Use cases & endpoints
Financial data for CrewAI — shared tools across agents
Multi-agent workflows fail in a specific way when data is inconsistent. A research agent pulls a figure from one source, an analysis agent pulls a related figure from another, and the two silently refer to different entities or different vintages. The crew produces a confident synthesis of two incompatible facts, and nothing in the output reveals the mismatch.
A shared data layer removes that class of failure. When every agent in a crew resolves companies through the same identifier graph and asks for values with the same as-of semantics, disagreement between agents becomes a real disagreement rather than an artifact of plumbing.
Hindcast is built to sit in that position: one endpoint, one identity space, citations on every response so a supervising agent can check a claim rather than arbitrating between two unsourced assertions. Access opens to the waitlist first.
hindcast — session
previewhindcast> two agents query the same entity from different angles
→ tool: entity_resolve { id:"...", type:"ticker" }
✓ one entity node both agents can key their questions to
source: preview — endpoints open to the waitlist first
What's covered
- One shared endpoint for every agent in a crew
- Consistent entity resolution across research and analysis roles
- As-of semantics applied uniformly, avoiding vintage mismatches
- Citations that let a supervising agent verify a subordinate's claim
- Coverage spanning filings, prices, macro, holdings and text
- No per-agent integration code to keep in sync
Join the waitlist for early access.
Questions
Why does shared identity matter more in multi-agent setups?
Because errors compound instead of surfacing. A single agent's wrong entity match produces a wrong answer someone might notice; a crew's mismatch produces a synthesis that reads as corroboration between two sources that were never talking about the same thing.
Does every agent need its own credentials?
That is a deployment choice. The endpoint is remote and standards-based, so a crew can share one connection or hold separate ones depending on how you want usage attributed.
Related
Join the waitlist. Vote the roadmap. First in, first served.