--- title: "Connect Airparser to Hamsa - APIANT.ai" description: "When \"Document Parsed\" fires in Airparser, your agent runs \"Add knowledge base item\" in Hamsa." canonical: "https://apiant.ai/connect/airparser-to-hamsa" --- # Connect Airparser to Hamsa When **Document Parsed** fires in [Airparser](https://apiant.ai/connections/airparser), your agent runs **Add knowledge base item** in [Hamsa](https://apiant.ai/connections/hamsa). Describe the whole flow and it is built, tested on every scenario and kept running. Airparser **1** trigger Airparser **9** actions Hamsa **21** actions What the catalog holds today. Ask for anything missing and your agent reads the API documentation and adds it. ## What do you want Airparser and Hamsa 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 Airparser can start in Hamsa - When **Document Parsed** in Airparser then **Add knowledge base item** in Hamsa - When **Document Parsed** in Airparser then **Add phone number** in Hamsa 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 Airparser and Hamsa ## Triggers and actions 1 trigger ยท 30 actions - Trigger **Document Parsed** Triggers when Airparser finishes parsing a document in the chosen inbox, giving you the extracted data. - Action **Create an Inbox** Creates a new Airparser inbox that documents can be sent to for parsing. - Action **Create or Update Extraction Schema** Sets which fields Airparser should pull out of documents sent to an inbox, replacing whatever schema was there before. - Action **Delete an Inbox** Deletes an Airparser inbox and the documents stored in it. - Action **Extract Data From a Document** Sends a document to an Airparser inbox, waits for it to be parsed, and returns the extracted data. - Action **Extract Data From a Document (Async)** Sends a document to an Airparser inbox and returns straight away without waiting for parsing. Use the Document Parsed trigger or Get Document to pick up the result. - Action **Get a Document** Returns a parsed Airparser document, including the data extracted from it. - Action **Get an Inbox** Returns one Airparser inbox with its settings, its email address prefix and its current extraction schema. - Action **List Documents** Lists the documents in an Airparser inbox, with the data extracted from each one. - Action **List Inboxes** Lists all the Airparser inboxes in the connected account. - Action **Add knowledge base item** Create a new knowledge base item for a voice agent. - Action **Add phone number** Add a phone number for a user. - Action **Add transcription job** Create a new asynchronous job (e.g. transcription). - Action **Add TTS voice** Create a new text-to-speech voice. - Action **Add voice agent** Create a new AI voice agent. - Action **Assign phone number** Assign a phone number to a voice agent. - Action **Delete knowledge base item** Delete a knowledge base item by ID. - Action **Delete phone number** Delete a phone number. - Action **Delete TTS voice** Delete a text-to-speech voice by ID. - Action **Get campaign** Get a campaign by ID. - Action **Get conversation** Get a call conversation record by ID. - Action **Get job** Get a single job's details by ID. - Action **Get voice agent** Retrieve a specific voice agent by ID. - Action **Initiate voice agent call** Initiate an outbound call with a voice agent via Twilio. - Action **List jobs** List jobs. - Action **List knowledge base items** Return a list of knowledge base items. - Action **List phone numbers** Return a list of phone numbers for a user. - Action **List TTS voices** Retrieve the list of available TTS voices. - Action **List voice agents** Retrieve a list of the account's voice agents. - Action **Transcribe audio** Generate a speech-to-text transcription from audio (not streamed). - Action **Update voice agent** Update an existing voice agent's configuration. ## Each app on its own - [ **Airparser** Airparser is an LLM-powered data extraction tool that extracts structured data from emails, PDFs, documents...](https://apiant.ai/connections/airparser) - [ **Hamsa** AI voice agent platform with lifelike avatars, RAG-powered conversations, and API/SDK for calls, CRM, and...](https://apiant.ai/connections/hamsa) Reviews ## What our customers say ## More from Airparser - [ **Airparser to Action1** Action1 is an autonomous endpoint management platform -cloud-native, scalable, secure, set up in 5 minutes...](https://apiant.ai/connect/airparser-to-action1) - [ **Airparser to Algebras** Algebras is an agentic machine translation engine empowered with LLMs, supporting 100k+ language translation...](https://apiant.ai/connect/airparser-to-algebras) - [ **Airparser to PassEngine** PassEngine is a platform for creating and managing virtual membership cards and QR passes for events...](https://apiant.ai/connect/airparser-to-passengine) - [ **Airparser to Password Pusher** Creates encrypted, self-destructing links for one-time sharing of passwords and sensitive text or files.](https://apiant.ai/connect/airparser-to-password-pusher) - [ **Airparser to Pickaxe** Pickaxe is a simple, no-code platform to build, launch, and sell AI products.](https://apiant.ai/connect/airparser-to-pickaxe) - [ **Airparser to Transport for Los Angeles, US** LA Metro's developer API publishes real-time and static data for bus and rail service in Los Angeles County.](https://apiant.ai/connect/airparser-to-transport-for-los-angeles-us) ## More into Hamsa - [ **MySQL to Hamsa** Connect directly to a MySQL database and run SQL statements from your automations.](https://apiant.ai/connect/mysql-to-hamsa) - [ **TimelinesAI to Hamsa** TimelinesAI allows you to share access to your personal or business Whatsapp account, integrate it with...](https://apiant.ai/connect/timelinesai-to-hamsa) - [ **HubSpot to Hamsa** HubSpot is your all-in-one stop for all of your marketing software needs.](https://apiant.ai/connect/hubspot-to-hamsa) - [ **Salesforce to Hamsa** Salesforce is a leading enterprise customer relationship management (CRM) platform.](https://apiant.ai/connect/salesforce-to-hamsa) - [ **Slack to Hamsa** Slack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...](https://apiant.ai/connect/slack-to-hamsa) - [ **Google Sheets to Hamsa** Google Sheets is Google's online spreadsheet app for creating, editing and sharing spreadsheets.](https://apiant.ai/connect/google-sheets-to-hamsa) Questions ## Airparser and Hamsa, answered ### ### What can start an automation from Airparser? Any of Airparser's 1 trigger in the catalog, including Document Parsed. Describe the moment in plain language and your agent picks the right one. ### ### What can your agent do in Hamsa when something happens in Airparser? Any of Hamsa's 21 actions, including Update voice agent, Add knowledge base item, Add phone number and Add transcription job. Your agent maps the data both ways and tests every scenario before it ships. ### ### Can it also run from Hamsa to Airparser? Hamsa has no triggers in the catalog today, so automations start in Airparser. If you need the other direction, ask: your agent reads Hamsa's API documentation and adds it. ### ### Do I have to build a connector for Airparser or Hamsa? 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 Airparser and Hamsa 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.