# Databricks — Financial Evidence Research MCP

Prepared 11 October 2026 IST. State: **packet ready provider qualification**. No new application, agreement or message was sent by this preparation work.

## Proposed recurring use

Enterprise agents retrieve a bounded page of financial research, retain its source dates and missingness, and repeat the same review on the next working day. The proposed listing distributes connectivity to the existing hosted research service. A downloadable data share, if later wanted, is separately limited to the reviewed ECB sample contract.

## Entry and prepared fields

Official entry: https://www.databricks.com/partners/partner-program

- Partner program: Databricks Data Provider; verify the current portal option before choosing.
- Listing name: Financial Evidence Research MCP.
- Listing category/type: AI / MCP server, subject to the provider console.
- Description: Source-cited funding, institution and liquidity research for enterprise agents. Retrieve bounded evidence pages with units, source links, observation dates and explicit unavailable states. Use the public research example to evaluate one question before introducing it into a recurring workflow.
- Endpoint: https://api.seiche.info/openbb/mcp.
- Demonstration task: collect five relevant funding observations, preserve diagnostics, and save a note for human review.
- Organization description: LIQUILENS PRIVATE LIMITED builds financial research software connecting public institution evidence, funding conditions and indicative market-liquidity analysis.

Publisher: **LIQUILENS PRIVATE LIMITED**. Brand: **LiquiLens**. Contact: **mrinal@liquilens.in**. Website: https://liquilens.in/.

Public demonstration: https://beepboop2025.github.io/financial-evidence-skills/start/.
Research MCP: https://api.seiche.info/openbb/mcp.
[Privacy](https://beepboop2025.github.io/financial-evidence-skills/privacy/) · [Terms](https://beepboop2025.github.io/financial-evidence-skills/terms/) · [Support](https://beepboop2025.github.io/financial-evidence-skills/support/).

The downloadable sample is limited to four ECB EUR reference-FX series. Broader LiquiLens institution and Undertow liquidity tools are separate source-bound research services. No dataset sample grants rights over unrelated sources. Customer counts, revenue, certifications, SLA commitments and named reference clients are not established by this packet.

## Remaining gate

Public-provider application and approval; eligible Premium-or-higher Unity Catalog workspace; Marketplace administrator; provider policies; native MCP discovery and bounded task. The access mode becomes immutable after saving a listing: do not silently choose instant or request access. No account, cloud spend or provider contract is created here.

The exact provider profile needs provider name, logo, organization description/website, business and support emails, terms and privacy links. Public partner applications and private-exchange setup are distinct. The four-series FX sample may be used for data-contract evaluation; it does not prove a native Delta Share.

## Evaluation assets

[Dataset factsheet](dataset-factsheet.md) · [80-row CSV sample](reference-fx-sample.csv) · [JSON sample](reference-fx-sample.json) · [Sample verification](sample-verification.json) · [Reference-FX review](sample-report-fx.md) · [Coverage and vintage review](sample-report-coverage.md).

A useful first evaluation is one dated note retained by an independent analyst. A second-day return and the analyst's assessment of usefulness are tracked separately from a successful request or an accepted listing.

## Official requirements checked

- https://docs.databricks.com/aws/en/marketplace/become-provider
- https://docs.databricks.com/aws/en/marketplace/create-listing