server/core/main.py).
1. Analytics & Reporting Tools
get_daily_report
Fetches canonical daily marketing metrics across all active connectors for a project.
- Returns: FastMCP dual-channel envelope (short LLM text summary +
structuredContentpayload for MCP App widgets).
<source>_report
Source-specific report tools auto-discovered at boot (e.g. google_analytics_report, meta_ads_report, mailgun_report).
2. Intelligence & Surveillance Tools
get_morning_briefing
Synthesizes the latest nightly briefing for an AI agent.
- Returns: Daily KPI deltas, flagged anomalies (
anomalies_daily), and active candidate context events (context_events).
get_source_capabilities
Inspects source metadata, available fields, supported grains, and filter bounds.
- Returns: Authoritative capability descriptor (schema version
1.2).
3. Governed Flow Management Tools
flows_list & flows_get
Lists or retrieves active datastreams and report configurations for a project.
flows_upsert
Creates or updates a datastream or report configuration in a governed, audited manner.
- Guardrails: Calls
validate_flow()before database writes. Rejects unvalidated keys (access_token,secret) to enforce AD-3 security.
4. Observability & Feedback Tools
submit_feedback
Submits user rating (+1 / -1) and optional commentary on an agent analysis trace (AD-13).
Next Steps & Cross-References
Agent Rules
Review system instructions and constraints for tool execution.
MCP App Use Cases
Explore interactive MCP App UI widgets powered by tool outputs.
MCP Host Integration
Connect external LLM clients to toorow’s FastMCP server.
Agent Context
Inspect schema discovery and context event integration.