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jagoff

MEMO MCP Server

by jagoff

memo_embed_batch

Read-onlyIdempotent

Embed document strings for diagnostics or external indexing using the same model MEMO uses internally. Accepts a list of texts and returns their vector embeddings.

Instructions

Embed one or more document strings with memo's document embedder.

Read-only. Use for diagnostics or external indexing when you need document vectors from the same model memo uses internally. Pass a list of strings; an empty list returns no vectors without error.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
textsYesDocument strings to embed on the document side (raw, no query instruction prefix); an empty list returns no vectors.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior5/5

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

Adds context beyond annotations: confirms read-only, explains empty list returns no vectors without error, and notes it uses the same internal embedder. No contradictions with annotations.

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?

Two concise sentences (plus one clarifying) that are front-loaded. Every sentence adds value without redundancy.

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

Completeness5/5

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

For a simple one-parameter tool with output schema, the description covers purpose, usage context, behavior, and parameter semantics adequately.

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 detailed description of the 'texts' parameter. The description adds no significant new information beyond what the schema provides.

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?

Clearly states action (embed), resource (document strings), and context (same embedder model as memo). Implicitly distinguishes from query embedding sibling by mentioning document strings.

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?

Explicitly says when to use: for diagnostics or external indexing when document vectors are needed. Does not specify when not to use or alternatives, but context is clear.

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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