgraph alternative langflowBoth LangGraph and LangFlow are frameworks aimed at building AI agents, but they likely offer different approaches or features to achieve similar goals.
Shared compatibility
- Python · langgraph: Python runtime · langflow: Python runtime
Choose langgraph if…
- Pricing: LangGraph is available under the MIT license and is free for both personal and commercial use. However, advanced features or services like deployment and debugging might depend on additional paid-for-.
- Requirements: Min 4 GB RAM; Requires Python environment.
- Both LangGraph and LangFlow are frameworks aimed at building AI agents, but they likely offer different approaches or features to achieve similar goals.
- Tags unique to langgraph: ai-agents, enterprise, framework, langchain.
- Also covers Developer Tools.
- When you need a low-level framework that supports the development of long-running, stateful AI agents that require complex memory management.
When NOT to use langgraph
- LangGraph is less suitable when you prefer a simpler setup. It demands more initial configuration and lower-level control than other agent-building frameworks such as Deep Agents.
- For projects requiring immediate quick-start capabilities, as LangGraph offers foundational support which involves more manual configuration versus quicker-to-prototype tools.
Choose langflow if…
- Pricing: Open-source under MIT license with community and commercial options available; the OSS version is free to use at your own risk..
- Requirements: Min 4 GB RAM; Requires Docker; Requires Python 3.10–3.14, the recommended uv package manager is beneficial but not explicitly required for installation.; Docker can be used to start a Langflow container with default settings..
- Both LangGraph and LangFlow are frameworks aimed at building AI agents, but they likely offer different approaches or features to achieve similar goals.
- Tags unique to langflow: chatgpt, generative-ai, large language models, react-flow.
- Also covers Model Training.
- Use Langflow if you are working with Python versions from 3.10 to 3.14, as these versions are specifically supported for seamless operation of the tool.
When NOT to use langflow
- Do not use Langflow if your Python environment does not align with version constraints between 3.10 and 3.14.
- Langflow may not be the best fit if you are seeking a platform that operates without any language model integration, as it fundamentally relies on such models for its functionality.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (langchain-ai/langgraph) · observed Jul 28, 2026
- GitHub forks (langchain-ai/langgraph) · observed Jul 28, 2026
- Last push (langchain-ai/langgraph) · observed Jul 28, 2026
- License file (MIT) · observed Jul 28, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (langflow-ai/langflow) · observed Aug 2, 2026
- GitHub forks (langflow-ai/langflow) · observed Aug 2, 2026
- Last push (langflow-ai/langflow) · observed Aug 2, 2026
- License file (MIT) · observed Aug 2, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: langgraph 38k · langflow 153k (synced Jul 28, 2026).
Common questions
- What is the difference between langgraph and langflow?
- langgraph: Low-level orchestration framework for building stateful agents.. langflow: Tool for building and deploying AI-powered agents and workflows. See the comparison table for live GitHub stats and shared categories.
- When should I choose langgraph over langflow?
- Choose langgraph over langflow when Pricing: LangGraph is available under the MIT license and is free for both personal and commercial use. However, advanced features or services like deployment and debugging might depend on additional paid-for-; Requirements: Min 4 GB RAM; Requires Python environment; Both LangGraph and LangFlow are frameworks aimed at building AI agents, but they likely offer different approaches or features to achieve similar goals; Tags unique to langgraph: ai-agents, enterprise, framework, langchain; Also covers Developer Tools; When you need a low-level framework that supports the development of long-running, stateful AI agents that require complex memory management.
- When should I choose langflow over langgraph?
- Choose langflow over langgraph when Pricing: Open-source under MIT license with community and commercial options available; the OSS version is free to use at your own risk.; Requirements: Min 4 GB RAM; Requires Docker; Requires Python 3.10–3.14, the recommended uv package manager is beneficial but not explicitly required for installation.; Docker can be used to start a Langflow container with default settings.; Both LangGraph and LangFlow are frameworks aimed at building AI agents, but they likely offer different approaches or features to achieve similar goals; Tags unique to langflow: chatgpt, generative-ai, large language models, react-flow; Also covers Model Training; Use Langflow if you are working with Python versions from 3.10 to 3.14, as these versions are specifically supported for seamless operation of the tool.
- When should I avoid langgraph?
- LangGraph is less suitable when you prefer a simpler setup. It demands more initial configuration and lower-level control than other agent-building frameworks such as Deep Agents. For projects requiring immediate quick-start capabilities, as LangGraph offers foundational support which involves more manual configuration versus quicker-to-prototype tools.
- When should I avoid langflow?
- Do not use Langflow if your Python environment does not align with version constraints between 3.10 and 3.14. Langflow may not be the best fit if you are seeking a platform that operates without any language model integration, as it fundamentally relies on such models for its functionality.
- Is langgraph or langflow more popular on GitHub?
- langflow has more GitHub stars (152,744 vs 38,352). Stars measure visibility, not whether either tool fits your constraints.
- Are langgraph and langflow open source?
- Yes - both are open-source projects on GitHub (langgraph: MIT, langflow: MIT).
- Where can I find alternatives to langgraph or langflow?
- GraphCanon lists graph-backed alternatives at langgraph alternatives and langflow alternatives (langgraph markdown twin, langflow markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, langgraph or langflow?
- langgraph: Very active. langflow: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for langgraph and langflow?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: langgraph trust report; langflow trust report.