MCP

This endpoint serves the remote Model Context Protocol (MCP) server for Ultralayer V0.

Tools

• semantic_search: Perform a semantic search over indexed document chunks using a query string. Returns the top-k most relevant chunks by cosine similarity with optional filters for timestamp, source metadata, entity type, utility score, and sentiment score.
• semantic_search_multi: Perform semantic search across multiple queries in one request. Results are flattened, deduplicated, and returned in a single ranked list. Benefits (vs just making multiple semantic_search calls): 1. simpler client implementation, 2. smarter strategies for deduplication and ranking, 3. cheaper as duplicates arent charged.
• identify_stakeholders: Identify key stakeholders relevant to a given query, with optional context and instructions to guide the identification process.
• search_developments: Search for developments semantically (or not). Various filters available: timestamp, development type, stakeholder impact, and more.
• retrieve_development: Retrieve a specific development by its ID.
• retrieve_event_developments: Retrieve all developments associated with a known event_id. Filters for timestamp and occurrence are available. Track and understand the full event lifecycle through its developments.
• search_events: Search for events semantically (or not). Various filters available: timestamp, occurrence, event type and more.
• create_alert: Create an alert that periodically polls an endpoint and delivers new results to your configured receivers (webhook, email, and/or telegram).
• get_alerts: Retrieve all alerts for the authenticated user, including recent attempt and delivery history.
• deactivate_alert: Deactivate an alert by setting its status to 'paused'.
• activate_alert: Activate an alert by setting its status to 'active'.
• delete_alert: Permanently delete an alert from the database.
• execute_alert: Execute an alert immediately to test it. Runs the exact same path as scheduled execution, including history and dedup.