Skip to main content
Glama

sanhao-global-experts

flow-gen-tool

A production-ready flow gen tool system for marketing and operations leaders. Get a structured, repeatable workflow you can run today - delivered as a copy-paste prompt pack with examples.

Input Schema

NameRequiredDescriptionDefault
queryNoOptional user query to scope the analysis.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.8/5.0
Behavior3/5

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

No annotations exist, so the description carries the full burden. It does disclose the key behavioral trait — the output is a copy-paste prompt pack with examples, not an executed flow — which is genuinely useful. It says nothing about determinism, whether the query is required for a meaningful result, latency, or limits, so the operational profile stays opaque.

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

Conciseness3/5

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

Two sentences, front-loaded with the outcome, which is good. But "production-ready," "you can run today," and "flow gen tool system" are marketing filler that consume space which could have gone toward differentiating this tool from its siblings.

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?

For a single-optional-parameter generator with no output schema and no annotations, the description covers the deliverable format but leaves the return structure, the effect of omitting the query, and the position in the flow-* family unaddressed. Adequate to attempt a call, incomplete for calling it correctly.

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% on the single optional `query` parameter, so the baseline of 3 applies. The description adds no meaning beyond the schema — it never hints at what a scoping query should contain or what happens when it is omitted, which matters for a tool where the only parameter is optional.

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

Purpose3/5

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

The description restates the name ("flow gen tool system") and then clarifies the deliverable as "a structured, repeatable workflow... delivered as a copy-paste prompt pack with examples." That output form is concrete, but the core resource ("flow") is never defined, and with nine sibling tools sharing the flow- prefix (flow-tpl-tool, flow-write-tool, flow-check-tool, etc.) the agent gets no basis for telling gen apart from tpl or write.

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?

The only usage framing is the audience ("marketing and operations leaders") and a vague benefit ("you can run today"). There is no statement of when to pick this over flow-tpl-tool or flow-write-tool, no prerequisites, and no exclusions, despite a crowded sibling set that makes routing the primary decision an agent must make.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.