match-company

Wrap the match_company tool. Vector search and AI matching, so partial / fuzzy / messy names all collapse to one canonical company identity.

When the agent picks this skill

• The user gives any company signal — a name, website, or LinkedIn URL — and needs the verified identity.
• A list of CRM accounts needs to be normalised or de-duped.
• Upstream of ai-prospecting when the agent doesn’t already have a company LinkedIn URL.

Skipped when the user already provided a clean company LinkedIn URL and isn’t asking for verification.

What the skill teaches the agent

• The input shape: each entry can mix names, websites, linkedin_urls — multi-signal entries match better.
• Batch cap: up to 100 companies per call.
• Output fields and how to pick the best result from a list (cosine_similarity, match_type, match_reason).
• When to re-use the returned linkedin_url for downstream calls.

Underlying MCP tool

• match_company