Comparison
Valuein vs Calcbench
Better PIT accuracy, open APIs, and AI-native delivery
The key difference
Calcbench excels at XBRL extraction for human analysts. Valuein is built for programmatic access: REST API, Python SDK, and an MCP Server that lets AI agents query 105M+ facts directly.
Feature Comparison
| Feature | Valuein | Calcbench |
|---|---|---|
| Pricing | $0–$200/month | Custom enterprise pricing |
| Point-in-Time | knowledge_at on every row — verifiable | Snapshot-based PIT |
| Survivorship Bias | All delisted companies, all history | Active companies primary focus |
| AI Agent Access | MCP Server with 14 structured tools | No MCP support |
| Open API | Public REST + Python SDK on PyPI | API available; pricing not public |
| Parquet Format | Columnar Parquet — DuckDB/Spark native | JSON and CSV endpoints |
Where Calcbench is stronger
- Calcbench has stronger inline XBRL extraction for 10-Q footnotes
- Calcbench covers more derived metrics out-of-the-box
Best for
Quants and engineers who need clean time-series fundamentals in Parquet format and want AI-agent integration via MCP.
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Pull real SEC EDGAR financial data in minutes. No institutional affiliation. No sales call. Just data.