How to integrate Contentful MCP with LlamaIndex

This guide walks you through connecting Contentful to LlamaIndex using the Composio tool router. By the end, you'll have a working Contentful agent that can list all contentful spaces i manage, get details for the 'marketing' space, update the name of your blog space through natural language commands. This guide will help you understand how to give your LlamaIndex agent real control over a Contentful account through Composio's Contentful MCP server. Before we dive in, let's take a quick look at the key ideas and tools involved.

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Introduction

This guide will help you understand how to give your LlamaIndex agent real control over a Contentful account through Composio's Contentful MCP server.

Before we dive in, let's take a quick look at the key ideas and tools involved.

Also integrate Contentful with

OpenAI Agents SDK Claude Agent SDK Claude Code Claude Cowork Codex OpenClaw Hermes CLI Google ADK LangChain Vercel AI SDK Mastra AI CrewAI

TL;DR

Here's what you'll learn:

Set your OpenAI and Composio API keys
Install LlamaIndex and Composio packages
Create a Composio Tool Router session for Contentful
Connect LlamaIndex to the Contentful MCP server
Build a Contentful-powered agent using LlamaIndex
Interact with Contentful through natural language

What is LlamaIndex?

LlamaIndex is a data framework for building LLM applications. It provides tools for connecting LLMs to external data sources and services through agents and tools.

Key features include:

ReAct Agent: Reasoning and acting pattern for tool-using agents
MCP Tools: Native support for Model Context Protocol
Context Management: Maintain conversation context across interactions
Async Support: Built for async/await patterns

What is the Contentful MCP server, and what's possible with it?

The Contentful MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Contentful account. It provides structured and secure access to your Contentful spaces, so your agent can perform actions like listing spaces, retrieving space details, and updating space information on your behalf.

List all available spaces: Quickly fetch a comprehensive list of all Contentful spaces you have access to, making it easier to choose where to manage or publish content.
Retrieve detailed space information: Ask your agent to pull up full details about any specific Contentful space, including metadata and configuration—great for audits or content planning.
Update space names safely: Let your agent rename a space by handling version checks and updates for you, ensuring your workspace stays organized and accurately labeled.
Streamline space management: Automate repetitive space-related tasks, like checking which spaces are available or updating their names, so you can focus on content creation.

What is the Composio tool router, and how does it fit here?

What is Composio SDK?

Composio's Composio SDK helps agents find the right tools for a task at runtime. You can plug in multiple toolkits (like Gmail, HubSpot, and GitHub), and the agent will identify the relevant app and action to complete multi-step workflows. This can reduce token usage and improve the reliability of tool calls. Read more here: Getting started with Composio SDK

The tool router generates a secure MCP URL that your agents can access to perform actions.

How the Composio SDK works

The Composio SDK follows a three-phase workflow:

Discovery: Searches for tools matching your task and returns relevant toolkits with their details.
Authentication: Checks for active connections. If missing, creates an auth config and returns a connection URL via Auth Link.
Execution: Executes the action using the authenticated connection.

Step-by-step Guide

Step by step10 STEPS

Prerequisites

Before you begin, make sure you have:

Python 3.8/Node 16 or higher installed
A Composio account with the API key
An OpenAI API key
A Contentful account and project
Basic familiarity with async Python/Typescript

Getting API Keys for OpenAI, Composio, and Contentful

OpenAI API key (OPENAI_API_KEY)

Go to the OpenAI dashboard
Create an API key if you don't have one
Assign it to OPENAI_API_KEY in .env

Composio API key and user ID

Log into the Composio dashboard
Copy your API key from Settings
- Use this as COMPOSIO_API_KEY
Pick a stable user identifier (email or ID)
- Use this as COMPOSIO_USER_ID

Installing dependencies

npm install @composio/llamaindex @llamaindex/openai @llamaindex/tools @llamaindex/workflow dotenv

Create a new Typescript project and install the necessary dependencies:

@composio/llamaindex: Composio's LlamaIndex integration
@llamaindex/openai: OpenAI LLM integration
@llamaindex/tools: MCP client for LlamaIndex
@llamaindex/workflow: Workflow framework for LlamaIndex
dotenv: Environment variable management

