Single tool 'dynamic_cli_tools' has critical definition gaps. Input schema visible but severely underdeveloped: 'name' and 'arguments' params lack type specificity, format constraints, and validation guidance. Description is generic (48 chars) and does not explain WHEN to use this tool, what happens on error, or how 'arguments' structure is determined from the manifest. No output schema documented. No error handling guidance. Tool appears to execute arbitrary CLI commands, a high-risk operation with no safety constraints, permission gates, or audit trail hints in the definition. Schema is present but incomplete; description is below the 50-200 char LLM-optimized range.
Dynamically generated tools from CLI manifest - each tool in the manifest becomes an MCP tool that executes the underlying CLI binary with specified arguments
Tool name 'dynamic_cli_tools' is generic and does not start with an action verb. LLMs cannot infer intent from the name alone. Should be 'execute_cli_command' or 'run_manifest_tool' to clarify the action.
Description (48 chars) is too short and lacks critical context. Does not explain: WHEN to call this tool, what the 'arguments' object structure is, what happens on CLI failure, or how the manifest defines available tools. LLMs cannot determine tool selection without this.
Input parameter 'arguments' has type 'object' with no schema, no description of expected fields, no format constraints, and no validation rules. LLMs will guess at structure. Should document: 'A JSON object with tool-specific keys as defined in the manifest. Example keys: --flag, --option=value. Validate against manifest schema before execution.'
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | F | 27 | 2026-07-28+ | v2 |
No output schema documented. LLMs do not know what fields to expect from CLI execution (stdout, stderr, exit_code, combined output?). Cannot plan downstream tool calls or extract structured data.
Tool executes arbitrary CLI commands (WRITE risk) with no error handling guidance, permission gates, or audit trail hints in the definition. No mention of: retryability, destructive consequences, required permissions, or how to recover from failures. Agents cannot safely use this tool.