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askuma

workflow-generator

analyze_workflow

Analyze any codebase to generate a structured JSON report of workflow components, concurrency primitives, capacity estimates, and ranked bottlenecks.

Instructions

Scan a project and return the workflow analysis as structured JSON (no file written). Returns: framework, workers, capacity estimates, detected components (LLM, storage, queues, external sources), concurrency primitives (semaphores, rate limits), and bottleneck ranking.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
project_dirNoAbsolute path to the project root.
Behavior3/5

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

No annotations are provided. The description indicates read-only behavior ('no file written') and lists return fields, but lacks details on permissions, side effects, or other behavioral traits.

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?

One sentence covering the main action and a bulleted list of returns. Front-loaded, efficient, no wasted words.

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 tool with one simple parameter and no output schema, the description is fairly complete: it explains the return value exactly. Could be enhanced by more explicit guidance on sibling tool differentiation.

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 coverage is 100% (the only parameter 'project_dir' is described in the schema as 'Absolute path to the project root.'). The description adds no additional meaning beyond the schema.

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

Purpose5/5

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

The description clearly states the verb 'Scan' and resource 'project', specifies output format 'structured JSON', and distinguishes from sibling 'generate_workflow' by noting no file is written.

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 implicitly suggests use for analysis vs. generation via 'no file written' and listing of analysis fields, but does not explicitly contrast with 'generate_workflow' or provide when-to-use/alternatives.

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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