--- title: "Connect Newsflash to Qdrant Vector Store - APIANT.ai" description: "When \"New corroborated event\" fires in Newsflash, your agent runs \"Add collection\" in Qdrant Vector Store." canonical: "https://apiant.ai/connect/newsflash-to-qdrant-vector-store" --- # Connect Newsflash to Qdrant Vector Store When **New corroborated event** fires in [Newsflash](https://apiant.ai/connections/newsflash), your agent runs **Add collection** in [Qdrant Vector Store](https://apiant.ai/connections/qdrant-vector-store). Describe the whole flow and it is built, tested on every scenario and kept running. Newsflash **2** triggers Newsflash **6** actions Qdrant Vector Store **15** actions What the catalog holds today. Ask for anything missing and your agent reads the API documentation and adds it. ## What do you want Newsflash and Qdrant Vector Store to do together? Give your AI client this address. `https://mcp.apiant.ai` One connection does both: ask your client to act in an app once, or have it build an automation that keeps running. Any client that takes a remote MCP server. Nothing to install. Create your free account, then sign in once in your browser. ### Set it up in your client ### Claude Code Run this in the directory you want to work in. `claude mcp add --transport http -s project apiant-ai https://mcp.apiant.ai` Start Claude Code there, approve the server, and sign in in the browser page it opens. [Claude Code guide (opens in a new tab)](https://apiant.ai/docs/mcp/claude-code) ### Claude, web and desktop Open Customize, then Connectors, then Add custom connector, and paste the address. On Team and Enterprise an owner adds it first. [Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp) ### Cursor Add the address to your MCP configuration as a server URL. Cursor signs you in in your browser. [Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp) ### Zed Open Settings, then AI, then MCP Servers, then Add Server, then Add Remote Server. [Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp) ### Codex and the ChatGPT desktop app Open Settings, then MCP servers, then Add server, and choose Streamable HTTP. From the terminal, Codex takes the address with its own add command and then signs you in. [Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp) ### Any other MCP client Paste the address where the client asks for a remote MCP server URL, and name the server apiant-ai where it lets you. APIANT's skills reach the client over the same connection. [Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp) Example flows ## What Newsflash can start in Qdrant Vector Store - When **New corroborated event** in Newsflash then **Add collection** in Qdrant Vector Store - When **New event** in Newsflash then **Add payload index** in Qdrant Vector Store Starting points drawn from the triggers and actions in the catalog today. Describe the flow you need, at any depth, and your agent builds it and tests every scenario before it ships. Everything your agent can do with Newsflash and Qdrant Vector Store ## Triggers and actions 2 triggers · 21 actions - Trigger **New corroborated event** Fires each time an already-seen event gains another corroborating outlet, raising its corroboration/confidence score. Mirrors the event.corroborated message from the vendor's SSE stream. - Trigger **New event** Fires when a new deduped news event first appears in the corpus. Mirrors the event.new message from the vendor's SSE stream. - Action **Find Articles** Search raw per-outlet articles (same filter params as Find Events: q, semantic, source, category, from, to, min_sources, limit). - Action **Find Events** Search deduped news events by keyword, semantic query, source, category, time window, and min corroboration. - Action **Get Account Info** Get the connected account's email, tier, daily request limit, and usage so far today. - Action **Get Corpus Stats** Get corpus size/freshness stats for the news event graph. - Action **Get Event** Get one news event by id plus every corroborating article. - Action **List Sources** List every tracked news source: slug, name, category, lang, country, live article_count. - Action **Add collection** Creates a new Qdrant collection with the vector size, distance metric and storage settings you choose. - Action **Add payload index** Creates a payload index on a field of a Qdrant collection so filters and searches on that field run faster. - Action **Add points** Adds points (vectors with optional payloads) to a Qdrant collection, overwriting any existing points that have the same ids. - Action **Add snapshot** Creates a new snapshot of a Qdrant collection and returns the snapshot's name, size, checksum and creation time. - Action **Count points** Returns how many points in a Qdrant collection match an optional filter, or the total number of points when no filter is given. - Action **Delete collection** Deletes a collection and all of the points and data stored in it. - Action **Delete points** Deletes points from a Qdrant collection, either by a list of point ids or by every point matching a filter. - Action **Find points by vector** Returns the points in a collection whose vectors are nearest to the vector you supply, ranked by