io.github.beepboop2025/financial-source-data
Seiche, LiquiLens and Undertow source data
Funding histories, bank filings and settlement data with source receipts, units and capture clocks.
alive probed 2026-10-05 · HTTP 200
8tools
1.4ktokens in Claude Opus 5.5
1.5ktokens in Claude Code
0.7 %of a 200k context window
713o200k_base estimate
586 msto initialize
354 msto list tools
- Endpoint
- https://api.seiche.info/api/v2/research-data/mcp (streamable-http)
- Host
- api.seiche.info
- Protocol
- 2025-11-25
- Reports itself as
- liquilens-research-data 1.2.0
- Capabilities
- tools
- Instructions
- 317 characters
- Claude count
- Claude Opus 5.5, measured 2026-10-05. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/beepboop2025/liquilens-mcp
- Website
- https://liquilens.in/agents/#source-data
- Registry
- active, updated 2026-09-26 · registry entry
- Reachable
- 6 of the last 6 probes
Most expensive tools
| Tool | Tokens (o200k) | Share of this server |
|---|---|---|
| research_observations | 125 | 18 % |
| research_series_summary | 116 | 16 % |
| research_tracked_institutions | 113 | 16 % |
| research_entities | 88 | 12 % |
| research_series | 85 | 12 % |
History
We add a row when the result changes. A server with no change keeps its last row.
| Probed | Result | Init | Tools | Claude | o200k |
|---|---|---|---|---|---|
| 2026-10-05 14:34 | alive | 586 ms | 8 | 1.4k | 713 |
| 2026-10-05 00:32 | alive | 457 ms | 8 | 713 | |
| 2026-10-04 10:03 | alive | 1.6 s | 8 | 713 | |
| 2026-10-04 07:57 | alive | 1.1 s | 8 | 713 | |
| 2026-10-03 20:37 | alive | 1.2 s | 8 | 713 | |
| 2026-10-03 17:53 | alive | 238 ms | 8 | 713 |
Badge and feed
[](https://mcpcost.ulehla.dev/s/io.github.beepboop2025/financial-source-data)
An entry for every probe that changed the result, the tool count or the token cost: Atom feed. Add it to a feed reader or a Slack RSS app to hear when the server stops answering or its tool set grows.