> SpecStream is the live web data engine for teams and agents. This is the Markdown copy of https://specstream.ai/changelog. Every page, with what SpecStream does and costs: https://specstream.ai/llms.txt # Changelog What SpecStream can find and send now that it couldn’t before. Newest first. [Follow by RSS](https://specstream.ai/changelog/rss.xml) ## October 2026 1. Oct 26, 2026 ### [A result now costs 5¢, 15¢, or $1](#rates-2026-10-26) A result with up to five facts costs 5¢, down from 10¢. Up to 15 facts plus one set of related records costs 15¢, down from 30¢. Anything bigger still costs $1. A person's email adds 5¢ and a phone number adds 15¢. A company left out for lacking a detail you marked as needed costs nothing. A refresh charges half the rate for rows that changed and new rows, and 1¢ for each row that comes back unchanged. Quotes you already approved keep their prices. Pricing[See the prices](https://specstream.ai/pricing.md) 2. Oct 19, 2026 ### [A page for every tool SpecStream works with](#integrations-directory) Pick your CRM, spreadsheet, chat app, design tool, assistant, or framework and see what SpecStream does there. Each tool has its own page with the steps to set it up, sorted by what you want done. Integrations[Every integration](https://specstream.ai/integrations.md) 3. Oct 19, 2026 ### [SpecStream in Gemini, Grok, Le Chat, and Manus](#assistant-guides) Gemini, Grok, and Le Chat take SpecStream's address, https://api.specstream.ai/mcp, and a sign-in. Manus, LM Studio, Cherry Studio, and AnythingLLM take an API key, and every key has its own spending limit. Every assistant has a step-by-step guide. Assistants[Connect your assistant](https://specstream.ai/docs/mcp/clients.md) 4. Oct 18, 2026 ### [A new week of US funding rounds every Saturday](#funding-rounds-feed) A feed of US companies that filed a Form D for $5 million or more: the amount sold, the industry, the address, the filing date, and the filing on sec.gov. Subscribe to the RSS at specstream.ai/feeds/us-funding-rounds.xml or read the JSON at specstream.ai/feeds/us-funding-rounds.json. Funds, insurers, banks, and real-estate vehicles are left out. The feed is licensed CC BY 4.0. The same weekly data is free on Kaggle and DataBazaar. FeedsSignals[Funding and new executives](https://specstream.ai/for/funding-and-new-executives.md) 5. Oct 18, 2026 ### [Flat rows in every webhook delivery](#webhook-flat-rows) Webhook deliveries are signed, and each one now carries flat\_rows next to the nested records. A flat row is one object per record: its values under short field names, plus name, website, email, phone, address, a summary, source\_url, and the time it was read. Tools that need their fields up front can map them without reading nested cells. The rows endpoint returns the same field. APIWebhooks[The API guide](https://specstream.ai/docs/api.md) 6. Oct 18, 2026 ### [Keep a Supabase table filled with live web data](#supabase-cookbook) The cookbook builds a web\_records table and an Edge Function that accepts only SpecStream's signed deliveries. Register its URL for find.completed and monitor.found, and each record becomes a row with the page and read time for every value stored beside it. Add a select policy and new rows reach your app in realtime. Send to[The Supabase cookbook](https://specstream.ai/docs/integrations/supabase.md) 7. Oct 18, 2026 ### [Mention @SpecStream on a Linear issue](#linear-agent) Comment on an issue with what you need, like @SpecStream every roofer in Columbus, Ohio rated 4.5 or better, with their phone. SpecStream replies with the price. Say yes and the first 25 results post in the thread. Assign an issue to SpecStream and it reads the title and description as the request. Integrations[Set up SpecStream in Linear](https://specstream.ai/docs/integrations/linear.md) 8. Oct 18, 2026 ### [Send results to Affinity and Copper](#affinity-copper) Affinity gets companies that raised this week or fit a thesis, as organizations on your sourcing list. Copper gets every roofer in your territory rated 4.5 or better, as tagged companies