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My listening stats

publisher_stats
Read-onlyIdempotent

Plays over a window (default 30 days, max 365) plus the episodes driving them. Answers 'how did last month go' and 'which episode is working'. Zero plays on a new feed is normal — directories take days to index a fresh RSS URL.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
daysNo
tokenYesYour publisher access token — the same one the dashboard uses. Rotatable at POST /v1/publisher/{slug}/access-token/rotate.
tenant_slugYesYour publisher slug on storyflo.

TDQS

A3.9/5.0
Behavior4/5

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

Annotations already mark the tool as read-only, idempotent, and non-destructive. The description adds useful behavioral context beyond that: the default/max window, the inclusion of driving episodes, and the normal expectation of zero plays for newly indexed feeds. No contradiction with annotations.

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

Conciseness4/5

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

The description is only three sentences, front-loaded with the core behavior, then usage context, then a caveat. Each sentence earns its place. The first sentence is slightly ambiguous ('Plays over a window...') but overall it is concise and well-structured.

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?

With no output schema, the description should convey return semantics, and it does: plays over a window plus episodes. It also provides default/max values and a real-world caveat. The main gap is a more explicit return shape or field list, but for a read-only stats tool the description is reasonably complete.

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 descriptions cover tenant_slug and token, while the days parameter lacks a description. The tool description helps by explaining the window default and maximum, which maps to days. This partially compensates for the missing schema description but does not add detail about token or slug.

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

Purpose4/5

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

The description conveys that the tool returns play counts over a configurable window (default 30 days, max 365) plus the episodes driving those plays. It lacks an explicit imperative verb like 'retrieves' or 'lists,' but the meaning is clear from the title and description, and it is distinct from sibling tools.

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 explicitly states what questions the tool answers ('how did last month go' and 'which episode is working') and provides a practical caveat about zero plays on new feeds. It does not name alternative tools or exclusions, but the usage context is clear.

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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TDQS

A3.6/5.0
Disambiguation4/5

Most tools have distinct purposes, but there is overlap between `get_my_private_feed`, `subscribe_topic`, and `list_subscriptions`—all return or manage feed URLs, which could confuse an agent. Otherwise, categories like publisher, fund manager, and search tools are clearly separated.

Naming Consistency5/5

All tools use consistent snake_case with a verb_noun pattern (e.g., `get_article`, `search_articles`, `publisher_upload_audio`). Exceptions like `digest` are single-word verbs but still fit the pattern. No mixed conventions are present.

Tool Count2/5

With 37 tools, the server exceeds the 25-tool threshold considered 'too many' by the rubric. While the broad scope (news, podcasting, publishing, fund management, embedding) justifies a large surface, the count still adds cognitive load and would benefit from splitting into separate servers.

Completeness4/5

The tool set covers the major domains: search, retrieval, subscriptions, publishing, fund manager operations, and embedder network. Minor gaps exist, such as the absence of an unsubscribe or delete-episode tool, but the core workflows are well-supported and agents can accomplish most tasks.

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