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geoffbelknap

LimaCharlie MCP

by geoffbelknap

lc_get_ai_memory_record

Retrieve the full AI memory record for an agent, enabling analysis of past decisions and interactions.

Instructions

Fetch the full ai_memory record for an agent.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
oidYes
agentYes
partition_keyNo
Behavior2/5

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

No annotations provided, so description must fully disclose behavioral traits. It only states 'fetch' but lacks details on side effects, auth needed, rate limits, or whether it modifies state. It does not add beyond the schema.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Single sentence with 9 words is concise and front-loads purpose, but is too brief to convey necessary details. It is under-specified rather than efficiently complete.

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?

With 3 parameters, no output schema, and no annotations, the description does not explain what a 'full ai_memory record' contains, how parameters relate, or what the return value looks like. Incomplete.

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

Parameters1/5

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

Schema coverage 0% and description adds no meaning beyond schema. Parameters 'oid', 'agent', 'partition_key' are unexplained. The description fails to clarify their roles or expected formats.

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 uses specific verb 'Fetch' and resource 'full ai_memory record for an agent', clearly distinguishing from listing or partial retrieval tools like lc_list_ai_memory_records or lc_get_ai_memory.

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

Usage Guidelines2/5

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

No guidance on when to use this tool vs alternatives, no prerequisites, no exclusions. The description does not help an agent decide between this and sibling tools.

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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