Set environment variables

bash

OPENAI_API_KEY=your-openai-api-key
COMPOSIO_API_KEY=your-composio-api-key
COMPOSIO_USER_ID=your-user-id

Create a .env file in your project root:

These credentials will be used to:

Authenticate with OpenAI's GPT-5 model
Connect to Composio's Tool Router
Identify your Composio user session for Contentful access

Import modules

import "dotenv/config";
import readline from "node:readline/promises";
import { stdin as input, stdout as output } from "node:process";

import { Composio } from "@composio/core";

import { mcp } from "@llamaindex/tools";
import { agent as createAgent } from "@llamaindex/workflow";
import { openai } from "@llamaindex/openai";

dotenv.config();

Create a new file called contentful_llamaindex_agent.ts and import the required modules:

Key imports:

dotenv.config loads .env at runtime
readline gives us a simple CLI chat loop
Composio is the main Composio SDK client
mcp connects to an MCP endpoint
createAgent builds a LlamaIndex agent
openai configures the LLM backend

Load environment variables and initialize Composio

const OPENAI_API_KEY = process.env.OPENAI_API_KEY;
const COMPOSIO_API_KEY = process.env.COMPOSIO_API_KEY;
const COMPOSIO_USER_ID = process.env.COMPOSIO_USER_ID;

if (!OPENAI_API_KEY) throw new Error("OPENAI_API_KEY is not set");
if (!COMPOSIO_API_KEY) throw new Error("COMPOSIO_API_KEY is not set");
if (!COMPOSIO_USER_ID) throw new Error("COMPOSIO_USER_ID is not set");

What's happening:

This ensures missing credentials cause early, clear errors before the agent attempts to initialise.

Create a Tool Router session and build the agent function

async function buildAgent() {

  console.log(`Initializing Composio client...${COMPOSIO_USER_ID!}...`);
  console.log(`COMPOSIO_USER_ID: ${COMPOSIO_USER_ID!}...`);

  const composio = new Composio({
    apiKey: COMPOSIO_API_KEY,
    provider: new LlamaindexProvider(),
  });

  const session = await composio.create(
    COMPOSIO_USER_ID!,
    {
      toolkits: ["contentful"],
    },
  );

  const mcpUrl = session.mcp.url;
  console.log(`Composio Tool Router MCP URL: ${mcpUrl}`);

  const server = mcp({
    url: mcpUrl,
    clientName: "composio_tool_router_with_llamaindex",
    requestInit: {
      headers: {
        "x-api-key": COMPOSIO_API_KEY!,
      },
    },
    // verbose: true,
  });

  const tools = await server.tools();

  const llm = openai({ apiKey: OPENAI_API_KEY, model: "gpt-5" });

  const agent = createAgent({
    name: "composio_tool_router_with_llamaindex",
        description : "An agent that uses Composio Tool Router MCP tools to perform actions.",
    systemPrompt:
      "You are a helpful assistant connected to Composio Tool Router."+
"Use the available tools to answer user queries and perform Contentful actions." ,
    llm,
    tools,
  });

  return agent;
}

What's happening here:

We create a Composio client using your API key and configure it with the LlamaIndex provider
We then create a tool router MCP session for your user, specifying the toolkits we want to use (in this case, contentful)
The session returns an MCP HTTP endpoint URL that acts as a gateway to all your configured tools
LlamaIndex will connect to this endpoint to dynamically discover and use the available Contentful tools.
The MCP tools are mapped to LlamaIndex-compatible tools and plug them into the Agent.

Create an interactive chat loop

async function chatLoop(agent: ReturnType<typeof createAgent>) {
  const rl = readline.createInterface({ input, output });

  console.log("Type 'quit' or 'exit' to stop.");

  while (true) {
    let userInput: string;

    try {
      userInput = (await rl.question("\nYou: ")).trim();
    } catch {
      console.log("\nAgent: Bye!");
      break;
    }

    if (!userInput) {
      continue;
    }

    const lower = userInput.toLowerCase();
    if (lower === "quit" || lower === "exit") {
      console.log("Agent: Bye!");
      break;
    }

    try {
      process.stdout.write("Agent: ");

      const stream = agent.runStream(userInput);
      let finalResult: any = null;

      for await (const event of stream) {
        // The event.data contains the streamed content
        const data: any = event.data;

