Agent Discoverability

topic-scorer

Score a page or draft against 11,485 public taxonomy categories. Free, with no key.

View in the Claude registry
Integration details

Description

topic-scorer ranks your text against 11,485 categories in six public taxonomies: Google Ads Topics, Google Merchant, IAB Content, IAB Audience, IAB Ad Product, and LinkedIn Industries. It returns your target category's rank, the gap to #1, and a phrase bank split into used and unused phrases. It measures topical alignment and doesn't predict search rankings. It's free and needs no account. It allows 50 calls per caller and 1,000 in total per UTC day. Calls from Claude share the 1,000 total.

Integration type
Connector
Verification status
Community connector
Platform
Claude
Category
Marketing

The broad Category that contains the Primary Subcategory.

Primary Subcategory
AI Output Verification & Grounding

The Primary Subcategory used for this profile’s headline score.

Secondary Subcategories
None listed

Other Subcategories where the Integration is listed.

Access
No account required
First tracked
2026-11-02
Tool count
5
Market
US
Agent DiscoverabilityClaude Discoverability Score

Claude Connector discovery is coming soon

Community Connectors only appear in Claude’s registry.Once verified, organic discovery begins and we can calculate your score.Read more about Community Connector verification.

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What discovery looks like

Claude showing a list of relevant Connectors in a conversation

Claude can surface verified Connectors when they match a user’s Prompt.

Primary Subcategory
0 scoredVerified connectors by score · Community connectors A–Z
Primary Subcategory
—Arize AXPending VerificationGet notified
—Bifrost ManifoldPending VerificationGet notified
—Black IcePending VerificationGet notified
—Causal Mechanism RegistryPending VerificationGet notified
—CiteproofPending VerificationGet notified
—commitlayerPending VerificationGet notified
—Council of AIPending VerificationGet notified
—CovalPending VerificationGet notified
—Data ButlerPending VerificationGet notified
—Data PitfallsPending VerificationGet notified
—elluminatePending VerificationGet notified
—FALCON VerifyPending VerificationGet notified
—Formal LogicPending VerificationGet notified
—GroundedKitPending VerificationGet notified
—GroundedReplyPending VerificationGet notified
—Imashime (わだち) – Notes on mistakes AI assistants makePending VerificationGet notified
—KastraPending VerificationGet notified
—LenzPending VerificationGet notified
—Maha Context ReviewPending VerificationGet notified
—Norma by Quality CloudsPending VerificationGet notified
—OpenlayerPending VerificationGet notified
—OSuitePending VerificationGet notified
—PortMemPending VerificationGet notified
—QuiltyPending VerificationGet notified
—RapidataPending VerificationGet notified
—swatchdogPending VerificationGet notified
—TalarionPending VerificationGet notified
—topic-scorerPending VerificationGet notified
—TrustAIPending VerificationGet notified
—XzarPending VerificationGet notified
—Zero False Green VerifyPending VerificationGet notified
Tools

5 tools agents can invoke

Recommended guideHow to get your Claude Connector organically discoveredFollow the practical steps agents use to find, shortlist, and choose your Connector.Read guide
FAQs

topic-scorer Claude Connector FAQ

How the directory, categories and Discoverability Score work.

Read the methodology
How do I improve topic-scorer's Claude Connector discoverability?

The levers are the listing surface agents actually read: names, descriptions, keywords, tool metadata, and registry health. Which lever matters depends on where discovery breaks, which is what continuous measurement shows.

What are topic-scorer alternatives on Claude?

As of 2026-11-03, topic-scorer competes with Arize AX, Bifrost Manifold, Black Ice, Causal Mechanism Registry, Citeproof, commitlayer, Council of AI, Coval and 24 more in Claude AI Output Verification & Grounding, ranked by public Discoverability Score.

Where is this profile measured?

This profile uses the geography attached to the latest public registry snapshot: US. Locale tags are intentionally omitted.