similarity score, with their payloads. - Action **Get collection** Returns the details of a collection: its status, point and segment counts, vector and index configuration, and payload schema. - Action **Get point** Returns a single point from a Qdrant collection by its id, including its payload and vector. - Action **List collections** Returns the names of every collection in your Qdrant instance. - Action **List points** Returns the points stored in a Qdrant collection, optionally narrowed by a filter and ordered by a payload field, fetching every page. - Action **List snapshots** Returns every snapshot taken of a collection, with each snapshot's name, size, checksum and creation time. - Action **Update collection** Updates the settings of an existing Qdrant collection, such as its vector, index, optimizer, quantization, strict-mode or metadata parameters. - Action **Update point payload** Sets payload values on the chosen points in a Qdrant collection, merging them into each point's existing payload. Pick the points by id or by a filter. ## Each app on its own - [ **Newsflash** Deduplicated news events from 260+ sources with corroboration/confidence scores for AI agents](https://apiant.ai/connections/newsflash) - [ **Qdrant Vector Store** Vector database for storing embeddings and running similarity search with metadata filtering, via REST or...](https://apiant.ai/connections/qdrant-vector-store) Reviews ## What our customers say ## More from Newsflash - [ **Newsflash to Salesforce** Salesforce is a leading enterprise customer relationship management (CRM) platform.](https://apiant.ai/connect/newsflash-to-salesforce) - [ **Newsflash to Slack** Slack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...](https://apiant.ai/connect/newsflash-to-slack) - [ **Newsflash to Stripe** Stripe is a payment processing platform for online businesses.](https://apiant.ai/connect/newsflash-to-stripe) - [ **Newsflash to Shopify** Shopify is a commerce platform for online stores and retail point-of-sale.](https://apiant.ai/connect/newsflash-to-shopify) - [ **Newsflash to Pipedrive** Pipedrive is a sales CRM and pipeline management tool.](https://apiant.ai/connect/newsflash-to-pipedrive) - [ **Newsflash to Notion** A new tool that blends your everyday work apps into one. It's the all-in-one workspace for you and your team.](https://apiant.ai/connect/newsflash-to-notion) ## More into Qdrant Vector Store - [ **HubSpot to Qdrant Vector Store** HubSpot is your all-in-one stop for all of your marketing software needs.](https://apiant.ai/connect/hubspot-to-qdrant-vector-store) - [ **Salesforce to Qdrant Vector Store** Salesforce is a leading enterprise customer relationship management (CRM) platform.](https://apiant.ai/connect/salesforce-to-qdrant-vector-store) - [ **Slack to Qdrant Vector Store** Slack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...](https://apiant.ai/connect/slack-to-qdrant-vector-store) - [ **Google Sheets to Qdrant Vector Store** Google Sheets](https://apiant.ai/connect/google-sheets-to-qdrant-vector-store) - [ **Gmail to Qdrant Vector Store** Gmail is Google’s email service, featuring spam protection, search functions, and seamless integration with...](https://apiant.ai/connect/gmail-to-qdrant-vector-store) - [ **Google Calendar to Qdrant Vector Store** Google Calendar is a time management tool providing scheduling features, event reminders, and integration...](https://apiant.ai/connect/google-calendar-to-qdrant-vector-store) Questions ## Newsflash and Qdrant Vector Store, answered ### ### What can start an automation from Newsflash? Any of Newsflash's 2 triggers in the catalog, including New corroborated event and New event. Describe the moment in plain language and your agent picks the right one. ### ### What can your agent do in Qdrant Vector Store when something happens in Newsflash? Any of Qdrant Vector Store's 15 actions, including Update collection, Update point payload, Add collection and Add payload index. Your agent maps the data both ways and tests every scenario before it ships. ### ### Can it also run from Qdrant Vector Store to Newsflash? Qdrant Vector Store has no triggers in the catalog today, so automations start in Newsflash. If you need the other direction, ask: your agent reads Qdrant Vector Store's API documentation and adds it. ### ### Do I have to build a connector for Newsflash or Qdrant Vector Store? No. Both are in the catalog with their triggers and actions. You describe the automation; your agent builds it, tests every scenario and keeps it running. ### ### Can my AI client use Newsflash and Qdrant Vector Store without building an automation? Yes. With your AI client connected to APIANT, ask it to do something in either app once and it runs that action on the spot. Ask for an automation and your agent builds it, tests every scenario and keeps it running. One connection covers both. ### ### What happens when something fails? Your agent works that out for you. It plans the failure paths along with the happy path, then tests every scenario before it ships. ### ### Is there a free plan? Yes. Every plan includes the agent, including free, and building from your own AI client spends no assistant credits.