A control plane for managing, versioning, and executing dynamic tools with support for multiple environments (prod/test), tool versioning, execution tracking, and runtime configuration
ToolFlow defines 7 utility tools with complete JSON schemas and basic descriptions. All tools have proper input schemas with typed parameters and enums where appropriate (math_calc, json_helper, time_tools, random_tools, regex_helper). Descriptions are present but generic (avg ~40 chars, below the 194-char baseline). Tool names lack action verbs (double, echo, math_calc are not verb_noun format). No output schemas documented. No error handling guidance. No tool annotations (readOnlyHint, destructiveHint). Parameter descriptions are minimal. This is a functional but unpolished implementation typical of community tools.
Doubles the provided number
Echo back the message
Parse, pretty-print, and inspect JSON
Evaluate common math operations
Random sampling, choice, and number generation
Regex find, search, and replace operations
Common time formatting and parsing utilities
Tool names lack action verbs. 'double', 'echo', 'math_calc' do not follow verb_noun convention. LLMs infer intent from names, 'calculate_sqrt' or 'perform_math_operation' would be clearer.
Descriptions are generic and under 50 characters for most tools. Baseline is 194 chars. Descriptions lack WHEN to use, WHAT it returns, and any prerequisites. E.g., 'Doubles the provided number' does not explain when an LLM should call this vs alternatives.
No output schemas documented. LLMs cannot plan downstream calls or extract fields without knowing return structure. E.g., does math_calc return {result: number} or {value: number, operation: string}?
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | D | 53 | 2026-07-28+ | v2 |
No tool annotations (readOnlyHint, destructiveHint, idempotentHint). All tools are marked READ_ONLY in metadata but this is not exposed in MCP tool definitions. Agents cannot distinguish safe vs risky operations.
Parameter descriptions are minimal or absent. E.g., 'mode' in json_helper has description 'Output mode' but does not explain what 'pretty', 'minify', 'keys' do or when to use each. Baseline is 72 chars per param.