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Private companies with an ownership transition coming

search_private_companies
Read-onlyIdempotent

US private companies whose filings (Form 5500 plan history, final filings, ownership changes) show a transition: vertical, plan participants as a size proxy, EBITDA band where derivable, and scores 0 to 100 for opportunity, dealability, transition readiness and urgency, each backed by observations. Filter by vertical, state, NAICS prefix, size and minimum opportunity. Returns dfx:isi: ids.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
cityNo
sortNo
limitNo
queryNo
stateNoTwo-letter US state code.
verticalNoOne of business_services, industrial_manufacturing, industrial_services, healthcare_services, consumer_services, specialty_distribution, transportation_logistics, tech_enabled_services (free text is mapped onto these).
subsectorNoFree text on the subsector (slower).
naics_prefixNo
record_statusNo
min_opportunityNo0 to 100; the median company scores 21 and the top decile above 28.
max_participantsNo
min_participantsNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A3.9/5.0
Behavior3/5

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

Annotations already declare read-only, openWorldHint=false, idempotent, non-destructive, so the safety profile is covered. The description adds useful behavioral context: scores are 0–100, backed by observations, and it returns dfx:isi: ids. But it omits pagination, result ordering behavior, or score semantics beyond the filter threshold.

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 essentially one dense but well-structured sentence listing what is returned and how to filter. It is appropriately sized and front-loaded with the core signal, though the run-on structure slightly reduces clarity.

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?

Given 12 parameters, no output schema, and many undocumented fields in the schema, the description does a good job explaining the core output (scores, observations, ids) and the main filter families. It stops short of describing every parameter, leaving some gaps for the lower-value fields.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is only 33%, so the schema leaves many parameters (city, sort, limit, query, naics_prefix, record_status, max_participants, min_participants) undocumented. The description compensates by grouping filters and naming vertical, state, NAICS prefix, size and minimum opportunity, though it doesn't explain individual undocumented params like sort or city.

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 (search) and resource (US private companies) and the distinctive signal: an ownership transition evidenced by filings. It clearly distinguishes itself from sibling search tools like search_entities or search_vc_firms because it targets transitioning private companies with scores.

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?

The description gives the domain and filters (vertical, state, NAICS prefix, size, minimum opportunity), implying when to use it. But it never names alternatives or states when not to use this tool (e.g., search_entities for non-transition companies). Usage is implied, not explicit.

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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