Semantic Search with KodaGPT API on New Collection from MongoDB API

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Trigger workflow on

New Collection from the MongoDB API

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Semantic Search with the KodaGPT API

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Getting Started#

This integration creates a workflow with a MongoDB trigger and KodaGPT action. When you configure and deploy the workflow, it will run on Pipedream's servers 24x7 for free.

Select this integration
Configure the New Collection trigger
1. Connect your MongoDB account
2. Configure Polling Interval
3. Select a Database
Configure the Semantic Search action
1. Connect your KodaGPT account
2. Configure Question
3. Optional- Configure Chatbot ID
4. Configure alert
Deploy the workflow
Send a test event to validate your setup
Turn on the trigger

Details#

This integration uses pre-built, source-available components from Pipedream's GitHub repo. These components are developed by Pipedream and the community, and verified and maintained by Pipedream.

To contribute an update to an existing component or create a new component, create a PR on GitHub. If you're new to Pipedream component development, you can start with quickstarts for trigger span and action development, and then review the component API reference.

Trigger#

New Collection on MongoDB

Description:Emit new an event when a new collection is added to a database

Version:0.0.7

Key:mongodb-new-collection

View on GitHub

MongoDB Overview#

The MongoDB API provides powerful capabilities to interact with a MongoDB database, allowing you to perform CRUD (Create, Read, Update, Delete) operations, manage databases, and execute sophisticated queries. With Pipedream, you can harness these abilities to automate tasks, sync data across various apps, and react to events in real-time. It’s a combo that’s particularly potent for managing data workflows, syncing application states, or triggering actions based on changes to your data.

Trigger Code#

import common from "../common/base.mjs";

export default {
  ...common,
  key: "mongodb-new-collection",
  name: "New Collection",
  description: "Emit new an event when a new collection is added to a database",
  version: "0.0.7",
  type: "source",
  dedupe: "unique",
  props: {
    ...common.props,
    database: {
      propDefinition: [
        common.props.mongodb,
        "database",
      ],
    },
  },
  methods: {
    ...common.methods,
    _getCollectionIds() {
      return this.db.get("collectionIds");
    },
    _setCollectionIds(collectionIds) {
      this.db.set("collectionIds", collectionIds);
    },
    isRelevant(uuid, collectionIds) {
      return !collectionIds.includes(uuid);
    },
    async processEvent(client, ts) {
      const collectionIds = this._getCollectionIds() || [];
      const collections = await this.mongodb.listCollections(client, this.database);
      for (const collection of collections) {
        const uuid = JSON.stringify(collection.info.uuid);
        if (!this.isRelevant(uuid, collectionIds)) {
          continue;
        }
        collectionIds.push(uuid);
        this.emitEvent(collection, ts);
      }
      this._setCollectionIds(collectionIds);
    },
    generateMeta({
      info, name,
    }, ts) {
      return {
        id: info.uuid,
        summary: name,
        ts,
      };
    },
  },
};

Trigger Configuration#

This component may be configured based on the props defined in the component code. Pipedream automatically prompts for input values in the UI and CLI.

Label	Prop	Type	Description
MongoDB	`mongodb`	`app`	This component uses the MongoDB app.
N/A	`db`	`$.service.db`	This component uses `$.service.db` to maintain state between executions.
Polling Interval	`timer`	`$.interface.timer`	Pipedream will poll the API on this schedule
Database	`database`	`string`	Select a value from the drop down menu.

Trigger Authentication#

MongoDB uses API keys for authentication. When you connect your MongoDB account, Pipedream securely stores the keys so you can easily authenticate to MongoDB APIs in both code and no-code steps.

Before you connect to your Mongo database from Pipedream, please make sure your database is accessible from the public internet. You may need to add a firewall rule allowing connections from 0.0.0.0/0.

Then, enter the details of your Mongo host / database below.

About MongoDB#

MongoDB is an open source NoSQL database management program.

Action#

Semantic Search on KodaGPT

Description:Perform a semantic search within chatbot data [See the documentation](https://kodagpt.readme.io/reference/buscas-semanticas)

Version:0.0.1

Key:kodagpt-semantic-search

View on GitHub

KodaGPT Overview#

The KodaGPT API offers a versatile platform for integrating advanced language processing into your applications, enabling the automation of text-based tasks and enhancing user interactions through natural language understanding. With its capabilities, developers can create dynamic content, automate responses, and analyze text on-the-fly. Leveraging Pipedream's robust integration platform, users can connect KodaGPT with other services to design complex workflows that simplify operations, improve efficiency, and deliver personalized experiences.

Action Code#

import app from "../../kodagpt.app.mjs";

export default {
  key: "kodagpt-semantic-search",
  name: "Semantic Search",
  description: "Perform a semantic search within chatbot data [See the documentation](https://kodagpt.readme.io/reference/buscas-semanticas)",
  version: "0.0.1",
  type: "action",
  props: {
    app,
    question: {
      propDefinition: [
        app,
        "question",
      ],
    },
    chatbotId: {
      propDefinition: [
        app,
        "chatbotId",
      ],
      optional: true,
    },
    alert: {
      type: "alert",
      alertType: "info",
      content: "Bot ID is required if you don't specify Bot ID on the connection popup",
    },
  },
  async run({ $ }) {
    const response = await this.app.semanticSearch({
      $,
      question: this.question,
      chatbotId: this.chatbotId,
    });

    $.export("$summary", `Successfully generated '${response.length}' answers`);

    return response;
  },
};

Action Configuration#

This component may be configured based on the props defined in the component code. Pipedream automatically prompts for input values in the UI.

Label	Prop	Type	Description
KodaGPT	`app`	`app`	This component uses the KodaGPT app.
Question	`question`	`string`	The question to ask the chatbot
Chatbot ID	`chatbotId`	`string`	To get your Chatbot ID, sign in, go to "Integrations". Copy your Chatbot ID from "My Chatbots".