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Search venture capital firms

search_vc_firms
Read-onlyIdempotent

Venture firms as compact cards: stated sectors, stages, geography and check size beside OBSERVED behaviour (investments in the last 6 and 12 months, lead count, behaviour summary and divergence from the stated thesis), funds with the latest vintage and Form D, people and partner counts. Filter by sector, stage, state, active or raising, emerging manager. Returns dfx:vc: ids. Funds, people and individual deals are not on these cards. ACCESS: without a paid DFX plan on the vertical, a list returns its first 5 rows in full and a count of the rest by type (locked.count, locked.by_type), never the rows; a record names its subject and the first 3 related names per section; contact values (email, phone, profile URLs) and decision-maker names are never returned, only their types and counts. Every answer says what it withheld in entitlement and locked. Full access: DFX Intelligence, 7 days free at https://dfxintel.com/data-factory/plans.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
cityNo
sortNo
limitNo
queryNo
stageNo
stateNoTwo-letter US state code.
sectorNoA sector word (fintech, ai, biotech, climate, saas, ...): matched on the firm's OBSERVED industries (its portfolio companies' Form D industry groups) and its STATED sectors, thesis and description. For a ranked answer to a raise (stage, amount, geography), use find_vc_investors.
active_onlyNoinvestments observed in the last 12 months
raising_onlyNoa fund with a Form D in the last 18 months
min_investmentsNo
emerging_managerNo
recent_activity_daysNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedInput schema / properties / sector / description
      Previous value: -"Against stated sectors, thesis, description and behaviour summary. Answers NOT_COVERED while no firm carries one (websites unread this cycle); firms remain reachable through the investors recorded on their portfolio companies."New value: +"A sector word (fintech, ai, biotech, climate, saas, ...): matched on the firm's OBSERVED industries (its portfolio companies' Form D industry groups) and its STATED sectors, thesis and description. For a ranked answer to a raise (stage, amount, geography), use find_vc_investors."
  2. Changed1 schema field changed
    • changedInput schema / properties / sector / description
      Previous value: -"Against stated sectors, thesis, description and behaviour summary. Answers NOT_COVERED while no firm carries one (websites unread this cycle); find firms through their portfolio companies instead."New value: +"Against stated sectors, thesis, description and behaviour summary. Answers NOT_COVERED while no firm carries one (websites unread this cycle); firms remain reachable through the investors recorded on their portfolio companies."
  3. Added

TDQS

A3.8/5.0
Behavior5/5

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

Annotations only cover read-only/idempotent/non-destructive, which is the low bar; the description goes well past that by disclosing entitlement gating in detail: 5-row lists with locked.count/by_type, record-level truncation to 3 related names, permanent suppression of contact values and decision-maker names, and the presence of `entitlement`/`locked` in every answer. It also explicitly states what addresses. This is exactly the off-schema behaviour an agent needs to avoid misreading partial results.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

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

The card-contents and access paragraphs are dense and front-loaded, but the closing sales line ('Full access: DFX Intelligence, 7 days free at...') is promotional padding that does not help tool selection. The middle section is a run-on list that takes effort to parse.

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 and 12 parameters, the description compensates well on the response side by describing card fields, exclusions and entitlement truncation. It is thinner on the request side, never explaining sort, limit, min_investments or recent_activity_days, so it is strong but not fully 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?

Schema description coverage is 33% (city, sort, limit, query, min_investments, recent_activity_days and emerging_manager are undocumented). The description does map several filters (sector, stage, state, active/raising, emerging manager) and echoes the observed-vs-stated sector matching, but leaves sort, limit and min_investments semantics entirely to the schema. Baseline 3 is appropriate.

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?

States a specific verb+resource (search venture capital firms) and precisely enumerates what a result card carries: stated sector/stage/geography/check size, observed behaviour over 6/12 months, funds with vintage and Form D, people counts. It also draws a boundary ('Funds, people and individual deals are not on these cards'), which helps separate it from get_vc_firm and search_vc_funds. It stops short of naming siblings in the body text, so it lands at 4 rather than 5.

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 only implied through the filter list (sector, stage, state, active/raising, emerging manager) and one routing hint buried in the schema ('For a ranked answer to a raise... use find_vc_investors'). The description body never explicitly states when to choose this over search_vc_funds, search_vc_investments or find_vc_investors.

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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