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malware_get_frameworks

Read-onlyIdempotent

Get Lenny Zeltser's Malware frameworks (primary frameworks the brief structurally derives from) plus optional sibling frames (adjacent frameworks that aren't the structural backbone). Pass include_siblings: false to skip sibling blocks. This server never requests your sample, analysis notes, or indicators and instructs your AI to keep them local—guidelines and the report template flow to your AI for local analysis.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
include_siblingsNoInclude the siblingFrames block (adjacent frameworks with whyOmitted notes) and the siblingArtifacts block (related templates) in the response. Default: true.

TDQS

A4.5/5.0
Behavior4/5

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

Annotations already cover read-only, idempotent, and non-destructive behavior. The description adds meaningful context about privacy: the server never requests the user's sample/analysis and instructs keeping them local, which is beyond annotations. It also clarifies the output structure (primary frameworks plus optional sibling frames). No contradiction with 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?

The description is compact, with the purpose front-loaded in the first sentence. The second sentence covers parameter usage, and the third adds privacy guidance—each sentence serves a distinct purpose without redundancy. It balances brevity with necessary details.

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 simple one-parameter read tool with no output schema, the description adequately explains what is returned (primary and optional sibling frameworks), how to control siblings, and data-handling expectations. It also ties the tool to the brief generation workflow, making its role clear despite not detailing the exact response structure.

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 already documents include_siblings with full coverage. The description adds practical meaning by explaining the effect of setting it to false ('skip sibling blocks') and by describing what sibling frames are (adjacent frameworks with whyOmitted notes). This goes beyond the schema's basic boolean description.

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 clearly states it retrieves Lenny Zeltser's Malware frameworks, explicitly distinguishing primary frameworks from optional sibling frames. It names the specific resource and verb (get), and the mention of 'primary frameworks the brief structurally derives from' differentiates it from domain-specific sibling tools like assessment_get_frameworks or cti_get_frameworks.

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?

Provides clear context that this is for malware briefs and explains how to control sibling inclusion with the include_siblings parameter. It also notes that the server never requests samples or indicators, guiding the AI on privacy handling. However, it doesn't explicitly state alternatives or when not to use this tool versus other framework tools.

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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TDQS

A4/5.0
Disambiguation4/5

Each tool has a distinct domain prefix (assessment, cti, ir, malware, vuln, product) that makes its purpose clear, and overlapping tools like get_template and get_brief_template are explicitly described as standalone variants. However, the large number of similarly structured tools (get_guidelines, load_context, get_frameworks) across six domains could still cause an agent to reach for the wrong domain's tool without close attention.

Naming Consistency5/5

Tool names follow a highly consistent snake_case pattern: domain_get_* (e.g., ir_get_template, cti_get_guidelines), domain_load_context, domain_review_report, and domain_get_cross_server_routes. The few exceptions like product_compare_context and search_zeltser still match the general verb-first or domain-first style, so the overall naming scheme is predictable and readable.

Tool Count2/5

With 53 tools, the server is far too large for its stated purpose of 'website search.' The vast majority of tools are not about search but rather about writing guidelines, templates, and scoring rubrics for multiple report domains (assessment, CTI, IR, malware, vuln, product) plus an AI defense matrix. The count is inflated by repeating the same set of ~7 tools for six different domains, making it feel bloated and hard to navigate.

Completeness4/5

For the broad coaching/report-writing scope, coverage is thorough: every domain has a template, guidelines, context loader, review criteria, and frameworks, plus generic writing guidance and rating tools. The actual search capability is minimal (search_zeltser, get_article, get_index_info) but adequate for the core task; a notable gap is the lack of a tool to list or browse all articles, which would make discovery easier.

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