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mnemexa

Mnemexa MCP

Official
by mnemexa

brain.recall

Search and retrieve relevant memories from Mnemexa to answer questions about user preferences, past decisions, project context, and prior conversations.

Instructions

Search and retrieve relevant memories from Mnemexa. Use before answering questions about user preferences, past decisions, project context, business facts, or prior conversations. Returns the most relevant stored memory context.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryYesThe search query (max 2,000 characters)
top_kNoNumber of results to return (default: 5, max: 20)
Behavior3/5

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

No annotations provided, so description carries full burden. States 'Returns the most relevant stored memory context' but does not disclose read-only nature, authorization needs, or side effects. Adequate but not detailed.

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 sentences, no wasted words. Front-loaded with action and clearly states purpose and usage context.

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 simple tool (2 params, no output schema), description covers purpose and usage. Could mention read-only behavior, but overall sufficient for selection and invocation.

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% as both parameters have descriptions. Description adds no additional meaning beyond the schema (e.g., query max length and top_k default are already in schema). Baseline score of 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?

Description states 'Search and retrieve relevant memories from Mnemexa' with specific verb and resource. It distinguishes from sibling 'brain.remember' by implying this tool is for retrieval versus storage.

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 advises use 'before answering questions about user preferences, past decisions, project context, business facts, or prior conversations.' Provides clear context but lacks explicit when-not-to-use.

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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