SpecStream
The live web data engine for teams and agents
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Read the full description
Describe the list you need in one sentence. SpecStream reads the live web and returns every match, from companies and local businesses to tenders, grants and filings, each row ready to use with the page behind it. Save the request and new matches arrive in Sheets, HubSpot, Salesforce, Notion or Slack. Agents get the same engine over MCP and the API. You see the price before anything runs and pay only for the results it finds.
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More like this: all 157 launches in web scraping tools and apis →
PH · launched Oct 14, 2026 · 1 upvote (top 67%)
- Horizontal
- Data infrastructure
- Developer
- AI feature
- Commercial product
- Sales
- Artificial Intelligence
- Data
Similar launches
See all 32 similar launches →Could you build this?
Partial The dashboard, natural-language request flow and CRM/Sheets/Slack integrations are vibe-codeable, but reliably extracting and deduplicating matches across the open web at scale is a hard data-engineering problem.
What it would actually take: Build a scheduled crawl and extraction pipeline using headless browsers plus LLM-based structured extraction, with a query planner that turns a sentence into search and crawl strategies. The hard parts are web-scale coverage, entity resolution (deduplicating companies across sources), and keeping results fresh and accurate. This requires data engineering and crawl infrastructure expertise, plus ongoing maintenance as sites change.
Competitors
Other products that read as similar to this one : 32 launches clear the similarity bar, closest 8 shown.
Attention rank: #20 of 33 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 310 days after the earliest competitor.
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