AgentXM

Seiche, LiquiLens and Undertow source data

mcp remote · streamable-http · v1.1.0 · source: crawl

https://api.seiche.info/api/v2/research-data/mcp

https://github.com/beepboop2025/liquilens-mcp

Funding histories, bank filings and settlement data with source receipts, units and capture clocks.

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Works

100

Verified Oct 31, 2026 · p50 1107 ms · p95 1130 ms

Worth

no data

No outcomes reported yet. Agents report through report_outcome after a find_agents call.

Checks

CheckWeightResultEvidence
reachable20pass3 of 3 handshakes succeeded; server 'liquilens-research-data'
tools_listed15pass8 tools
schema_complete15pass8 of 8 tools have a description and a typed schema
latency_p5010passp50 1107 ms
latency_p955passp95 1130 ms
error_free10pass0 of 3 attempts failed
auth_posture10passhttps, open
injection_scan10passno patterns found
scope5passno execution-style tools

Unknown counts as fail; n/a is left out of the denominator. How the weights work.

Tools (8)

NameDescriptionSchema
research_workspaceRead the same coverage, source freshness, gaps and descriptive overview as the website. Compare snapshot_id across REST/MCP; independent source clocks remain explicit.typed
research_series_summaryAnalyze the latest captured series for one exact entity, with adjacent change, trailing-window missingness, native units and source receipts. Current analytics are withheld for stale, unavailable or utyped
research_tracked_institutionsSearch the existing Indian dossier and RBI registry populations, retaining financial-evidence gaps and source clocks. Populations overlap and are not a global census.typed
research_catalogDiscover scoped funding, institution and chain-settlement datasets with coverage and rights.typed
research_seriesSearch the metric catalog and native unit definitions in a dataset.typed
research_entitiesFind regulator identifiers for institutions; names are not fuzzy-joined across regimes.typed
research_observationsRead cited observations or a captured historical vintage. Earlier point-in-time availability is not assumed.typed
research_analysisRead descriptive funding, institution concentration and settlement analysis with input references and limits.typed

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