with phone and address filled. Both connect with your own API key. Every organization and company gets one note linking its facts to their pages. Sending again rewrites it. Send to[Every integration](https://specstream.ai/integrations.md) 9. Oct 18, 2026 ### [Industry, size, founding year, and headquarters of a company](#company-profile-facts) Ask for a company's industry, size range, founding year, or headquarters. SpecStream reads each from the company's LinkedIn page and names that page beside the value. The country comes from the address the company publishes. New detail[What companies come back with](https://specstream.ai/things-worth-finding/companies.md) 10. Oct 17, 2026 ### [Chart SpecStream data in Looker Studio](#looker-studio) Add the SpecStream connector as a data source and chart companies by city or tenders by deadline. Ratings arrive as numbers and websites as URLs, and a Sources field links each row to its page. The connector only reads, so a key with a $0 spending limit is all it needs. Reports[Add the connector](https://specstream.ai/docs/integrations/looker-studio.md) 11. Oct 17, 2026 ### [CRM fields under the CRM's own names](#crm-field-names) Mapping columns for HubSpot, Salesforce, Pipedrive, Zoho CRM, or Freshsales now shows the names their own screens use, like Annual Revenue and Account Name. Pipedrive and Freshsales records also get a single note listing where each fact was found, and a second send rewrites that note. Send to[Every integration](https://specstream.ai/integrations.md) 12. Oct 16, 2026 ### [An A2A agent for other agents](#a2a-agent) Another agent can ask SpecStream for data over A2A. Without credentials it reads the request back and shows the price, and it never spends. With a SpecStream API key or OAuth token, it runs only when your message approves the exact maximum it quoted, then returns the matches with each value's source\_url. The agent card is at /.well-known/agent-card.json. Agents[SpecStream for agents](https://specstream.ai/agents.md) 13. Oct 16, 2026 ### [Ready-made requests in MCP clients](#mcp-prompts) Clients that show MCP prompts, as slash commands or a picker, now offer SpecStream's: Find live web data, Add facts to my records, Keep data current, and See what changed. Each one writes the opening message. The price still comes first, and nothing runs until you approve it. Agents[Connect over MCP](https://specstream.ai/docs/mcp.md) 14. Oct 16, 2026 ### [SpecStream in Slack](#slack-app) Type /specstream in any channel or DM, like /specstream dentists in Austin TX rated 4.5 or higher with a phone number. The price comes back in a reply only you can see. Approve it and the results arrive. A monitor can post new matches to a channel, and Slackbot can ask too. Integrations[Add SpecStream to Slack](https://specstream.ai/docs/integrations/slack.md) 15. Oct 16, 2026 ### [Send to Zoho CRM, Freshsales, and Ashby](#zoho-freshsales-ashby) Zoho CRM gets accounts, contacts, or leads under one tag, on whichever Zoho data center holds your CRM. Freshsales gets accounts and contacts, and contacts join the list you pick. Ashby gets candidates tagged as one sourcing batch. Zoho signs in with your Zoho account, and Freshsales and Ashby take your own API key. When a record already exists, you choose whether to update it or leave it alone. Send to[Every integration](https://specstream.ai/integrations.md) 16. Oct 16, 2026 ### [Send to Smartsheet and Trello](#smartsheet-trello) Smartsheet gets one row per match at the bottom of your sheet, each value typed for its column and the source pages in a column of their own. Trello gets a card per match on the board and list you choose, with the board's custom fields filled. A changed record updates the row or card it already has. Send to[Send to Smartsheet](https://specstream.ai/docs/integrations/smartsheet.md) 17. Oct 16, 2026 ### [The SpecStream Pack for Coda](#coda-pack) Add the Pack to a doc and your lists sync into Records tables, with a source column beside every value and a globe that opens its source URL. Price() shows what a request