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gamaze-labs

Hicortex - AI Fleet Memory

Official

hicortex_recent

Retrieve recent project memories to catch up on the latest state before starting work. Filter by project name for targeted context, reducing the need to ask users for updates.

Instructions

Get recent memories, optionally filtered by project. CALL THIS AT THE START of substantive work on a project to catch up on its latest state — cheaper than asking the user what happened.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMax results (default: the server default)
projectNoFilter by project name

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changedv0.21.0
    • changedInput schema / properties / limit / description
      Previous value: -"Max results (default: server config recentLimit)"New value: +"Max results (default: the server default)"
  2. First observedv0.20.7

TDQS

A3.8/5.0
Behavior3/5

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

With no annotations, the description carries the behavioral disclosure burden. It signals a read-style operation through 'Get' and adds a cost trait ('cheaper'), but it does not explicitly state non-mutating behavior, ordering, or response characteristics. This is adequate but not rich.

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 short sentences with the core function front-loaded and the usage note placed immediately after. Every word earns its place with no 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?

For a simple read tool with two optional params, the description plus schema is sufficient for an agent to call it correctly. It lacks a precise definition of 'recent' or output shape, but neither is essential for 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%, so the schema already documents both parameters. The description adds the idea of recency and project filtering but does not add meaning beyond that, matching the baseline for fully covered parameters.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the action ('Get recent memories') and the optional project filter, so an agent can tell what the tool operates on. It does not explicitly contrast with siblings like hicortex_search or hicortex_get, so full differentiation is left to inference.

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 gives explicit usage context: call at the start of substantive project work to catch up on latest state, and it is cheaper than asking the user. It does not mention when not to use it or point to alternatives, so it stops short of a 5.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.