Skip to main content
Glama

B2b Techstars Portfolio

b2b_techstars_portfolio
Read-only

Techstars portfolio companies (5,600+): search by keyword and filter by region, country, first program year, exited or unicorn status. Each company: name, one-line description, website, city, state, country, region, industry verticals, Techstars programs attended, first session year, accelerator/network flags, exit and $1B+ flags, Crunchbase link and logo; plus the number of matches. Price: $0.002 in USDC per successful call, paid with x402 (Base, Solana or Arc); failed calls are not charged.

Input Schema

NameRequiredDescriptionDefault
qNoKeyword matched against name, description, city, programs and industry (default all)
pageNoPage number from 1 (default 1)
yearNoOptional first program year, e.g. 2024
limitNoCompanies per page, 1 to 100 (default 25)
exitedNotrue for exited companies only
regionNoOptional region: Americas, Europe, Asia, Africa, Oceania
countryNoOptional country, as Techstars writes it, e.g. United States, Germany, Turkey
unicornNotrue for $1B+ companies only

Output Schema

NameRequiredDescriptionDefault
qNo
pageNo
countNo
foundNo
sourceNo
filtersNo
checkedAtNo
companiesNo
portfolioSizeNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4/5.0
Behavior4/5

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

Annotations already mark it read-only and open-world, but the description adds meaningful operational context: exact price ($0.002 per successful call), payment networks (Base, Solana, Arc), and the important distinction that failed calls are not charged. It also summarizes the returned fields, reducing uncertainty about response contents.

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 front-loaded with the core search purpose and filters, followed by return fields and pricing. It is dense but mostly earns its length; the long return-field list duplicates the output schema somewhat, which keeps it from being maximally concise.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given eight optional parameters, an output schema, and read-only/open-world annotations, the definition supplies what the agent needs: dataset scope, filter dimensions, returned fields, match count, and pricing behavior. Remaining details such as pagination defaults are fully covered by the schema.

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%, so all eight parameters are already documented in structured form. The description restates the filters at a high level but adds no syntax, edge-case, or interaction detail beyond the schema.

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?

The description states a specific verb-and-resource pair: searching and filtering Techstars portfolio companies, with the dataset size (5,600+) and exact filter dimensions. The resource is clearly distinct from sibling directories such as b2b_y_combinator, so an agent can identify what this tool covers without opening the schema.

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?

It explains the searchable fields and filters, which implies when the tool is useful, but it does not say when to choose it over alternatives or when not to use it. No sibling tool is named as a comparison point.

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

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources