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avivsinai

langfuse-mcp

by avivsinai

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    TDQS

    C2.9/5.0

    Scored across 48 tools

    Disambiguation4/5

    Most tools target clearly distinct resources or actions (traces, observations, sessions, datasets, prompts, queues). However, the exception/error cluster (find_exceptions, find_exceptions_in_file, get_exception_details, get_error_count) and the route-decision tools have overlapping scopes, and schema/resolved-prompt pairs are close enough to cause occasional misselection.

    Naming Consistency3/5

    All names use snake_case, but verbs are inconsistent across similar operations: fetch_traces/fetch_trace, get_session_details/get_user_sessions, and list_scores_v2/get_score_v2 mix fetch, get, and list. The _v2 suffixes and get_prompt_unresolved add further irregularity.

    Tool Count2/5

    48 tools is heavy for an MCP server and far exceeds the well-scoped 3–15 range. While Langfuse is a broad platform, the many CRUD variants for annotation queues, datasets, and route decisions make the surface unwieldy and risk overwhelming tool selection.

    Completeness3/5

    Coverage is broad across traces, observations, sessions, metrics, prompts, datasets, queues, and exceptions. But there are notable lifecycle gaps: scores are read-only (get/list, no create/update/delete), datasets lack delete/update at the dataset level, and annotation queues lack update/delete for the queue itself.

    Maintenance

    ActivityMaintained
    ResponsivenessResponsive