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Mallory

referenceObservables

Get the indicators of compromise (IOCs / observables — IPs, domains, URLs, file hashes, email addresses, etc.) that Mallory extracted and attributed from a specific reference (source document). This is the 'reference → IOCs' pivot: given a threat report, return the concrete indicators it contains, so you don't have to scrape them from the report text. Provide reference as a UUID, url_hash, or a pasted Mallory reference URL. If you only have the article's web URL, first resolve it to a reference with getReference (urlFilter mode).

Input Schema

NameRequiredDescriptionDefault
limitNoMaximum number of observables to return (max 500).
offsetNoNumber of observables to skip, for pagination.
referenceYesA reference UUID, url_hash, or a pasted Mallory reference URL (e.g. 'https://app.mallory.ai/references/{uuid}').

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.4/5.0
Behavior3/5

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

No annotations are provided, so the description carries the full burden. It discloses the data provenance ('Mallory extracted and attributed') and the practical benefit (no manual scraping), which is genuine behavioral context, but says nothing about permissions, rate limits, whether results are cached/stale, or what an empty result means. Adequate but not rich for an annotation-free tool.

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?

Three sentences, front-loaded with the verb/resource and the pivot concept, then the accepted input forms, then the fallback routing. Every sentence carries distinct information with no repetition of the name or title.

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

Completeness4/5

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

With no output schema, the description should signal what comes back; it does so conceptually by enumerating indicator types but not the actual result fields or envelope. Inputs, scoping, and the URL-resolution prerequisite are all covered, making it sufficient to call correctly though slightly thin on return shape.

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?

Schema coverage is 100%, so the baseline would be 3. The description nevertheless adds one non-obvious constraint absent from the schema: a plain article web URL is not an accepted value and must be resolved via getReference first, which prevents a common malformed call. It does not elaborate on limit/offset, but the schema already documents those fully.

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?

Names a specific verb (get) and resource (IOCs/observables) and states the exact scope: observables attributed to a single reference. The 'reference → IOCs pivot' framing, plus the enumerated indicator types (IPs, domains, URLs, hashes, emails), makes it immediately distinguishable from getObservable, listObservables, and getReference.

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

Usage Guidelines5/5

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

Gives the positive case (given a threat report, get its indicators without scraping text) and an explicit prerequisite path: if only a web URL is available, call getReference in urlFilter mode first. That names the alternative sibling and the condition that selects it, leaving nothing to inference.

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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