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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

A4/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, idempotentHint, and destructiveHint. The description adds useful context about the default/max window (already in schema) and importantly explains that zero plays on a new feed is normal due to indexing delays, setting expectations for results. 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.

Conciseness5/5

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

Three concise sentences, each adding value: the core functionality, the use cases, and a caveat about new feeds. No filler, front-loaded with the main purpose.

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 read-only stats tool, the description explains the main output (plays and episodes) and covers an edge case (zero plays). It lacks detail on response format, sorting, or pagination, but given the simplicity and good annotations/schema, it 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?

The schema documents token and tenant_slug with descriptions, and days has a default/min/max. The description mentions the window defaults but does not add substantive meaning beyond the schema—e.g., it doesn't explain how days affects aggregation or return format. With 67% schema coverage, the description could have compensated more but doesn't.

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 clearly states the tool returns plays over a configurable window and the episodes that drive them. It also frames the tool as answering specific questions ('how did last month go', 'which episode is working'). However, it does not explicitly mention how it differs from sibling tools like publisher_episodes or publisher_status.

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 provides clear use cases, such as evaluating monthly performance and episode effectiveness, plus a practical note that zero plays is normal for new feeds. It does not explicitly state when to avoid this tool or suggest alternatives, so it lacks explicit exclusion/alternative guidance.

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

A3.8/5.0
Disambiguation5/5

Every tool has a clearly distinct purpose, with detailed descriptions that prevent ambiguity. Even similar tools like search_articles, search_declassified, and search_unified target different corpora, and the publisher tools are well-separated. No overlap that would confuse an agent.

Naming Consistency5/5

All tool names follow a consistent verb_noun pattern with snake_case, using clear prefixes like get_, search_, subscribe_, publisher_, fm_, digest_, etc. The naming is predictable and systematic, making it easy for an agent to infer functionality.

Tool Count4/5

At 37 tools, the count is higher than the typical 3-15 range for a coherent set, but the server covers a wide domain (content retrieval, podcast management, fund manager book, embedder network, etc.). Each tool earns its place, though the set could be slightly reduced by merging some rare-use tools.

Completeness4/5

The tool surface is comprehensive for the server's purpose—search, audio, subscriptions, publisher workflows, and special features like the Divergence Index. Minor gaps exist (e.g., no explicit unsubscribe tool, no article update/delete), but they are not critical for core workflows.