SpecStream

SpecStream is a live web data engine for teams and AI agents, designed to turn plain-language requests into ready-to-use records. Users describe the people, companies, opportunities, or other information they need, and SpecStream searches public web sources for matching results, including a source page for each record and details about when information was read. It can find and enrich data on local businesses, companies, people, creators, apps, job postings, tenders, papers, and more.

Teams can also import an existing list from CSV or Excel, Google Sheets, or Airtable to fill in missing details such as owners, websites, email addresses, and phone numbers. Results can be mapped, monitored for changes, and sent to tools including CRMs, spreadsheets, Slack, and automation platforms. Developers can connect agents through MCP or use the REST API and Python or TypeScript clients. SpecStream charges by finished matching row, with pricing based on the amount of information returned. It offers free starting work, paid plans, and controls for ongoing list checks.