        // Check for streaming delta content
        if (data?.delta) {
          process.stdout.write(data.delta);
        }

        // Store final result for fallback
        if (data?.result || data?.message) {
          finalResult = data;
        }
      }

      // If no streaming happened, show the final result
      if (finalResult) {
        const answer =
          finalResult.result ??
          finalResult.message?.content ??
          finalResult.message ??
          "";
        if (answer && typeof answer === "string" && !answer.includes("[object")) {
          process.stdout.write(answer);
        }
      }

      console.log(); // New line after streaming completes
    } catch (err: any) {
      console.error("\nAgent error:", err?.message ?? err);
    }
  }

  rl.close();
}

What's happening:

We're creating a direct terminal interface to chat with Contentful
The LLM's responses are streamed to the CLI for faster interaction.
The agent uses context to maintain conversation history
The agent processes the request, selects appropriate Contentful tools, and returns a result
We extract the answer from the result data structure and display it to the user
You can type 'quit' or 'exit' to stop the chat loop gracefully
Agent responses and any errors are streamed in a clear, readable format

Define the main entry point

async function main() {
  try {
    const agent = await buildAgent();
    await chatLoop(agent);
  } catch (err) {
    console.error("Failed to start agent:", err);
    process.exit(1);
  }
}

main();

What's happening here:

We're orchestrating the entire application flow
The agent gets built with proper error handling
Then we kick off the interactive chat loop so you can start talking to Contentful

Run the agent

npx ts-node llamaindex-agent.ts

When prompted, authenticate and authorise your agent with Contentful, then start asking questions.

Complete Code

Here's the complete code to get you started with Contentful and LlamaIndex:

import "dotenv/config";
import readline from "node:readline/promises";
import { stdin as input, stdout as output } from "node:process";

import { Composio } from "@composio/core";
import { LlamaindexProvider } from "@composio/llamaindex";

import { mcp } from "@llamaindex/tools";
import { agent as createAgent } from "@llamaindex/workflow";
import { openai } from "@llamaindex/openai";

dotenv.config();

const OPENAI_API_KEY = process.env.OPENAI_API_KEY;
const COMPOSIO_API_KEY = process.env.COMPOSIO_API_KEY;
const COMPOSIO_USER_ID = process.env.COMPOSIO_USER_ID;

if (!OPENAI_API_KEY) {
    throw new Error("OPENAI_API_KEY is not set in the environment");
  }
if (!COMPOSIO_API_KEY) {
    throw new Error("COMPOSIO_API_KEY is not set in the environment");
  }
if (!COMPOSIO_USER_ID) {
    throw new Error("COMPOSIO_USER_ID is not set in the environment");
  }

async function buildAgent() {

  console.log(`Initializing Composio client...${COMPOSIO_USER_ID!}...`);
  console.log(`COMPOSIO_USER_ID: ${COMPOSIO_USER_ID!}...`);

  const composio = new Composio({
    apiKey: COMPOSIO_API_KEY,
    provider: new LlamaindexProvider(),
  });

  const session = await composio.create(
    COMPOSIO_USER_ID!,
    {
      toolkits: ["contentful"],
    },
  );

  const mcpUrl = session.mcp.url;
  console.log(`Composio Tool Router MCP URL: ${mcpUrl}`);

  const server = mcp({
    url: mcpUrl,
    clientName: "composio_tool_router_with_llamaindex",
    requestInit: {
      headers: {
        "x-api-key": COMPOSIO_API_KEY!,
      },
    },
    // verbose: true,
  });

  const tools = await server.tools();

  const llm = openai({ apiKey: OPENAI_API_KEY, model: "gpt-5" });

  const agent = createAgent({
    name: "composio_tool_router_with_llamaindex",
    description:
      "An agent that uses Composio Tool Router MCP tools to perform actions.",
    systemPrompt:
      "You are a helpful assistant connected to Composio Tool Router."+
"Use the available tools to answer user queries and perform Contentful actions." ,
    llm,
    tools,
  });

  return agent;
}

async function chatLoop(agent: ReturnType<typeof createAgent>) {
  const rl = readline.createInterface({ input, output });

