Financial filings hide the answer across hundreds of pages of footnotes and tables. This assistant finds the passage and quotes it instead of summarizing vaguely.
sonnet1 weekQdrantMistralOpenAI EmbeddingsPython
Claude
76ROI
80Scale
$2.9k90Saved
ROI for
README.md
Why this subagent
Financial filings hide the answer across hundreds of pages of footnotes and tables. This assistant finds the passage and quotes it instead of summarizing vaguely.
Filings are chunked into Qdrant with company, type, and period metadata, then answered by Mistral over the retrieved context. Every figure cites its document and page, so an analyst can open the filing and confirm the number rather than trusting a generated summary.
How it runs
Used at step 01 to kick off the pipeline.
Write
Used at step 01 to kick off the pipeline.
WebFetch
Used at step 01 to kick off the pipeline.
WebSearch
Used at step 01 to kick off the pipeline.
Index the chunks in Qdrant with metadata for the company, document type, and fiscal period.
pending
Retrieve the relevant passages for a question and answer with Mistral using only that context.
pending
Cite the document and page for every figure so numbers can be traced to the filing.
pending
Sample output
json
// Sample output
// (generated when the pipeline finishes)
Answer questions over financial filings from retrieved passages only, citing the document and page for each figure.
Unlock the rest
The full agent definition, install snippet, and starter task are gated for community members.
Members get the full `.md` agent file, the npm / pnpm install one-liners, a starter prompt that we've tuned against real runs, and the open-source repo when this automation ships there. One email, magic link, done.