will cost, and the Find list button runs it within the maximum you set. Send to[Add the Pack to a doc](https://specstream.ai/docs/integrations/coda.md) 18. Oct 16, 2026 ### [Workato recipes and a Meltano tap](#workato-meltano) The Workato connector starts a job for each new record, with your own columns as datapills. Find a list asks for data in plain words within a maximum price. tap-specstream on PyPI loads your lists and records into any Singer target your Meltano project runs. Each value keeps its source page and the time it was read. Integrations[Every integration](https://specstream.ai/integrations.md) 19. Oct 16, 2026 ### [Your request, read back in plain words](#plain-words-reading) Before you pay, SpecStream reads your request back in ordinary words. Dates and comparisons are spelled out, like "from October 9 to November 7, 2026" or "rating of 4.5 or more". The API returns it as read\_back, and n8n, Activepieces, Workato, and VS Code show it next to the price. Reading[The API guide](https://specstream.ai/docs/api.md) 20. Oct 15, 2026 ### [Agents pay per result, with no account](#agent-payments) An agent can buy results from SpecStream without signing up. It sends a request to /v1/agent/lists and gets the price back in a 402 reply. It pays by card over MPP, Stripe's machine payments protocol, or in USDC on Base, Arbitrum, or Polygon over x402. A card gets back whatever the run didn't use. A USDC payment is charged for what was found. AgentsPricing[SpecStream for agents](https://specstream.ai/agents.md) 21. Oct 15, 2026 ### [Packages for the agent frameworks](#framework-packages) Install langchain-specstream, llama-index-tools-specstream, crewai-specstream, or specstream-haystack from PyPI, or @specstream/ai-sdk or @specstream/convex from npm. Your agent gets live web data as tools and retrieved documents, each row with its source\_url. You set the price cap in your own code, and the model can't raise it. Agents[Framework guides](https://specstream.ai/docs/frameworks.md) 22. Oct 15, 2026 ### [Sign in from Cursor, VS Code, or Windsurf in one click](#one-click-editors) These editors open your browser for one approval, so there is no key to copy. In Cursor, Add to Cursor adds the SpecStream server and opens the sign-in. Coding agents[Connect Cursor](https://specstream.ai/docs/mcp/cursor.md) 23. Oct 15, 2026 ### [SAM.gov notices past the first page](#sam-gov-pages) Federal contract searches now keep reading after SAM.gov's first 50 notices. Open notices come back newest first, and your words still narrow the set. Reading[Grants and tenders](https://specstream.ai/for/grants-and-tenders.md) 24. Oct 15, 2026 ### [Jobs from the boards companies hire through](#embedded-job-boards) When a company's careers page embeds a Greenhouse or Ashby job board, SpecStream reads that board as the company's jobs. A careers link that lands on a hiring platform is followed, and a homepage drawn by script falls back to the company's own /careers page. Reading[What job postings come back with](https://specstream.ai/things-worth-finding/job-postings.md) 25. Oct 15, 2026 ### [App ratings, prices, and platforms as the store shows them](#app-store-values) Ask for apps on the App Store and Google Play together and each result shows its rating as 4.9, its price as Free or $4.99, and its platforms as iOS; Android. A Google Play listing is read from the developer's full description, so a feature mentioned only there can match. New detail[What apps come back with](https://specstream.ai/things-worth-finding/apps.md) 26. Oct 15, 2026 ### [Right-click for an item's actions](#workspace-right-click) Right-click any item in the workspace for the actions its ⋯ menu holds. A collection offers open, new tab, star, rename, duplicate, share, copy link, and archive. Workspace[The workspace](https://specstream.ai/docs/workspace.md) 27. Oct 14, 2026 ### [Every feature on every plan, Free included](#every-feature-every-plan) Schedules and alerts, webhooks, sheet and CRM sync, and automation steps and triggers all work on Free. Plans differ in how many lists stay up