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LiquiLens — the Failure Radar

Latest evidence-led article

latest_article
Read-onlyIdempotent

Read today's exact full-text LiquiLens editorial: current institution-risk analysis when the evidence moved, or a labelled historical replay when it did not. Returns the canonical headline, dek, Markdown, evidence clock and passing publication receipt; quote it without regenerating facts.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.7/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already mark readOnlyHint and idempotentHint true, and the description adds meaningful behavioral details: the tool returns the exact full-text, labels historical replays, and provides an evidence clock and passing publication receipt. It also tells the agent it can quote the article without regenerating facts, which is useful operational guidance beyond the annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two tightly packed sentences with no filler. The action and resource are front-loaded, and every clause adds value: current vs replay behavior, return contents, and usage guidance for quoting.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a zero-parameter read-only tool with no output schema, the description is complete: it explains what is returned, when a historical replay occurs, and how the result should be used. An agent has all necessary context to call and interpret the tool correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The tool has zero parameters, so there is no parameter semantics to document. The description compensates by enumerating the return contents (headline, dek, Markdown, evidence clock, receipt), which gives the agent a clear picture of what invoking the tool will produce.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description states a specific verb ('Read') and resource ('today's exact full-text LiquiLens editorial'), and differentiates between current analysis and labelled historical replay. It clearly distinguishes this tool from the sibling evidence and board tools by focusing on the canonical editorial artifact.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description implies when to use it: to read the current editorial or a historical replay depending on whether the evidence moved. It does not explicitly name alternative tools or exclusion conditions, but the context is clear enough for an agent to select this tool over the sibling analysis reports.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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