  console.log("Type 'quit' or 'exit' to stop.");

  while (true) {
    let userInput: string;

    try {
      userInput = (await rl.question("\nYou: ")).trim();
    } catch {
      console.log("\nAgent: Bye!");
      break;
    }

    if (!userInput) {
      continue;
    }

    const lower = userInput.toLowerCase();
    if (lower === "quit" || lower === "exit") {
      console.log("Agent: Bye!");
      break;
    }

    try {
      process.stdout.write("Agent: ");

      const stream = agent.runStream(userInput);
      let finalResult: any = null;

      for await (const event of stream) {
        // The event.data contains the streamed content
        const data: any = event.data;

        // Check for streaming delta content
        if (data?.delta) {
          process.stdout.write(data.delta);
        }

        // Store final result for fallback
        if (data?.result || data?.message) {
          finalResult = data;
        }
      }

      // If no streaming happened, show the final result
      if (finalResult) {
        const answer =
          finalResult.result ??
          finalResult.message?.content ??
          finalResult.message ??
          "";
        if (answer && typeof answer === "string" && !answer.includes("[object")) {
          process.stdout.write(answer);
        }
      }

      console.log(); // New line after streaming completes
    } catch (err: any) {
      console.error("\nAgent error:", err?.message ?? err);
    }
  }

  rl.close();
}

async function main() {
  try {
    const agent = await buildAgent();
    await chatLoop(agent);
  } catch (err: any) {
    console.error("Failed to start agent:", err?.message ?? err);
    process.exit(1);
  }
}

main();

Conclusion

You've successfully connected Contentful to LlamaIndex through Composio's Tool Router MCP layer. Key takeaways:

Tool Router dynamically exposes Contentful tools through an MCP endpoint
LlamaIndex's ReActAgent handles reasoning and orchestration; Composio handles integrations
The agent becomes more capable without increasing prompt size
Async Python provides clean, efficient execution of agent workflows

You can easily extend this to other toolkits like Gmail, Notion, Stripe, GitHub, and more by adding them to the toolkits parameter.

TOOLS

Supported Tools

Every Contentful action and event your agent gets out of the box.

Activate Content Type

Activates (publishes) a content type in Contentful.

Archive Asset

Tool to archive an asset in Contentful.

Archive Entry

Tool to archive an entry in Contentful.

Archive Release

Tool to archive a release in Contentful.

Create App Signing Key

Tool to generate an app signing key for a Contentful app definition.

Create Content Type

Tool to create a new content type in a Contentful environment.

Create Entry Task

Tool to create a task on a Contentful entry.

Create Environment

Tool to create a new environment within a Contentful space.

Create App Access Grant

Creates an access grant for an app definition to allow organizations to install the app.

Create Organizations App Definitions

Tool to create a new app definition in a Contentful organization.

Create App Definition Action

Tool to create an action for a Contentful app definition.

Create Organization Invitation

Create an invitation to an organization in Contentful (alpha feature).

Create Organizations Security Contacts

Creates a security contact for a specific organization.

Create Organizations Taxonomy Concepts

Tool to create a new taxonomy concept in a Contentful organization.

Create Organizations Taxonomy Concept Schemes

Tool to create a new taxonomy concept scheme in an organization.

Create Release

Tool to create a new release in Contentful.

Create Delivery API Key

Tool to create a new Delivery API key for a Contentful space.

Create Asset

Tool to create a new asset in a Contentful space environment.

Create Entry

Tool to create a new entry in a Contentful space environment.

Create Entry Comment

Tool to create a comment on an entry in Contentful.

Create Extension

Tool to create a new UI extension within a Contentful space and environment.

Create Scheduled Action

Tool to create a scheduled action for publishing or unpublishing entries/assets in Contentful.

Delete Asset

Deletes an asset by ID from a Contentful environment.

Delete Content Type

Deletes a content type by ID from a Contentful environment.

Delete Entry

Deletes an entry by ID from a Contentful environment.

Delete Environment

Deletes an environment by ID from a Contentful space.

Delete Extension

Deletes an extension by ID from a Contentful environment.

Delete App Event Subscription

Deletes an app event subscription from a Contentful organization.

Delete App Definition Details

Tool to delete app definition details for an organization in Contentful.

