Shepherd MCP

[AIOBS] List all AI agent sessions from Shepherd. Returns session metadata, labels, and event counts.

[AIOBS] Get detailed information about a specific AI agent session including the full trace tree, LLM calls, function events, and evaluations.

[AIOBS] Search and filter AI agent sessions with multiple criteria including text search, labels, provider, model, function name, date range, errors, and failed evaluations.

[AIOBS] Compare two AI agent sessions and show their differences including metadata, LLM calls, tokens, latency, providers, models, functions, evaluations, errors, system prompts, request parameters, and response content.

[Langfuse] List traces with pagination and filters. Traces represent complete workflows or conversations.

[Langfuse] Get a specific trace with its observations. Returns full trace data including all observations (generations, spans, events).

[Langfuse] List sessions with pagination. Sessions group related traces together.

[Langfuse] Get a specific session with its metrics and aggregated data.

[Langfuse] List observations (generations, spans, events) with filters. Observations are the building blocks of traces.

[Langfuse] Get a specific observation with full details including input, output, usage, and costs.

[Langfuse] List scores/evaluations with filters. Scores are attached to traces or observations.

[Langfuse] Get a specific score/evaluation with full details.

[Langfuse] Search and filter traces with extended criteria including text search, release, cost range, and latency range. Combines API-level and client-side filtering.

[Langfuse] Search and filter sessions with extended criteria including text search, user ID, trace count range, and cost range. Combines API-level and client-side filtering.

[Deprecated: Use aiobs_list_sessions] List all AI agent sessions from Shepherd.

[Deprecated: Use aiobs_get_session] Get detailed information about a specific AI agent session.

[Deprecated: Use aiobs_search_sessions] Search and filter AI agent sessions.

[Deprecated: Use aiobs_diff_sessions] Compare two AI agent sessions.