BenchRank
#16 in Frameworks & LibrariesUpdated 2026-08

Langflow

by Langflow · Low-code visual builder for AI agents and RAG applications

62.4 — BenchRank score out of 100

Screenshots of Langflow

  • Homepage

Homepage · Langflow

Homepage of Langflow

Overview

Langflow is a low-code builder for AI agents, MCP servers and RAG applications. Flows are assembled visually from pre-built components that connect to LLM providers, vector databases and data sources such as Slack, Notion and Google Drive, and can be customised in Python. A finished flow can be run as an API, either self-hosted via pip or on Langflow's cloud.

Best for
Developers building LLM agents or RAG apps who want a visual builder they can extend in Python
Pricing
No prices are shown in the captured pages; the site offers a free cloud account and an open-source version you can self-host.

Strengths and trade-offs

Strengths

  • Open source: install via pip and self-host, or use the hosted cloud
  • Drag-and-drop flow builder with reusable pre-built components
  • Integrates with many LLM providers, vector stores and data sources
  • Flows can be exposed as an API for deployment

Trade-offs

  • No pricing is published on the site, so cloud costs are unclear
  • Customising beyond the visual components requires writing Python
  • The site gives no detail on limits of the free cloud account

How this score is made up

Each dimension is scored out of 100 and combined into the headline score using fixed weights.

MCP support
60 out of 100
API quality
35 out of 100
Documentation
90 out of 100
Agent friendliness
85 out of 100
Changelog
100 out of 100
Marketing site structure
50 out of 100
Operational trust
0 out of 100

Measured, but not part of the score

Useful to know, but not a mark for or against the product — so these do not affect the ranking.

Openness
60 out of 100
Maintenance
100 out of 100

This doesn’t look right — report a problem with Langflow’s score

Alternatives in Frameworks & Libraries

  • Ranked 1

    81.6 — BenchRank score out of 100

    Encore

    Encore · Declare backend infrastructure in Go or TypeScript, deploy to your own cloud

    Best for: Teams building Go or TypeScript backends on their own AWS or GCP without a platform team

  • Ranked 2

    78.9 — BenchRank score out of 100

    Builder.io

    Builder · Collaborative platform for building software with AI agents

    Best for: Product teams wanting designers, PMs and marketers to edit the real codebase alongside engineers

  • Ranked 3

    78.6 — BenchRank score out of 100

    Convex

    Convex · Reactive TypeScript backend with database, functions, sync and search

    Best for: Teams building TypeScript apps that want database, functions, sync and file storage in one backend

See all 69 alternatives to Langflow

Report a problem with this page

Report an issue with Langflow