# LiquiLens — the Failure Radar (io.github.beepboop2025/liquilens): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.beepboop2025%2Fliquilens/versions/latest)
- Connected to: https://api.liquilens.in/mcp
- Homepage: https://liquilens.in/agents/
- Repository: https://github.com/beepboop2025/liquilens-mcp
- Scoring rules: v2
- Tools: 24
- Average: 48.2 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how LiquiLens — the Failure Radar (io.github.beepboop2025/liquilens)'s tool descriptions scored, the issues found and the names of its tools and parameters. The descriptions are the server's own: read them where the copy came from.

Forecall asked the URL this server lists in the official MCP Registry for its tools/list once, on the date above, without calling any tool. The server may have changed since.

## Across the server

- Minor: The server's instructions are 3825 characters. Claude Code reads only the first 2,048 by default (Codex 0.154.0 reads them whole). Put what the server is for first.

## Tools

- `institution_evidence_monitor`: 31 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: slug, as_of, include_history, slugs.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument include_history is unclear.
  - Minor: Says nothing about what it returns.
- `institution_research_coverage`: 31 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: scope, q, limit, offset.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `bank_npa_reconciliation`: 34 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: statement, statement.period_start, statement.period_end, statement.amount_unit, statement.opening_gnpa, statement.additions, statement.closing_gnpa, statement.rounding_decimals, statement.complete, statement.reductions, statement.reductions[].kind, statement.reductions[].amount.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument statement.complete is unclear.
  - Minor: Says nothing about what it returns.
- `banking_specialisation_coverage`: 36 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: sector.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `stablecoin_rails_board`: 36 / 100
  - Major: Arguments without a description: offset, limit.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `research_network`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: topic, offset, limit.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `bank_asset_quality_review`: 44 / 100
  - Major: Arguments without a description: slug, include_history.
  - Minor: String arguments with no constraint or example: slug.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument include_history is unclear.
  - Minor: Says nothing about what it returns.
- `institution_review_packet`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `evidence_europe`: 46 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `evidence_markets`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `evidence_us`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `household_credit_board`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `universe_search`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `crypto_regime_board`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `corporate_transmission_board`: 54 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `verify_published_record`: 56 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `crypto_exposure_board`: 57 / 100
  - Minor: Says nothing about what it returns.
- `evidence_institution`: 57 / 100
  - Minor: Says nothing about what it returns.
- `failure_radar_board`: 57 / 100
  - Minor: Says nothing about what it returns.
- `failure_radar_institution`: 57 / 100
  - Minor: Says nothing about what it returns.
- `forward_odds`: 57 / 100
  - Minor: Says nothing about what it returns.
- `latest_article`: 57 / 100
  - Minor: Says nothing about what it returns.
- `rbi_supervisory_tape`: 57 / 100
  - Minor: Says nothing about what it returns.
- `evidence_india`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.

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