Provenance survives the whole chain: a KPI pulled into a benchmark, then into a pressure-test report, still carries the link to the filing sentence behind it. That is what makes the output auditable in one click rather than something an analyst re-derives before trusting it — which is the entire difference between a research tool and a plausible-sounding one.
Revelata's deepKPI service over MCP, with an open-source library of equity-research workflows built on it. It returns structured KPI series for US public companies drawn from SEC filings, clean 10-K, 10-Q and 8-K markdown, derived metrics, peer benchmarks and seasonality splits.
- Structured KPI time series for US public companies, read out of SEC filings, with Excel export
- Clean filing markdown in the conversation, and verbatim quotes from MD&A, risk factors and footnotes
- Company business descriptions with segment and geography structure, plus thematic "who does X?" discovery
- Metrics nobody reports directly — Q4 backed out of the full year, segment remainders, ARPU, ASP, AUV, take rates
- Seasonal quarterly ratios from historical actuals, splitting an annual forecast into quarters as an Excel workbook
- Operational peer discovery by semantic search, with aligned KPI fingerprints and segment sub-benchmarks, in HTML or Excel
- Analyst reports pressure-tested claim by claim against filing data, as an interactive HTML report
- A guided path for users with no company or thesis yet — interview, screen, deep dive — and an orchestrator for research that crosses several of these at once
- A clickable link from every returned data point back to its source sentence in the original filing, preserved through downstream calls
A free Revelata account. The MCP endpoint is https://deepkpi-mcp.revelata.com/mcp, authorized over OAuth in Claude and ChatGPT — the browser flow runs on first use. The skills install as a plugin from the revelata/deepkpi-agents marketplace, or as a ZIP uploaded to Claude.ai with code execution enabled. A Cowork install propagates to Claude Code; the reverse does not, so install through Cowork if you want both. OpenClaw takes a different route entirely: the REST API with an API key in DEEPKPI_API_KEY, no MCP.
One command — curl -fsSL https://raw.githubusercontent.com/revelata/deepkpi-agents/main/install.sh | bash -s openclaw
