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LocalREPL MCP Server

LocalREPL MCP Server

by angrysky56
OverviewSchemaSourceRelated ServersDiscussionsAdmin
Python
Local

initialize_modular_empowerment

Initialize the Modular Empowerment Framework in a specified REPL to enable its features and prepare for use.

Instructions

Initialize the Modular Empowerment Framework in a specific REPL.

Args:
    repl_id: ID of the REPL to initialize in

Returns:
    str: Result of the initialization

Tool call template

Replace each placeholder with a value matching the input schema. Only required parameters are included; add optional parameters as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "repl_id": "<repl_id>"
    },
    "name": "initialize_modular_empowerment"
  }
}

Input Schema

NameRequiredDescriptionDefault
repl_idYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.1.0

TDQS

C2.9/5.0
Behavior2/5

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

No annotations are provided, so the description must cover behavior. It mentions 'Initialize' but does not disclose potential side effects (e.g., whether it modifies existing state or is safe to call multiple times), auth requirements, or error conditions.

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

Conciseness4/5

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

The description is very short and front-loaded with the main purpose. However, the Args/Returns struct is unnecessary for a single-parameter tool and adds marginal value.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The description covers the basic functionality but lacks details on the return value (only says 'Result of the initialization') and does not explain what initialization entails. With no output schema, more context would be helpful.

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?

With 0% schema coverage, the description adds meaning for the lone parameter 'repl_id' by stating it is the 'ID of the REPL to initialize in'. This clarifies the parameter's purpose but does not provide format or validation details.

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 verb 'Initialize' and the resource 'Modular Empowerment Framework in a specific REPL'. It distinguishes from sibling tools which are mostly REPL management and shell operations, though 'Modular Empowerment Framework' is somewhat vague.

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 versus alternatives (e.g., other initialization or setup tools). No when-not or prerequisite conditions are provided.

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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