# Symbl.ai MCP for AI Agents AI Agent Connect > Symbl.ai extracts structured data from your meetings, calls, and chats. It turns raw audio, video, and text into summaries, action items, and specific topic trackers. Use it to get straight to the point of a conversation without scrubbing through transcripts yourself. It's built for anyone who needs to turn messy conversations into clear project requirements or follow-up tasks. ## Overview - **Category:** communication-messaging - **Price:** Free - **Endpoint:** https://edge.vinkius.com/vk_preview_wBvayQBKR0Ln5lGAM6kTgWQMvaUHsTpPcUgRGOzG/ai-agent-connect - **Tags:** conversation-intelligence, speech-to-text, nlp, meeting-insights, audio-analysis ## Description Imagine you just finished a hour-long stakeholder meeting or a complex sales call. Instead of spending the next hour highlighting notes and trying to remember who promised to do what, your AI agent handles the heavy lifting. This Connector lets your agent listen to the conversation and pull out the meat of the discussion. You can ask it for a summary of the whole thing, a list of follow-up tasks, or even specific questions that were raised during the call. It's about moving from I think we talked about that to Here is exactly what we decided. You'll find it's a lot easier to manage projects when your agent can automatically track specific keywords or sentiment across dozens of different chats. It's one of the practical tools available on the Vinkius catalog that actually makes sense for anyone who lives in meetings. You just feed it the media or text, and it gives you back structured intelligence you can actually use. You won't have to dig through hours of transcripts to find a single quote or a missed requirement. Instead, you get a clean, organized view of what happened, who needs to do what, and what the next steps are. This makes it way easier to keep everyone on the same page without the usual manual overhead of note-taking and data entry. ## Tools ### create_tracker Sets up custom monitoring for specific keywords or phrases. This is great for tracking brand mentions or sentiment. ### get_action_items Lists all tasks and next steps identified in the conversation. It ensures nothing falls through the cracks. ### get_follow_ups Extracts specific follow-up requests from the conversation data. Use it to build your to-do list instantly. ### get_questions Pulls every specific question asked during a processed conversation. This helps you identify user doubts quickly. ### get_summary Provides a concise overview of what happened in a meeting or chat. It gives you the highlights in seconds. ### get_topics Lists the main themes discussed across a specific conversation. Use it to see what people actually cared about. ### process_audio Converts audio files into structured conversation data. It's the first step for analyzing recorded meetings. ### process_text Analyzes text transcripts to extract key insights and IDs. Use this for chat logs or existing transcripts. ### process_video Processes video files to generate conversation intelligence. It turns video content into searchable data. ## Prompt Examples **Prompt:** ``` What were the main takeaways from the call with the marketing team yesterday? ``` **Response:** ``` The marketing team focused on three main areas: * **Budget Allocation** (high priority) * **Content Calendar** updates * **Brand Guidelines** They agreed to move the launch date by one week. ``` **Prompt:** ``` List all the tasks I need to do based on the last sync. ``` **Response:** ``` Based on the sync, here are your action items: - [ ] Update the API documentation by Friday - [ ] Schedule a follow-up with Sarah - [ ] Send the revised budget to the finance team ``` **Prompt:** ``` Did anyone ask about our pricing during the demo? ``` **Response:** ``` Yes, the client asked about pricing three times. They specifically wanted to know about: 1. The enterprise tier costs 2. Volume discounts for over 1,000 users 3. One-time setup fees ``` ## Capabilities ### Summarize long meetings Get a concise overview of a full conversation in seconds. ### Pull out specific follow-up tasks Automatically extract action items and next steps from any transcript. ### Identify recurring themes See the main topics discussed across your communication channels. ### Track specific keywords Monitor for specific phrases to track sentiment or compliance. ### Extract questions from transcripts Pull every specific question asked during a processed conversation. ### Process raw audio and video files Convert raw media into structured conversation data for analysis. ## Use Cases ### User Interview Analysis A Product Manager asks their agent to find all specific questions asked during 20 different research calls to identify common friction points. ### Sales Call Review A sales manager wants to know the top 3 topics discussed in a discovery call with a high-value lead to prepare for the next meeting. ### Compliance Monitoring A company uses create_tracker to flag specific restricted phrases in customer support chats to ensure team guidelines are followed. ### Meeting Recap A developer wants a 3-bullet summary of a project sync to see what needs to be coded next without re-watching the recording. ## Benefits - Stop manually scrubbing transcripts by using process_audio to get data instantly. - Never miss a follow-up again with get_action_items and get_follow_ups. - Identify product requirements faster by using get_topics to see what users actually care about. - Monitor compliance or sentiment automatically with create_tracker for specific phrases. - Get the too long; didn't read version of any call using get_summary. - Keep track of every user doubt with get_questions to inform your roadmap. ## How It Works The bottom line is you turn raw conversation media into actionable project data without manual note-taking. 1. Connect your Symbl.ai App ID and Secret to your AI client. 2. Upload your audio, video, or text files to the Connector. 3. Get a conversation ID to query for summaries, topics, or tasks. ## Frequently Asked Questions **Can Symbl.ai summarize my recorded Zoom meetings?** Yes, it can. You just provide the audio or video file and it generates a concise summary of the whole conversation. **How does Symbl.ai help with user research?** It pulls out the main themes and specific questions from your interviews, making it much easier to spot patterns in what your users actually want. **Can I use Symbl.ai to track specific keywords in my chats?** Yes, you can create trackers for specific phrases. This is great for monitoring sentiment or making sure your team follows specific guidelines. **Does Symbl.ai work with my existing audio files?** It does. You can process raw audio files to get conversation IDs, which you then use to pull out summaries or action items. **Can I get a list of follow-up tasks from a chat?** Absolutely. The Connector can extract specific follow-up requests and action items from any processed text conversation. **Is Symbl.ai good for sales teams?** It's a great fit. Sales reps can use it to quickly identify customer pain points and follow-up opportunities from recorded demo calls. **How do I get a summary of a processed conversation?** Use the `get_summary` tool by providing the specific Conversation ID. The agent will return a structured summary of the key points discussed. **Can I detect specific keywords in my audio or text files?** Yes! Use the `create_tracker` tool to define a list of keywords or phrases. Symbl.ai will then monitor and detect these within your processed conversations. **What insights can I extract from a conversation ID?** You can use `get_topics`, `get_action_items`, `get_follow_ups`, and `get_questions` to retrieve specific intelligence layers from any previously processed media.