Ambitus-Intelligence/ambitus-ai-models
a TUI‑first Python package and multi‑agent market research engine that orchestrates validated data collection, analysis, and report synthesis into citation‑rich PDF reports.
Implements a FastMCP-backed tool server that decouples specialized agents from external APIs and data sources, enabling runtime tool discovery and citation tracking across the research pipeline. Seven sequenced agents—from company profiling and industry analysis through competitive mapping and gap detection—emit structured JSON outputs persisted to a database and exposed via REST endpoints. Built on an Orchestrator pattern that manages error flows and user hand-offs, with Markdown/HTML/PDF synthesis producing fully cited final reports.
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Last pushed
Nov 05, 2025
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