match-company

Wraps match_company. Vector search plus AI matching, so partial, fuzzy, and messy names resolve.

When the agent picks this skill

• Any starting signal about a company — a name, a website, a CRM row — that needs a canonical identity.
• Upstream of any ai_prospecting call that doesn’t already have a company LinkedIn URL.

Skipped when a clean company LinkedIn URL is already in hand.

What the skill teaches the agent

• Single-company shortcut versus the batch form, and that multiple signals (name plus website) improve accuracy.
• Batch up to 100 companies; above 50 the volume is confirmed first.
• A batch returns a dataset handle — filter downstream queries with from_dataset rather than pasting every URL.

Underlying MCP tool

match_company