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christophejlegros-lgtm

ASTRA — Unified Research Lab + MCP Server

wm_plan

Plan optimal spike injection sequences using CEM to meet target firing rates per layer and ACM composite score. Define goal state and planning horizon.

Instructions

CEM Planning for Optimal Spike Injection

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
goalYesTarget state to plan towards
horizonNoPlanning horizon (steps)
Behavior2/5

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

With no annotations, the description must disclose behavioral traits. It does not mention whether the tool is read-only or modifies state, nor does it explain side effects or requirements. The term 'CEM' is unexplained.

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?

The description is very short and front-loaded, but it is too brief to convey necessary information. It is not verbose, but it sacrifices clarity for brevity.

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?

The description does not explain what the tool returns or how the output should be interpreted. Given the lack of an output schema and the complexity of planning, this omission leaves a significant gap for an agent.

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?

The input schema already provides descriptions for all parameters (100% coverage), and the description adds no additional meaning or context about how parameters are used or constrained beyond what the schema offers.

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

Purpose3/5

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

The description 'CEM Planning for Optimal Spike Injection' indicates the tool is for planning spike injection using CEM, but it does not explicitly state the action (e.g., generate vs. execute) or clearly distinguish it from related tools like inject_spikes or wm_predict.

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 is provided on when to use this tool versus alternatives such as wm_predict or wm_train_step. The description lacks context on prerequisites, typical use cases, or when planning is appropriate.

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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