> SpecStream is the live web data engine for teams and agents. This is the Markdown copy of https://specstream.ai. Every page, with what SpecStream does and costs: https://specstream.ai/llms.txt # The live web data engine for teams and agents. Ask for the data no one sells. SpecStream reads the live web and brings back every match. [Get started – free](https://specstream.ai/signup) Connect your agent Watch the 47-second film - Any list, in your own words - Every match, ready to use - Pay per match Have a list already? Drop a CSVand see it on a map for **free**. SpecStream fills in each company’s owner, email and phone. ## What you’re after is in a thousand places. *SpecStream reads them all.* The shop with one Google listing, the company that filed with the state last week, the tender buried in a PDF. No one sells that data because it has never been in one place. You get back only the ones that fit everything you asked for, up to 10,000 in one request. Each comes with the page that put it there. Flipping through a crate of records, she pulls out the one she came for. ## Ask the way you’d ask *a colleague* Describe what you need in your own words, typed or said out loud. SpecStream works out what counts as a match and which details to bring back, then finds every one on the live web. “Food banks in Texas, with their annual revenue” is a whole request. - [**Local businesses**](https://specstream.ai/things-worth-finding/local-businesses.md) - [**Companies**](https://specstream.ai/things-worth-finding/companies.md) - [**People**](https://specstream.ai/things-worth-finding/people.md) - [**Creators**](https://specstream.ai/things-worth-finding/creators.md) - [**Apps**](https://specstream.ai/things-worth-finding/apps.md) - [**Job postings**](https://specstream.ai/things-worth-finding/job-postings.md) - [**Papers**](https://specstream.ai/things-worth-finding/papers.md) - [**Tenders**](https://specstream.ai/things-worth-finding/tenders.md) [See everything you can ask for](https://specstream.ai/things-worth-finding.md) **THE USUAL STACK**One person, every month List vendor$99 Names, by the month Contact database$49 One seat Enrichment tool$185 Credits to fill in the columns Email finderPer email Charged for every lookup Route planner$69 One seat AlertsFree Keywords in your inbox Researcher$260 Your Friday afternoons, at $15 an hour Every month$662 plus every email you look up **SPECSTREAM**One request, the whole job Pro$19 with $19 of work in it Each finished rowfrom 10¢ For each one that matches Find · Enrich · Map Monitor · Connect · API Entry paid plans for one person, in US dollars, October 2026. ## One bill instead of *seven* Building a list usually takes a stack: names you buy, a database for the people, a tool that fills in the columns, an email finder, alerts, a route planner, and your Friday afternoon stitching it into one sheet. The stack bills by the seat, the credit and the hour. SpecStream bills by the finished row, and one request does the whole job: - [**Find.**](https://specstream.ai/research.md) Ask in plain words and get every match on the live web. - [**Enrich.**](https://specstream.ai/collections.md) Fill in the list you already have. - [**Map.**](https://specstream.ai/visual-workspace.md) Put every address on the map. - [**Monitor.**](https://specstream.ai/monitoring.md) Set it to run hourly to yearly and see what changed. - [**Connect.**](https://specstream.ai/integrations.md) Send it to HubSpot or a Google Sheet, and new matches to Slack. - [**API & MCP.**](https://specstream.ai/agents.md) Let your agent run requests too, within a spending limit you set. ### Where the results land Sign in to a tool once and pick where the results go. Every update after that shows up there too. [CRMs](https://specstream.ai/integrations.md#crm) - [HubSpot](https://specstream.ai/integrations/hubspot.md) - [Salesforce](https://specstream.ai/integrations/salesforce.md) - [Pipedrive](https://specstream.ai/integrations/pipedrive.md) - [Attio](https://specstream.ai/integrations/attio.md) - [Zoho CRM](https://specstream.ai/integrations/zoho-crm.md) [Tables](https://specstream.ai/integrations.md#tables) - [Google Sheets](https://specstream.ai/integrations/google-sheets.md) - [Microsoft Excel](https://specstream.ai/integrations/excel.md) - [Airtable](https://specstream.ai/integrations/airtable.md) - [Notion](https://specstream.ai/integrations/notion.md) - [monday.com](https://specstream.ai/integrations/monday.md) [Automation](https://specstream.ai/integrations.md#automation) - [Zapier](https://specstream.ai/integrations/zapier.md) - [Make](https://specstream.ai/integrations/make.md) - [n8n](https://specstream.ai/integrations/n8n.md) - [Activepieces](https://specstream.ai/integrations/activepieces.md) - [Workato](https://specstream.ai/integrations/workato.md) [Chat & work](https://specstream.ai/integrations.md#work) - [Slack](https://specstream.ai/integrations/slack.md) - [Linear](https://specstream.ai/integrations/linear.md) - [ClickUp](https://specstream.ai/integrations/clickup.md) - [Intercom](https://specstream.ai/integrations/intercom.md) - [Microsoft Teams](https://specstream.ai/integrations/teams.md) [Every tool it works with](https://specstream.ai/integrations.md) ## Give your agent *the whole engine* A search API hands your agent pages to read. SpecStream hands it finished records that fit everything it asked for. They stay up to date, and your team gets them in its own sheet or CRM. Your agent works in your team’s workspace and spends from the same balance. One press sets it up: `Let your agent loose on the live web` Paste it into Claude, ChatGPT, Cursor or any agent with MCP, or set it up by hand. [More about SpecStream for agents](https://specstream.ai/agents.md) Claude CodeCursorClaude and ChatGPTAny MCP clientPythonTypeScript In your terminal, with your API key in SPECSTREAM\_API\_KEYCopy ``` claude mcp add --transport http specstream \ https://api.specstream.ai/mcp \ --header "Authorization: Bearer $SPECSTREAM_API_KEY" ``` ## Pay for the matches. *Skip the stack*. SpecStream follows a listing to the business’s own site, and the site to its email. The bill counts the rows that match. The owner sits on the edge of the window, flipping a coin, legs dangling over the run. Standard 10¢Expanded 30¢Deep $1 Up to 5 facts a row.Run it again **0** pages read**$0** **0** matches × $0.10**$0** Start with **$10** of work on us, and every feature with it. Pro is **$19** a month for $19 of work, and keeps 10 lists current at once. Scale has room for 10 people, Team for 50. A named person’s email adds $0.10 to the row, a phone $0.25. Rechecks cost half. [Get started – free](https://specstream.ai/signup)[See pricing](https://specstream.ai/pricing.md) ## *Questions?* ### **What can I ask for?** Anything on the public web you can describe: local businesses, companies, job postings, tenders, grants, papers, clinical trials, products, apps, creators, people and more. Say what it is, where, what it has to have and the details you want back. ### **How is it different from a data vendor or a search API?** A data vendor sells what it collected earlier, so the small, the local and the new are missing. A search API hands you or your agent pages to read. SpecStream builds the list when you ask: every match, with the details you asked for, ready to use. ### **What does it cost?** A result that matches costs $0.10, $0.30 or $1, depending on how much each one brings back, and rechecking a list you kept costs half that. A free account comes with $10 of work to try it, once. ### **What counts as a match?** A result that fits everything you asked for. Open it and each value shows the page it was read on and when. A result that fits all but one part its pages don’t settle comes back as a possible match, and costs nothing. ### **Can I bring my own list?** Yes. Import a CSV or Excel file, a Google Sheet or an Airtable table of up to 20,000 rows and SpecStream fills in what each row is missing: the owner’s name, an email, a phone number, the website. It can recheck the whole list on a schedule, and you see it on a map. Placing its addresses on the map is free. ### **Can my agent use it?** Yes. Connect any agent that speaks MCP, or use the REST API and the Python and TypeScript clients. It uses the same engine, workspace and account as your team. ### **Is my data kept or used to train models?** No. No model is trained on your requests, lists or results, and every call to the model runs with storage turned off. ### Still wondering? 1. [Read the docs](https://specstream.ai/docs/getting-started.md)Written for people who want the details. 2. [Get started – free](https://specstream.ai/signup)Your first 30 days come with $10 of work. 3. [Talk to a human](https://specstream.ai/talk-to-a-human.md)Setup help, your use case or Enterprise. ## Get started – *free*. Ask for the data in your own words. You see the price before anything runs, and your first 30 days come with $10 of work. **RECEIPT**The live web data engine for teams and agents On this page 1. 01Wide and deep, on the live web.[What you get →](https://specstream.ai/research.md#how-it-works) 2. 02Up to 10,000 results a request.[Billing →](https://specstream.ai/docs/billing.md#rates) 3. 03Reads browser-only pages, PDFs and scans.[Sources →](https://specstream.ai/docs/sources.md) 4. 04Anything worth finding, in your own words.[What you can ask for →](https://specstream.ai/things-worth-finding.md) 5. 05Results land in your CRM, sheets and chat.[Integrations →](https://specstream.ai/integrations.md) 6. 06Your agent runs the same engine.[MCP →](https://specstream.ai/docs/mcp.md) 7. 07$10 of work free to start.[Pricing →](https://specstream.ai/pricing.md) Receipt details Fingerprint: sha256:0d4d3b9470f30d37 Each line links to the page that covers it. Keep this receipt