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LangChain vs LlamaIndex MCP: Pricing and Ratings Compared (2026)

Entry prices and free plans as read on each vendor's pricing page, and user ratings as published on review sites, for LangChain and LlamaIndex MCP side by side. This page compares data; it is not a hands-on review.

On the data: On the data below the two are close or not directly comparable, so we do not name a winner for this pair.

Data comparison compiled by Toolradar, not hand-reviewed Methodology
Data comparison 127 user reviews compared Pricing checked Oct 17, 2026

Short on time? Here's the quick answer

Based on published vendor pricing and features and on public review data, here's who should pick what:

LangChain

Build LLM-powered applications

Best for you if:

  • • You want great for AI apps

LlamaIndex MCP

Connect your private data to any AI agent via a universal protocol

Best for you if:

  • • You want connect your private data to any AI agent via a universal protocol
At a glance: LangChain vs LlamaIndex MCP
At a Glance
LangChain LangChain
LlamaIndex MCP LlamaIndex MCP
Starts at
Free plan, paid from $39/mo, billed monthly Plus plan
Free plan
Category
AI Agents Developer Tools
Developer Tools AI Agents
Rating
4.6/5 G2 4.5 · SourceForge 5.0 127 reviews n/a
Free plan
Yes Yes
Watch out for
Potential overage fees for traces 100 user seat limit on all tiers

Choose LangChain or LlamaIndex MCP?

LangChain

Choose LangChain if

  • You want great for AI apps
  • You want active development
  • You work in AI agents, not developer tools
LlamaIndex MCP

Choose LlamaIndex MCP if

  • You want connect your private data to any AI agent via a universal protocol
  • You work in developer tools, not AI agents

In-Depth Analysis

LangChain LangChain

Build LLM-powered applications

Good value

LangChain's pricing is quite generous, especially with a robust free Developer tier offering 5,000 traces/month.

Watch out

Potential overage fees for traces

Strengths

  • Pro: Great for AI apps
  • Pro: Active development
  • Pro: Large community

Weaknesses

  • Con: Fast changing API
  • Con: Can be complex

Key features

LLM framework Chain building Agent creation Memory management Tool integration Open source

LlamaIndex MCP LlamaIndex MCP

Connect your private data to any AI agent via a universal protocol

Fair value

The Free tier offers a generous 10K credits for exploration, but the Starter and Pro tiers are pay-as-you-go with caps of $500 and $5,000 per month, which is expensive for small teams but reasonable for heavy AI integrations.

Watch out

100 user seat limit on all tiers

Key features

Semantic and hybrid search over indexed document collections, returning passages with source references Document parsing that turns PDFs, slides, and spreadsheets into structured text an agent can reason over Schema-driven extraction that pulls typed fields out of unstructured files Publishes LlamaIndex workflows and query engines as MCP tools for any compatible client Consumes external MCP servers as tools from inside a LlamaIndex agent

Plans and prices: LangChain vs LlamaIndex MCP

Plans and prices of LangChain and LlamaIndex MCP, as read on each vendor's pricing page. Each plan keeps its own billing unit.
Tool Plans and prices Source
LangChain
  • Developer: Free
  • Plus: $39/mo, billed monthly
  • Enterprise: Custom pricing
langchain.com/pricing read Oct 2, 2026
LlamaIndex MCP
  • Free: Free
  • Starter: Usage-based, one-time or minimum-commitment pricing
  • Pro: Usage-based, one-time or minimum-commitment pricing
  • Enterprise: Custom pricing
llamaindex.ai/pricing read Oct 17, 2026

Prices as read on each vendor's own pricing page on the date shown. Plans are listed per tool and are not matched against the other tool's plans: a plan name or price in one column says nothing about the same row in the other. Details on LangChain pricing and LlamaIndex MCP pricing.

Key Takeaways

LangChain

  • Choose if you want build LLM-powered applications

LlamaIndex MCP

  • Choose if you want connect your private data to any AI agent via a universal protocol

What the data shows

On the data below the two are close or not directly comparable, so we do not name a winner for this pair.

  • Only LangChain has a published user rating (4.6/5 from 127 reviews); LlamaIndex MCP has none we can show.
  • LangChain starts at $39/mo, billed monthly; LlamaIndex MCP has no public paid plan price on file.
  • Both have a free plan.

Criteria: user rating (only above 20 reviews on both sides, gap of 0.2 or more), entry price (only on the same billing basis), free plan. How we rate

Frequently Asked Questions

How do LangChain and LlamaIndex MCP compare in 2026?

On the data below the two are close or not directly comparable, so we do not name a winner for this pair. Only LangChain has a published user rating (4.6/5 from 127 reviews); LlamaIndex MCP has none we can show. LangChain starts at $39/mo, billed monthly; LlamaIndex MCP has no public paid plan price on file. Both have a free plan.

What are LangChain and LlamaIndex MCP used for?

LangChain: Build LLM-powered applications. LlamaIndex MCP: Connect your private data to any AI agent via a universal protocol.

What does LangChain cost vs LlamaIndex MCP?

LangChain's cheapest paid plan is Plus at $39/mo, billed monthly; it also has a free plan. LlamaIndex MCP has no public paid-plan price on file. Prices read on the vendors' pricing pages, latest check Oct 17, 2026.

What's the main difference between LangChain and LlamaIndex MCP?

LangChain's main strength: great for AI apps. LlamaIndex MCP focuses on connect your private data to any AI agent via a universal protocol.

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