to date at once (1 on Free, 10 on Pro, 50 on Scale, 250 on Team), how many people share an account, and how many finds run at once. Enterprise adds SSO, SCIM, and the audit export. Pricing[See the plans](https://specstream.ai/pricing.md) 28. Oct 14, 2026 ### [SpecStream in n8n and Activepieces](#n8n-activepieces) The n8n community node, for n8n you host yourself, brings back one item per record with its source page, and its trigger starts a workflow when a request finishes or a monitor finds something new or changed. The Activepieces piece, @specstream/piece-specstream on npm, starts a flow for every record in a finished list. Both work on every plan. Integrations[Every integration](https://specstream.ai/integrations.md) 29. Oct 14, 2026 ### [Try the API in Postman or RapidAPI](#postman-rapidapi) Fork the SpecStream collection in Postman, send a request in plain words, approve the price, and read back rows. On RapidAPI the Basic plan is free, and each match costs 10¢, 30¢, or $1 from your SpecStream balance. API[The API guide](https://specstream.ai/docs/api.md) 30. Oct 12, 2026 ### [SpecStream in Chrome and Firefox](#browser-extension) Select text on any page, or use the page you're on, and press Alt+Shift+S to ask in a sidebar that stays open while your results fill in. You can also type ss and your request in the address bar. One notification tells you when it finishes. The extension reads only the page title and the text you select, when you ask. Apps[Apps and extensions](https://specstream.ai/apps.md) 31. Oct 12, 2026 ### [@specstream in VS Code chat](#vscode-chat) Type @specstream /find in VS Code chat, like @specstream /find MCP servers on GitHub with more than 500 stars, pushed this month. The price comes first, and approving it streams the matches into chat as a table with a Source column. The extension also gives agent mode the SpecStream server. Coding agents[SpecStream in VS Code](https://specstream.ai/docs/mcp/vscode.md) 32. Oct 12, 2026 ### [Python and TypeScript SDKs, and the specstream command](#python-typescript-sdks) Run pip install specstream-client for Python and the specstream command, or npm install @specstream/sdk for TypeScript. Both read a request in plain words, price it, and return the records. For MCP clients that start servers from a command, uvx specstream-mcp-stdio lists the tools without a key. API[SDKs and command line](https://specstream.ai/docs/sdk.md) 33. Oct 11, 2026 ### [Search by any words, in any order](#workspace-search) Search the workspace for "Columbus roofers" and it finds your list of roofing contractors in Columbus. Every word is matched in any order, and plain word forms count. Workspace[The workspace](https://specstream.ai/docs/workspace.md) 34. Oct 10, 2026 ### [What a result costs: 10¢, 30¢, or $1](#rates-and-plans) A result with up to five facts costs 10¢. Up to 15 facts plus one set of related records, like a company's jobs, costs 30¢. Anything bigger costs $1. A person's email adds 10¢ and a phone number adds 25¢. You see the price before anything runs and pay for the results that arrive, so a request that finds nothing costs nothing. Pro is $19 a month, Scale is $99, and Team is $499. Every plan turns its full price into work at the same rates. Pricing[See the prices](https://specstream.ai/pricing.md) 35. Oct 10, 2026 ### [MCP events and place choices](#mcp-events-forms) A client can subscribe over MCP to finished requests and new matches, filtered by find, request, or schedule. Each delivery is signed with Standard Webhooks. When a request names a place that could be several, like Springfield, clients that support forms show a native choice, and the request carries on with the one you pick. Agents[Connect over MCP](https://specstream.ai/docs/mcp.md) 36. Oct 10, 2026 ### [Shared links open in the workspace](#shared-links) A shared link now opens the list in the workspace's own read-only page, the same view you work in. Anyone with the link can read it without signing in. Workspace[The workspace](https://specstream.ai/docs/workspace.md) 37. Oct 9, 2026 ### [Which email