Delete App Key

Tool to delete an app key from an app definition in a Contentful organization.

Delete App Definition Signing Secret

Tool to remove the current app signing secret from an app definition.

Delete Organization Security Contact

Deletes a security contact from a Contentful organization.

Delete Release

Deletes a release by ID from a Contentful environment.

Delete Scheduled Action

Cancels a scheduled action by ID in Contentful.

Delete Space Membership

Deletes a space membership by ID from a Contentful space.

Delete Delivery API Key

Tool to delete a single Delivery API key from a Contentful space.

Delete Spaces Upload

Deletes an upload by ID from a Contentful space.

Delete Tag

Deletes a tag by ID from a Contentful environment.

Get App Bundle

Retrieves details of a specific app bundle by its ID.

Get App Definition

Tool to retrieve details of a specific app definition by its ID.

Get Asset

Tool to retrieve a single asset from a Contentful environment by its ID.

Get Content Types

Retrieves all content types in a Contentful environment.

Get Content Type Snapshot

Tool to retrieve a snapshot of a content type by snapshot ID.

Get Content Type Snapshots

Tool to get all snapshots of a content type in Contentful.

Get Editor Interface

Tool to retrieve the editor interface configuration for a content type.

Get Entry Comment

Tool to retrieve a specific comment from an entry in Contentful.

Get Entry References

Tool to retrieve references to a specific entry in Contentful.

Get Entry Snapshots

Tool to get all snapshots of an entry in Contentful.

Get Environment

Tool to retrieve details of a specific environment by its ID within a space.

Get Organization

Retrieves details of a specific organization by its ID.

Get Organization Access Grant

Retrieves the access grant status for a specific organization.

Get Organizations

Tool to get all organizations an account has access to in Contentful.

Get Organizations AI Providers

Retrieves all AI providers configured for an organization in Contentful.

Get Organization App Actions Categories

Retrieves app action categories for a Contentful organization.

Get App Event Subscription

Tool to retrieve details of an app event subscription by organization and app definition ID.

Get Organizations App Definitions

Retrieves all app definitions for a specific organization.

Get Organizations App Definitions Access Grants

Get all app access grants for a specific app definition within an organization.

Get App Definition Actions

Tool to get all actions of an app definition within an organization.

Get App Action Details

Tool to read a specific app action from an app definition within an organization.

Get App Definition App Bundles

Tool to get all app bundles for a specific app definition within an organization.

Get App Definition Functions

Tool to get all functions of an app definition within an organization.

Get App Definition Keys

Tool to retrieve all app keys for a specific app definition in a Contentful organization.

Get App Definition Signing Secret

Tool to retrieve the current app signing secret for an app definition.

Get Organization Enablements

Retrieves feature enablements for a specific organization in Contentful.

Get Organization Invitation

Retrieves a single invitation for an organization (alpha).

Get Organization Periodic Usages

Tool to get organization periodic usage statistics.

Get Organization Roles

Retrieves all space roles in an organization.

Get Organization Security Contacts

Retrieves security contacts for a specific organization that an admin or owner has access to.

Get Organizations Space Enablements

Retrieves all space enablements for a specific organization.

Get Organizations Space Periodic Usages

Tool to retrieve space periodic usage data for an organization.

Get Organizations Taxonomy Concepts

Retrieves all taxonomy concepts for an organization in Contentful.

Get Taxonomy Concept Ancestors

Retrieves the list of ancestor concepts for a specific taxonomy concept.

Get Organizations Taxonomy Concept Schemes

Tool to retrieve all taxonomy concept schemes from an organization.

Get Taxonomy Concept Scheme

Tool to retrieve a specific taxonomy concept scheme from an organization.

Get Organizations Taxonomy Concept Schemes Total

Retrieves the total count of taxonomy concept schemes for a specific organization.

Get Organizations Taxonomy Concepts Total

Retrieves the total count of taxonomy concepts for a specific organization.

Get Release

Tool to get a single release by ID from Contentful.

Get space

Retrieves metadata of a specific space by its ID.

Get Space Memberships

Tool to get all space memberships in a Contentful space.

Get Delivery API Keys

Tool to retrieve all Delivery API keys for a specific Contentful space.

