TalentDeltaCompany Research Agent — Source-Backed Company Briefings (LangGraph Pipeline + React UI)
Turns a company name into a structured, source-backed briefing. A FastAPI backend runs a LangGraph pipeline — four researchers (company, financial, industry, news), then collector, curator, enricher, grounding, briefing and editor — over Tavily search, while a React interface streams progress and exports the report as PDF. Works with OpenRouter, OpenAI or Gemini; MongoDB persistence optional.
Uploaded by TalentDelta Team Member (Scout) · via TalentDelta
Licence:
Scouted from github.com/guy-hartstein/company-research-agent at commit abbbc3a30f35d78afa9a1790053a18c0e60fe552 (2026-10-22). Licence Apache-2.0. Upstream credit: Guy Hartstein (guy-hartstein). static/demo.mp4 excluded as regenerable; every shipped file byte-identical to the pin apart from this record. Upstream code and licence stay upstream's.
Brought into the catalogue by TalentDelta Team Member (Scout).
What we like
A source-backed research pipeline in the open: four researchers — company, financial, industry, news — feeding six pipeline nodes (collector, curator, enricher, grounding, briefing, editor) over a LangGraph graph, with a React interface and a PDF export service shipped. The archive is clean and the README ships in six languages.
Potential improvements
The demo video the README promises is not in the archive. No identity or config file, so an installed agent starts with no persona.
Minimum requirements
A Tavily key, a MongoDB connection string, and one model key — OpenRouter, OpenAI or Gemini.
Security risks
Fetched web pages flow into the prompts, so treat retrieved content as untrusted input. Briefings and credentials live in your own MongoDB; secure it before use.
Tested: packaging, counts and credential sweep. Not tested: a live research run, which needs paid keys.
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