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LangSmith MCP

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Debug LLM apps by letting agents access traces and prompts directly

From $39/seat/mo, billed monthly (free plan available) Visit Website
Tracked since 2026

What is LangSmith MCP?

LangSmith MCP is the Model Context Protocol server for LangSmith, LangChain's observability and evaluation platform for LLM applications. It lets an assistant read the trace store and the prompt library directly, so debugging a production run does not require leaving the editor for the LangSmith web app. The server exposes tracing and prompt data as tools. An agent can list tracing projects, fetch runs and traces with filtering, and pull the full history of a conversation thread to see what a user and an application actually exchanged. On the prompt side it can list prompts, fetch a specific prompt by name, and push a prompt back to the hub. Datasets, experiment results and account usage are reachable as well. Responses use character budget pagination, so large traces come back in slices sized to fit a model's context instead of truncating unpredictably. The audience is engineering teams already instrumenting their agents or chains with LangSmith. The typical use is investigative: an eval regresses or a user reports a bad answer, and the assistant pulls the failing run, reads the intermediate steps and tool calls, then correlates them with the prompt version stored in the hub. It is mostly a read path onto data the LangSmith SDK already collects, which makes it a low risk addition next to write heavy connectors.

Preview

Key Features

  • List tracing projects and fetch runs and traces with filters
  • Retrieve full conversation history for a thread with pagination
  • List prompts and fetch a prompt by name from the prompt hub
  • Push a prompt version back to the hub
  • Read datasets and experiment results from evaluation runs
  • Check account usage data

Pricing Plans

Pricing checked Oct 24, 2026. Source: langchain.com/pricing, read Oct 24, 2026

LangSmith MCP plans and prices, checked October 2026
Plan Price Details
Developer

$0 / seat per month

  • Up to 5k base traces / mo
  • 1 seat
  • Community support
+2 more
  • Includes 5 LCU of Fleet usage / mo
  • Includes 5 LCU & 1 LSU of Sandbox usage / mo (limited to 10 sandboxes)
Plus

$39 / seat per month

  • Up to 10k base traces / mo
  • Add unlimited seats at $39/seat/month
  • Email support
+4 more
  • 1 free Serverless (Small) deployment included
  • Includes 25 LCU of Fleet usage / mo
  • Includes 5 LCU & 1 LSU of Sandbox usage / mo
  • Access to Engine (metered in LCUs)
Enterprise

Custom pricing

  • Custom trace volume
  • Self-hosted or hybrid deployment options
  • Custom SSO and Role-Based Access Control
+3 more
  • Support SLA
  • Custom seats and workspaces
  • Annual invoicing

Is LangSmith MCP worth the price?

Good value

The Developer free tier is generous for small projects, offering 5k traces and some Fleet/Sandbox usage at no cost.

Enterprise custom pricing likely suits large organizations with specific needs. Best for developers and teams building LLM applications.

Hidden Costs & Gotchas

Overage charges for traces beyond tier limits

Additional seats at $39/seat/month

Full LangSmith MCP pricing: every plan, hidden costs and alternatives

How LangSmith MCP's pricing compares

At $39/seat/mo, billed monthly, LangSmith MCP is mid-range of its 2 comparable direct competitors ($25 to $500/mo across the set).

LangSmith MCP
$39
$500

Entry paid plan, monthly price, per seat, billed monthly. Pricing checked Oct 24, 2026.

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LangSmith MCP by the numbers

Toolradar data: LangSmith MCP's entry paid plan ($39/seat/mo, billed monthly) ranks #5 of 9 (joint) for price among the AI Agents tools with a verified entry price per seat, where the median is $39/seat/mo. As of Oct 2026.

LangSmith MCP compared with 1016 AI Agents tools on Toolradar, as of Oct 2026
Metric LangSmith MCP Peer median Position (1 is best)
Entry paid plan $39/seat/mo, billed monthly $39/seat/mo #5 of 9 (joint) tools priced per seat, verified price
Free plan Yes 56% have one n/a

Each position is counted among the tools that have data for that row, as noted under it. A lower entry price ranks higher; prices are read on vendor pages and compared only with tools priced on the same basis. All AI Agents data · How we compute this. Advertising and placement fees are not inputs to any position.

Cite this: Toolradar, “LangSmith MCP by the numbers”, Oct 2026.

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LangSmith MCP FAQ

How does LangSmith MCP help developers monitor AI model behavior?

LangSmith MCP connects models to the LangSmith observability platform, allowing developers to pull observability and prompt data directly into their MCP-compatible tools. This enables real-time monitoring of model outputs and prompt performance without leaving the development environment.

How does LangSmith MCP compare to Langfuse in terms of observability integration?

LangSmith MCP is the official MCP server from LangSmith, providing native integration with the LangSmith platform for observability and prompt data. In contrast, Langfuse is a separate observability platform that requires its own integration setup; LangSmith MCP offers a direct bridge for teams already using LangSmith.

What kind of users might find LangSmith MCP less suitable for their workflow?

LangSmith MCP is designed specifically for teams using the LangSmith observability platform. Users who rely on other observability tools like MLflow or Weights & Biases may need to evaluate whether LangSmith MCP's focus on LangSmith integration aligns with their existing stack, as it does not provide direct integration with those platforms.

Which teams benefit most from adopting LangSmith MCP?

Teams building AI applications that already use LangSmith for observability will benefit most from LangSmith MCP, as it streamlines the connection between their models and observability data through the MCP protocol. This is particularly useful for developer teams that want to monitor prompt data and model performance in real time.

How is LangSmith MCP priced?

LangSmith MCP is available on a free tier, offering basic access to observability and prompt data integration. Paid plans are available for teams that need more usage and advanced features, scaling with the size of their operations.

Can LangSmith MCP pull prompt data from any model or only from LangSmith-tracked models?

LangSmith MCP is designed to pull observability and prompt data from models that are already tracked within the LangSmith platform. It acts as a bridge between these models and MCP-compatible tools, so the data must first be collected by LangSmith.

Does LangSmith MCP require additional setup beyond installing the MCP server?

Yes, to use LangSmith MCP, teams need to have their models integrated with LangSmith for observability, as the MCP server pulls data from that platform. Once LangSmith is set up, installing the MCP server allows MCP-enabled tools to access the data directly.

Which types of observability data can LangSmith MCP access?

LangSmith MCP provides access to observability data and prompt data stored in the LangSmith platform. This includes performance metrics, prompt traces, and other diagnostic information that helps developers understand model behavior.

How does LangSmith MCP pricing compare with other AI Agents tools?

LangSmith MCP's entry paid plan ($39/seat/mo, billed monthly) ranks #5 of 9 (joint) for price among the AI Agents tools with a verified entry price per seat, where the median is $39/seat/mo. Prices are read on each vendor's own pricing page and compared only with tools priced on the same basis. Source: Toolradar, Oct 2026.

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