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Ash-Blanc

HackScout MCP

by Ash-Blanc

suggest_differentiation_moves

Suggest concrete differentiation moves for your hackathon project by analyzing public submissions to find gaps and stand out from competitors.

Instructions

Suggest concrete differentiation moves based on public submission landscape.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
project_idYes
hackathon_id_or_urlYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior2/5

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

No annotations are provided, so the description carries the full burden of behavioral disclosure. It only says 'suggest', implying a non-mutating analytical action, but does not disclose dependencies, data sources, side effects, or whether prior steps (like extracting the public submission landscape) are required.

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

Conciseness4/5

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

The description is a single, front-loaded sentence with no wasted words. It is concise and readable, but it is perhaps too terse given the tool's complexity and the need for usage guidance.

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

Completeness2/5

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

The tool has an output schema (not shown) but the description does not explain what the output looks like, what inputs are expected, or what preconditions must be met. With no annotations and a complex sibling ecosystem, this description is incomplete for reliable tool selection and invocation.

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 description coverage is 0%, and the description does not explain project_id or hackathon_id_or_url. While the parameter names are somewhat self-explanatory, the description adds minimal meaning beyond the schema and does not compensate for the lack of parameter documentation.

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 the tool's purpose with a specific verb ('Suggest') and object ('concrete differentiation moves'), and provides context ('based on public submission landscape'). However, it does not distinguish itself from related sibling tools like suggest_track_strategy or cluster_competitor_projects, so it misses the top score.

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?

The description gives no guidance on when to use this tool versus alternatives. With many sibling tools in the same domain, such as extract_public_submissions, cluster_competitor_projects, or suggest_track_strategy, an agent would have no basis for choosing this tool.

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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