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LangSmith MCP Server

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by langchain-ai

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    TDQS

    A3.5/5.0

    Scored across 13 tools

    Disambiguation4/5

    Most tools have distinct purposes targeting different LangSmith resources like datasets, examples, prompts, runs, projects, and experiments, with clear boundaries. However, 'create_dataset' and 'push_prompt' are described as informational tools ('call this tool when you need to understand how to...'), which could confuse agents about their actual functionality versus other tools that perform operations directly.

    Naming Consistency5/5

    Tool names follow a highly consistent verb_noun pattern throughout, such as 'create_dataset', 'fetch_runs', 'list_datasets', 'read_example', and 'update_examples'. All tools use snake_case with clear, descriptive names, making the set predictable and easy to navigate.

    Tool Count5/5

    With 13 tools, the server is well-scoped for managing LangSmith resources, covering datasets, examples, prompts, runs, projects, and experiments. Each tool serves a specific function without redundancy, and the count aligns with the complexity of the domain, providing comprehensive coverage without being overwhelming.

    Completeness4/5

    The tool set offers strong coverage for core LangSmith operations, including CRUD-like actions for datasets, examples, prompts, runs, projects, and experiments. Minor gaps exist, such as no explicit 'delete' tools for resources like datasets or prompts, but agents can likely work around this given the overall robust surface for analytics and management tasks.

    Maintenance

    ActivitySlowing
    ResponsivenessUnresponsive