Skip to main content
Glama

cluster_results

Group search results into clusters by topic or source type to organize findings and identify patterns.

Instructions

Cluster search results by topic/source type

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultsYesArray of search result objects
num_clustersNoNumber of clusters (default: 5)
Behavior2/5

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

No annotations are provided, so the description must convey behavioral traits. However, it only states the high-level action without disclosing whether the tool mutates input, what algorithm is used, or any constraints like input size limits. This is insufficient for a clustering operation.

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 concise sentence that front-loads the purpose. It is efficient but could be slightly more descriptive without losing conciseness.

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?

Given the absence of an output schema and annotations, the description should explain the output format (e.g., what the clusters look like) and any side effects. It fails to do so, leaving significant gaps for a clustering tool.

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?

The input schema has 100% description coverage, explaining both parameters ('results' and 'num_clusters'). The tool description adds no additional meaning beyond the schema, so the baseline of 3 is appropriate.

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 'Cluster search results by topic/source type' clearly states the tool's action (cluster) and the resource (search results) with specific criteria (by topic/source type). It distinguishes from sibling tools like 'deduplicate_results' which has a different purpose.

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?

The description implies usage when grouping results by topic/source type is desired, but it does not provide explicit guidance on when to use this tool versus alternatives, nor does it mention prerequisites or conditions.

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

Install Server

Other Tools

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/davidgut1982/lore-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server