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Open Creator Graph

Server Details

Look up digital Creators: accounts, follower counts, topics, location and AI-use terms.

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Status
Healthy
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL

TDQS

A4.1/5.0

Scored across 3 tools

Disambiguation4/5

Search, full record retrieval, and AI-consent lookup are mostly distinct, but get_ai_consent overlaps with get_creator_record because the full record also includes AI-use terms. An agent may hesitate over which tool to use when it only needs consent details.

Naming Consistency5/5

All three tools use consistent snake_case verb_noun naming: get_ai_consent, get_creator_record, search_creators. The pattern is predictable and readable.

Tool Count5/5

Three tools is well-scoped for a read-only creator-graph lookup server: search, retrieve a record, and retrieve consent terms. Each tool has a clear role and none feels redundant enough to remove.

Completeness4/5

The surface covers the core read workflows: finding creators, reading full records, and checking AI consent. Minor gaps exist around broader discovery, such as listing or filtering creators by topic/platform rather than only by name, handle, ID, or URL.

Available Tools

3 tools
get_creator_recordRead a Creator recordA
Read-onlyIdempotent
Inspect

Read one Creator's full public record as Markdown: their accounts on each platform with follower or subscriber counts (as ranges) and the date seen, content topics, location, languages, how long they have been active, and, where published, occupation, representation, website, credentials and notable work. Also their AI-use terms, claim state, sources and provenance. Every value carries a confidence label (Verified, Sourced, Stated): keep it with any value you repeat, and cite the record URL.

NameRequiredDescriptionDefault
sprk_idYesThe record's SPRK ID, e.g. SPRK-00000001. The number alone is accepted.

TDQS

A3.9/5.0
Behavior4/5

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

Annotations already cover read-only, idempotent, closed-world safety, so the description correctly spends its space elsewhere: it declares the return format (Markdown), the public-only scope, and a downstream obligation to preserve confidence labels and cite the record URL. It does not say what happens for an unknown or malformed ID, which is the remaining behavioral gap.

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?

Front-loaded with verb, resource and format in the opening clause; the long field enumeration is dense but every item is return-value information an agent cannot get elsewhere since there is no output schema. The second sentence on confidence labels and citation is a distinct, non-redundant instruction.

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 carries the return-shape burden and does so thoroughly, enumerating platforms, topics, location, languages, tenure, credentials, AI-use terms and provenance, plus the confidence-label scheme. Only failure behavior for an invalid or missing ID is unaddressed.

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 description coverage is 100%; the single sprk_id parameter is documented in the schema with its regex pattern and the note that the bare number is accepted. The description adds no syntax or format detail beyond that, so baseline 3 applies.

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?

Specific verb + resource: 'Read one Creator's full public record as Markdown', followed by an enumeration of exactly what fields come back. The singular 'one Creator' plus the required ID clearly separates it from the sibling search_creators, which returns multiple.

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

Usage Guidelines3/5

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

Usage is implied rather than stated: 'one Creator' signals a single-record lookup keyed on an ID, which an agent must already possess. There is no explicit instruction such as 'use search_creators first to obtain an sprk_id', and no exclusions or alternative routing named.

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

search_creatorsSearch Creator recordsA
Read-onlyIdempotent
Inspect

Find Creator records on the Open Creator Graph by name, handle, SPRK ID or profile URL. Returns each match's SPRK ID, name, handle, platforms, claim state and record URL. Use it before get_creator_record when you only know a name or handle.

NameRequiredDescriptionDefault
limitNo
queryYesName, handle or URL

TDQS

A4.4/5.0
Behavior4/5

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

Annotations already declare readOnly, idempotent and non-destructive, so the safety profile is covered; the description adds that this is a search against the Open Creator Graph and enumerates the returned fields. It omits result-set behavior such as empty-result handling and how limit affects paging.

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 short sentences: what it finds, what it returns, when to prefer it. Front-loaded and every clause earns its place.

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?

Because no output schema exists, listing the returned fields (SPRK ID, name, handle, platforms, claim state, record URL) is genuinely necessary and supplied. The only missing piece is guidance on the limit parameter and result ordering.

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?

With only 50% schema description coverage, the query param is well served: the description widens it beyond the schema's 'Name, handle or URL' by including SPRK ID. The limit parameter gets no explanation in the description and relies on the schema's default/min/max alone, so the gap is only partly compensated.

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?

States a specific verb ('Find') and resource ('Creator records') plus the exact lookup keys (name, handle, SPRK ID, profile URL). An agent can immediately distinguish this from the sibling get_creator_record.

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?

Explicitly says to use it *before* get_creator_record when only a name or handle is known, naming both the alternative and the condition that selects this tool. No inference required.

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

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 3 tool updates
    • First observedget_ai_consent
    • First observedget_creator_record
    • First observedsearch_creators

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