Skip to main content
Glama

plur_similarity_search

Read-onlyIdempotent

Search engrams by cosine similarity to deduplicate and classify content: scores above 0.9 indicate duplicates, 0.7-0.9 related, below 0.7 new.

Instructions

Search engrams by cosine similarity, returning scores. Used for dedup classification — scores > 0.9 indicate duplicates, 0.7-0.9 related, < 0.7 new.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMax results to return (default 20)
queryYesSearch query to find similar engrams
scopeNoFilter by scope (also includes global)
Behavior3/5

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

The annotations already declare the tool as read-only and idempotent. The description adds value by explaining the return scores and their interpretation, but this is a natural extension of the output, not additional behavioral traits beyond what annotations provide.

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 concise with two sentences, front-loading the purpose and usage. Every sentence contributes meaningful information without redundancy.

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

Completeness4/5

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

Given the low complexity and no output schema, the description adequately explains the return values and their interpretation. However, it could briefly mention the effects of the 'limit' and 'scope' parameters to be more complete.

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 coverage is 100% with each parameter described. The description does not add any parameter-specific semantics beyond the schema, which is acceptable given the high coverage. Baseline 3.

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 clearly states the tool searches engrams by cosine similarity and returns scores. It provides a specific use case (dedup classification) with score thresholds, effectively differentiating it from sibling tools like plur_recall.

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

Usage Guidelines4/5

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

The description explicitly states the tool is used for dedup classification and gives score thresholds, indicating when it is appropriate. However, it does not specify when not to use it or suggest alternatives among the many sibling tools.

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/plur-ai/plur'

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