provider a company uses](#email-provider) Ask for companies on Google Workspace, or leave out everyone on Microsoft 365. The provider comes from each company's own MX record, so it's a fact, not a guess. New detail[What companies come back with](https://specstream.ai/things-worth-finding/companies.md) 38. Oct 6, 2026 ### [Prices in euros](#euros) EU visitors see the same numbers in euros: a 10¢ row is €0.10, and Pro is €19 a month. Your account pays in the currency of its first payment. Pricing[See the prices](https://specstream.ai/pricing.md) 39. Oct 6, 2026 ### [Run now on monitors](#monitor-run-now) No need to wait for the schedule. Run now runs a monitor at once, inside the same spending limits, and tells you what changed. Monitoring[How monitors work](https://specstream.ai/monitoring.md) 40. Oct 6, 2026 ### [Send a list to Outlook drafts](#send-to-outlook) Each row becomes a draft in your own Outlook Drafts folder, ready for you to edit and send. SpecStream never sends them. Send to[Every integration](https://specstream.ai/integrations.md) 41. Oct 6, 2026 ### [US nonprofits, with revenue and officers](#nonprofits) Ask for food banks in Texas with their annual revenue. Each row comes from the organization's IRS Form 990: revenue, total assets, the year of the return and the officers it lists, with their pay. New source[Nonprofits by cause and revenue](https://specstream.ai/for/nonprofits.md) 42. Oct 6, 2026 ### [FCA status for UK financial firms](#fca-status) UK financial firms come back with their FCA register status and reference number, read from the register itself. New source[What companies come back with](https://specstream.ai/things-worth-finding/companies.md) 43. Oct 6, 2026 ### [When a company's domain was registered](#domain-age) Ask for companies whose domain is under two years old. The date comes from the domain registry. It is the domain's age, not the company's founding date. New detail[What companies come back with](https://specstream.ai/things-worth-finding/companies.md) 44. Oct 6, 2026 ### [New executives at US public companies](#new-executives) Ask for companies that named a new CFO in the last 90 days. SpecStream reads SEC 8-K appointment filings, and a monitor brings you the new ones every week. Signals[Funding and new executives](https://specstream.ai/for/funding-and-new-executives.md) 45. Oct 6, 2026 ### [Funding filings from the US and the UK](#funding-signals) Ask which companies filed a Form D this quarter, with the amount sold. UK share allotments from Companies House come too; they state the shares issued, not the money raised. Signals[Funding and new executives](https://specstream.ai/for/funding-and-new-executives.md) 46. Oct 6, 2026 ### [Companies that use a tool](#technographics) Ask for SaaS companies in London that use HubSpot. SpecStream reads each company's website and DNS records when you ask, and shows what it found on every row. New source[Companies that use a tool](https://specstream.ai/for/companies-that-use-a-tool.md) 47. Oct 5, 2026 ### [Directory pages, read as lists](#list-pages) A page that lists many businesses or records gives up to 120 entries in one read, taken from the page's own structure, with no code written for that site. Reading[Where SpecStream looks](https://specstream.ai/docs/sources.md) ## September 2026 1. Sep 30, 2026 ### [SpecStream for Windows](#windows-app) The Windows app gives the workspace a window of its own. Press Ctrl+Alt+Space from anywhere and a small ask box opens over whatever you're doing. A notification tells you when a request finishes. Drop a CSV or Excel file on the window to map its columns, save exports straight into a folder, and right-click the taskbar icon for your recent work. Apps[Download the apps](https://specstream.ai/apps.md) ## Every change, in your agent too. Agents read the same list in plain text at [llms.txt](https://specstream.ai/llms.txt). Connect yours from Claude, ChatGPT, Cursor, VS Code or Perplexity. [Connect an agent](https://specstream.ai/docs/mcp/clients.md)[Talk to a human](https://specstream.ai/talk-to-a-human.md)