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azhang

qdrant-llamaindex-mcp-server

by azhang

qdrant-peek-collection

Preview sample points from a Qdrant collection to inspect data. Specify collection name and optional limit.

Instructions

Preview sample points from a collection.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
collection_nameYesThe name of the collection to peek
limitNoMaximum number of points to return
Behavior2/5

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

No annotations provided, so description must disclose behavioral traits. It only states the action but does not clarify read-only nature, data ordering (random vs first), or any side effects. Lack of safety disclosure is a significant gap.

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?

Single sentence, front-loaded with purpose. Efficient but sacrifices important details like usage and behavioral context. For a simple tool, it is adequately concise though incomplete.

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?

No output schema exists, so description should hint at return format or behavior. It does not explain what 'sample' means, how points are selected, or what fields are returned. Incomplete for agent decision-making.

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 baseline is 3. Description adds no additional parameter details beyond the schema, providing no extra value for parameter understanding.

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 'Preview sample points from a collection' uses a specific verb ('preview') and resource ('sample points'), clearly distinguishing it from siblings like 'qdrant-get-point' (specific point) and 'qdrant-scroll-points' (iterate all). No tautology or vagueness.

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

Usage Guidelines3/5

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

No explicit when/when-not or alternative tools mentioned. The name and description imply usage for quick inspection, but no guidance on when to prefer this over other retrieval tools like 'qdrant-find' or 'qdrant-scroll-points'.

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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