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Glama

packet_ja3_fingerprints

Extract and aggregate JA3, JA3S, and JA4 TLS fingerprints from PCAPs to correlate hashes against known C2 frameworks and automation tools.

Instructions

Extracts and aggregates JA3, JA3S, and JA4 TLS client fingerprints across the capture. Correlates hashes against known C2 frameworks (Cobalt Strike, Metasploit, Sliver) and automation tools.

Input Schema

NameRequiredDescriptionDefault
inputNoBase64-encoded PCAP/PCAPng file bytes (max 10MB).
limitNoMaximum unique fingerprints to return.
filePathNoAbsolute path to a PCAP/PCAPng file on disk (local stdio only).

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv2.0.1

TDQS

A3.5/5.0
Behavior3/5

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

With no annotations the description carries the full burden, and it does disclose a real behavioral trait: output is enriched with correlations against known C2 frameworks and automation tools. However it says nothing about which input form is required (input vs filePath), capture size or performance limits, or the shape/reliability of the correlation results.

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 sentences, no filler, and the core extraction capability is front-loaded ahead of the enrichment detail. Every clause earns its place.

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

Completeness3/5

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

For a three-parameter forensic tool with no annotations and no output schema, the description covers what is produced (fingerprints plus C2 correlation matches) but omits which of the two input parameters is expected and any indication of result structure. Adequate but visibly short of what the tool's complexity warrants.

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

Parameters3/5

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

Schema description coverage is 100%, so the schema already documents input, filePath and the limit/default/maximum constraints. The description adds no parameter-level semantics such as format expectations or how limit interacts with aggregation, so the baseline 3 applies.

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 names a precise verb pair (extracts and aggregates) and a precise resource (JA3, JA3S and JA4 TLS client fingerprints), then adds the C2-correlation step. An agent can immediately distinguish this from packet_extract_tls_sni, which deals in SNI names rather than fingerprint hashes.

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

Usage Guidelines2/5

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

It never states when to reach for this tool versus siblings such as packet_extract_tls_sni or packet_detect_beacons, nor any prerequisite or exclusion. Usage is only inferable from the threat-hunting framing of the second sentence.

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