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generation_stats

Retrieve aggregate statistics from your local generation history: total generations, unique parameter combos, per-model-family counts, and most-used settings. Works without ComfyUI, requires past generations.

Instructions

Show statistics from this MCP server's local generation-history database (populated as you run workflows; not from ComfyUI itself): total generations, count of unique sampler/scheduler/steps/CFG combos, a per-model-family breakdown, and the most-reused settings. Read-only; works without a running ComfyUI. Returns empty stats until you have generated images. For concrete recommended settings rather than aggregate counts, use suggest_settings.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
model_familyNoOptional model-family key to scope stats to, e.g. 'sdxl', 'flux', 'qwen_image', 'illustrious'
Behavior5/5

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

With no annotations, the description fully discloses behavioral traits: read-only, works without ComfyUI, returns empty stats until generations. This provides sufficient transparency for safe usage.

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?

The description is concise (two sentences) and front-loaded with the core purpose. Every sentence adds value: first defines functionality, second provides usage guidance.

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

Completeness5/5

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

For a simple stats tool with one optional parameter and no output schema, the description adequately covers return values (list of stats), preconditions (needs generations), and independence from ComfyUI.

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% (single parameter 'model_family' fully described). The description does not add semantic value beyond the schema, so baseline score of 3 is appropriate.

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 tool's function: 'Show statistics from this MCP server's local generation-history database'. It lists specific statistics (total generations, unique combos, per-model-family breakdown, most-reused settings) and distinguishes itself from 'suggest_settings', which provides concrete recommendations.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description explicitly tells when to use this tool (for aggregate counts) and when not to (for concrete recommendations), directing users to 'suggest_settings' as an alternative. It also notes it works without ComfyUI and returns empty stats until generations exist.

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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