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Agent registries

Agent registries list every Startup’s tools where Agents and developers search, with tool descriptions tested against agent tool search.

Agent registries list a Startup’s tools where Agents and developers search, such as the MCP Registry. For an agent buyer, the tool description is the whole storefront.

Ratings

DimensionRatingReads
Scalability5 of 5very high: higher grows further with spend or automation
Cost1 of 5very low: lower costs less per Customer
Latency2 of 5low: lower answers sooner

Budget

PropertyValue
Tier$0
Minimum effective budget$0 a month

How it runs

Every Live Startup with an MCP or API Interface is listed by default. A tool description ships only when test agents pick the right tool for the right task.

Processes

Runs as Launches, accountable to the Marketing Team.

Fits

FitsValue
Familydemand
ShelfSeed: finds the first Customers (Launch)
MovesOrganic share
Motionsb2a, b2a2b, b2a2c, b2a2d, b2d
VenuesMCP Registry, ChatGPT, Claude
StatesLive, Repeatable, Scale

Loop

StepValue
HypothesisTool descriptions tested against agent tool search bring more organic first touches from Agents than untested descriptions.
MeasureOrganic share over 30d, at least 50 observations
LearnThe learn step reads the Readout, records Evidence and a Decision, and drafts the next Variant.

Example

A Startup selling address validation lists one tool, validate_address. Its description names inputs, coverage and price per call, and test agents choose it over three rivals on 46 of 50 tasks.