Comparison
langgraph vs langflow
Verdict
Pick langgraph if langGraph is a low-level orchestration framework for building, managing, and deploying long-running, stateful agents, offering durable execution, human-in-the-loop oversight, and comprehensive memory management; pick langflow if langflow is a Python-based tool for building and deploying AI-powered agents and workflows, supporting multiagent systems and integration with large language models.
Markdown twin · langgraph alternatives · langflow alternatives
GraphCanon updated Sep 20, 2026
18views this month
vs
Trust & integrity
| Signal | langgraph | langflow |
|---|---|---|
| Maintenance | Very active (0d since push) As of Sep 18, 2026 · github_public_v1 | Very active (0d since push) As of Sep 18, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 18, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 18, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Sep 18, 2026 · osv@v1 | No published findings from this source as of 2026-09-18 As of Sep 18, 2026 · 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
- A tool for building and deploying AI-powered agents and workflows
Stars
- langgraph
- 42k
- langflow
- 155k
Forks
- langgraph
- 7.1k
- langflow
- 10k
Open issues
- langgraph
- 794
- langflow
- 1.1k
Language
- langgraph
- Python
- langflow
- Python
Adopt for
- langgraph
- LangGraph is a low-level orchestration framework for building, managing, and deploying long-running, stateful agents, offering durable execution, human-in-the-loop oversight, and comprehensive memory management.
- langflow
- Langflow is a Python-based tool for building and deploying AI-powered agents and workflows, supporting multiagent systems and integration with large language models.
Persona
- langgraph
- -
- langflow
- -
Runtime
- langgraph
- -
- langflow
- -
License
- langgraph
- MIT
- langflow
- MIT
Last pushed
- langgraph
- Sep 18, 2026
- langflow
- Sep 18, 2026
Categories
- langgraph
- AI Agents
- langflow
- AI Agents, Developer Tools
Trust and health
Open issues (now)
- langgraph
- 794
- langflow
- 1.1k
Stars delta
- langgraph
- +3.5k (30d)
- langflow
- +2.2k (30d)
Open issues delta
- langgraph
- +147 (30d)
- langflow
- +114 (30d)
OSV dependency advisories
- langgraph
- No lockfile (source not queried)
- langflow
- No published findings from this source as of 2026-09-18
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…
- 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, framework, langchain, langgraph.
- When you need to build agents that can persist through failures and resume from where they left off, ensuring durable execution.
When NOT to use langgraph
- If you are looking for a higher-level package that simplifies the process of building agents with planning and subagent capabilities, consider Deep Agents instead.
- For projects that do not require long-running, stateful workflows, LangGraph's features may be overkill and a simpler framework might be more appropriate.
- If your project is primarily focused on JavaScript or TypeScript, LangGraph.js might be a better fit, as LangGraph is primarily designed for Python environments.
Choose langflow if…
- 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 Developer Tools.
- When you need to develop AI agents and workflows that can integrate with large language models, as Langflow supports this integration directly.
When NOT to use langflow
- If your project does not require the use of large language models or multiagent systems, as Langflow's strengths lie in these areas.
- When you are working in an environment that does not support Python 3.10–3.14, as Langflow requires this specific version range.
- If you are looking for a tool that does not require the use of the uv package manager, as Langflow recommends uv for installation and running.
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 Sep 20, 2026
- GitHub forks (langchain-ai/langgraph) · observed Sep 20, 2026
- Last push (langchain-ai/langgraph) · observed Sep 18, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 18, 2026
- Trust scan (lockfile / OSV) · observed Sep 18, 2026
- GitHub stars (langflow-ai/langflow) · observed Sep 20, 2026
- GitHub forks (langflow-ai/langflow) · observed Sep 20, 2026
- Last push (langflow-ai/langflow) · observed Sep 18, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 18, 2026
- Trust scan (lockfile / OSV) · observed Sep 18, 2026
GitHub stars on cards: langgraph 42k · langflow 155k (synced Sep 20, 2026).
Common questions
- What is the difference between langgraph and langflow?
- langgraph: Low-level orchestration framework for building stateful agents. langflow: A 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 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, framework, langchain, langgraph; When you need to build agents that can persist through failures and resume from where they left off, ensuring durable execution.
- When should I choose langflow over langgraph?
- Choose langflow over langgraph when 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 Developer Tools; When you need to develop AI agents and workflows that can integrate with large language models, as Langflow supports this integration directly.
- When should I avoid langgraph?
- If you are looking for a higher-level package that simplifies the process of building agents with planning and subagent capabilities, consider Deep Agents instead. For projects that do not require long-running, stateful workflows, LangGraph's features may be overkill and a simpler framework might be more appropriate. If your project is primarily focused on JavaScript or TypeScript, LangGraph.js might be a better fit, as LangGraph is primarily designed for Python environments.
- When should I avoid langflow?
- If your project does not require the use of large language models or multiagent systems, as Langflow's strengths lie in these areas. When you are working in an environment that does not support Python 3.10–3.14, as Langflow requires this specific version range. If you are looking for a tool that does not require the use of the uv package manager, as Langflow recommends uv for installation and running.
- Is langgraph or langflow more popular on GitHub?
- langflow has more GitHub stars (154,963 vs 41,866). 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.