Comparison

LangChain vs Ollama

On the evidence we track, LangChain leads this comparison with a composite score of 79/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
★LangChain79
Ollama73
Score
vioscaleAI score
LangChain79 / 100medium · 69%
Ollama73 / 100medium · 56%
Pricing
Free tier
LangChain✓
Ollama✓
Model
LangChainfreemium
Ollamafreemium
Price level
LangChainmid
Ollamamid
Starting price
LangChain$39
Ollama$20
Transparent
LangChain✓
Ollama✓
Integrations
Count
LangChain1,000
Ollama40,000
Reliability
Sla pct
LangChain99.5
Ollama–
Status page
LangChain✓
Ollama–
Adoption
Dependent repos
LangChain18,663
Ollama0
Github stars
LangChain147,461
Ollama183,171
Package downloads weekly
LangChain3,725,877
Ollama2,940,647
Activity
Commits last 30d
LangChain100
Ollama100
Release
Cadence days
LangChain–
Ollama2
History
LangChain20 items
Ollama20 items
License
Spdx
LangChainMIT
OllamaMIT
Language
Primary
LangChainPython
OllamaGo
Content
Faq
LangChain8 items
Ollama8 items

Capabilities

Feature-by-feature on the axes that matter for mlops & llmops tools. “-” means undocumented, not absent.

Core
Tool role
LangChainLLM observability / eval
OllamaEnd-to-end ML platform
Deployment
Self-hostable / OSS core
LangChain✓
Ollama✓
Managed cloud available
LangChain✓
Ollama✓
On-prem / VPC deployment
LangChain✓
Ollama✓
Observability
LLM tracing / observability
LangChain✓
Ollama✓
Evaluation (offline / LLM-judge / human)
LangChain✓
Ollama✓
Dev
Prompt management + versioning
LangChain✓
Ollama✓
Tracking
Experiment tracking / model registry
LangChain✓
Ollama-
Serving
Model serving / inference endpoint
LangChain✓
Ollama✓
Interop
OpenTelemetry / OpenLLMetry compatible
LangChain✓
Ollama✓
Framework-agnostic
LangChain✓
Ollama✓
Gateway
Multi-provider model support
LangChain✓
Ollama✓
Data
No-train-on-customer-data guarantee
LangChainUnknown
OllamaYes

What each one is

The product in its own terms, so the numbers below have context.

LangChain

Leader

A unified developer platform consisting of open-source frameworks and commercial tools for building, testing, monitoring, and deploying AI agents and LLM-powered applications.

Independently observed

Ollama

Ollama enables developers to run open-source language models either on their own computers or through Ollama's cloud infrastructure, with a guarantee that user prompts and responses are never logged, stored, or used for training. Models can run locally without internet (limited by hardware) or in the cloud with no performance constraints.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

LangChain

Leader
from $39/seat/moHybridFree tier

Free Developer plan. Plus plan from $39/user/mo with unlimited seats. Enterprise custom pricing billed annually.

  • DeveloperFree
    • 1 free seat
    • 5000 base traces per month
    • Full LangSmith access
  • Plus$39/seat/month, unlimited seats, 10k traces/month included
    • Unlimited seats
    • 10000 base traces per month
    • 1 free small serverless deployment
    • Team collaboration
    • LangSmith Deployment service access
  • EnterpriseContact sales
    • Advanced administration options
    • Enhanced security controls
    • Priority support
    • Custom deployment options
as of verify ↗

Ollama

from $20/moHybridFree tier

Free to start; Pro from $20/mo with $60 usage credits; Max at $100/mo with $300 usage credits; Team at $500/mo with shared $1,000 usage credits; Enterprise with custom pricing

  • FreeFree
    • Run models locally
    • Starter usage credits included
    • Access to starter models
    • Add credits to unlock all models
    • No service fees
  • Pro$20/mo or $200/yr billed annually
    • Everything in Free, plus
    • $60 of usage credits per month
    • Access to larger pro models
    • Run multiple models concurrently
    • Fast mode (coming soon)
  • Max$100/mo
    • Everything in Pro, plus
    • $300 of usage credits per month
    • Early access to the newest models
    • 10 concurrent requests
  • Team$500/mo
    • Unlimited users
    • $1,000 of usage credits per month, shared across the team
    • Centralized billing and administration
    • Priority support
    • Shared projects, skills, and instructions
  • EnterpriseContact sales
    • Everything in Team, plus
    • Model access controls
    • Limit team access to specific models
    • Set cost budgets for users and API keys
    • Private Slack channel with dedicated support
    • +1 more
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
LangChain✓
Ollama✗
macOS
LangChain✗
Ollama✓
Windows
LangChain✗
Ollama✓
Linux
LangChain✗
Ollama✓
CLI
LangChain✗
Ollama✓
Deployment
Cloud / SaaS
LangChain✓
Ollama✓
Self-hosted
LangChain✓
Ollama✓
Hybrid
LangChain✓
Ollama✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (1)
  • Anthropic

LangChain

Leader
11 total - 10 not shared
  • OpenAI
  • Cohere
  • Google
  • Azure OpenAI
  • Azure AI Search
  • Microsoft Fabric
  • Azure Kubernetes Service
  • OpaquePrompts
  • AWS
  • MCP (Model Context Protocol)
Independently observed

Ollama

72 total - 71 not shared
  • Claude Code
  • OpenClaw
  • OpenCode
  • Codex
  • Copilot
  • Droid
  • Open WebUI
  • Onyx
  • LibreChat
  • Lobe Chat
  • NextChat
  • Perplexica
  • big-AGI
  • Lollms WebUI
  • ChatOllama
  • Bionic GPT
  • Chatbot UI
  • Hollama
  • Chatbox
  • Ollama RAG Chatbot
  • Dify.AI
  • AnythingLLM
  • Maid
  • Witsy
  • +47 more
Independently observed
Still deciding?

LangChain or Ollama: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.