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get_working_memory

Retrieve working memory for a specific research session, or view the 20 most recent entries across all sessions.

Instructions

Retrieve working memory for a session, or the most recent entries if no session given.

Args:
    session_id: Pipeline session ID. Leave empty to get the 20 most recent entries
                across all sessions.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
session_idNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior4/5

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

With no annotations, the description carries the full burden. It discloses that leaving session_id empty retrieves the 20 most recent entries across all sessions. This is adequate for a read operation, though it does not mention auth or rate limits, which are not critical here.

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 extremely concise with two sentences and an argument clarification. No redundant information; every sentence is necessary and front-loaded.

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?

Given the tool's simplicity (one parameter, output schema exists), the description fully covers the purpose, parameter behavior, and the number of entries. It is complete for an agent to understand when and how to use it.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters5/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The schema has 0% description coverage, so the description must compensate. It does so by explaining the session_id parameter and the default behavior (empty returns 20 most recent entries). This adds clear meaning beyond the schema's bare parameter listing.

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 retrieves working memory for a session, or the most recent entries if no session is given. The verb 'Retrieve' and resource 'working memory' are specific, and it differentiates from sibling tools like add_memory_entry by focusing on retrieval.

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 explains when to use the tool (to get working memory) and the behavior when no session is given (returns 20 most recent entries). However, it does not explicitly mention when not to use it or suggest alternatives, though the context is clear enough for this simple retrieval tool.

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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