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Milindu-Weerawarna

MLNops

tech_stack_detect

Identify the technology stack of a website by detecting web server, frameworks, CMS, CDN, analytics, and security headers.

Instructions

Detect technology stack of a website. Identifies web server, frameworks, CMS, CDN, analytics, and security headers.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
domainYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior2/5

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

With no annotations provided, the description must fully explain behavior. It only lists what is identified but omits any behavioral traits such as how the detection works (e.g., one page vs full crawl), performance implications, or rate limits.

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 two short sentences, front-loaded with the main purpose, with no redundant information. Every sentence adds value.

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?

The description lists identifiable items but does not mention the return format or structure. Given that an output schema exists, the description could be more complete, but it is adequate for a tool with one parameter.

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

Parameters2/5

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

Schema coverage is 0%, so the description must compensate. It references 'domain' but adds no format details (e.g., protocol, handling of subdomains) beyond the schema's type. The parameter remains under-documented.

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

Purpose4/5

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

The description clearly states it detects the technology stack of a website and lists specific elements (web server, frameworks, CMS, CDN, analytics, security headers). However, it does not differentiate from sibling tools like 'headers_analyzer' which may overlap in security headers detection.

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?

No guidance is provided on when to use this tool versus alternatives. It only implicitly suggests use by describing the capability, but does not specify limited contexts or exclusions.

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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