Get Space Environments

Retrieves all environments of a space in Contentful.

List App Installations

Lists all app installations in a specific Contentful environment.

Get All Assets

Retrieves all assets from a specific environment in a Contentful space.

Get Space Environment Locales

Tool to retrieve all locales of a space environment in Contentful.

Get App Installation Functions

Tool to get all functions for an app installation in a Contentful environment.

Get Authenticated User

Tool to retrieve information about the currently authenticated user.

List Entries

Tool to retrieve all entries from a Contentful space environment.

List spaces

Lists all spaces that the authenticated user has access to in Contentful.

Get All Space Roles

Tool to retrieve all roles from a Contentful space.

Publish Entry

Tool to publish an entry in Contentful, making it available via the Content Delivery API.

Query Asset Collection

Tool to retrieve multiple assets with pagination and filtering via GraphQL API.

Query GraphQL Content Type Collection

Tool to query a collection of entries for a specific content type using GraphQL.

Update App Definition

Tool to update an app definition by ID in a Contentful organization.

Update Editor Interface

Tool to update the editor interface configuration for a content type.

Update Entry

Tool to create or update an entry in a Contentful space environment.

Update App Event Subscription

Tool to update or create an app event subscription in a Contentful organization.

Update App Definition Action

Tool to update an action for a Contentful app definition.

Update App Definition Details

Tool to create or update app definition details for an organization in Contentful.

Update App Definition Signing Secret

Tool to create or overwrite the app signing secret for an app definition.

Update Organization Enablements

Updates feature enablements for a specific organization in Contentful.

Update Organization Security Contact

Updates an organization security contact that an admin or owner has access to.

Update Organizations Taxonomy Concepts

Tool to create or update a taxonomy concept with a user-defined ID in a Contentful organization.

Update Organizations Taxonomy Concept Schemes

Tool to create or update a taxonomy concept scheme with a user-defined ID in an organization.

Update space

Updates the name of a specific space.

Update Tag

Creates or updates a tag in a Contentful environment.

Validate Bulk Action

Tool to validate a bulk action before executing it.

FRAMEWORKS

How to build Contentful MCP Agent with another framework

OpenAI Agents SDK

Use Contentful MCP with OpenAI Agents SDK

Claude Agent SDK

Use Contentful MCP with Claude Agent SDK

Claude Code

Use Contentful MCP with Claude Code

Claude Cowork

Use Contentful MCP with Claude Cowork

Codex

Use Contentful MCP with Codex

OpenClaw

Use Contentful MCP with OpenClaw

Hermes

Use Contentful MCP with Hermes

CLI

Use Contentful MCP with CLI

Google ADK

Use Contentful MCP with Google ADK

LangChain

Use Contentful MCP with LangChain

Vercel AI SDK

Use Contentful MCP with Vercel AI SDK

Mastra AI

Use Contentful MCP with Mastra AI

CrewAI

Use Contentful MCP with CrewAI

MORE TOOLKITS

Explore Other Toolkits

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Codeinterpreter

No Auth

Codeinterpreter is a Python-based coding environment with built-in data analysis and visualization. It lets you instantly run scripts, plot results, and prototype solutions inside supported platforms.

GitHub

Oauth2

GitHub is a code hosting platform for version control and collaborative software development. It streamlines project management, code review, and team workflows in one place.

Ably

Api Key

Ably is a real-time messaging platform for live chat and data sync in modern apps. It offers global scale and rock-solid reliability for seamless, instant experiences.

FAQ

Frequently asked questions

With a standalone Contentful MCP server, the agents and LLMs can only access a fixed set of Contentful tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Contentful and many other apps based on the task at hand, all through a single MCP endpoint.

Yes, you can. LlamaIndex fully supports MCP integration. You get structured tool calling, message history handling, and model orchestration while Tool Router takes care of discovering and serving the right Contentful tools.

Yes, absolutely. You can configure which Contentful scopes and actions are allowed when connecting your account to Composio. You can also bring your own OAuth credentials or API configuration so you keep full control over what the agent can do.

All sensitive data such as tokens, keys, and configuration is fully encrypted at rest and in transit. Composio is SOC 2 Type 2 compliant and follows strict security practices so your Contentful data and credentials are handled as safely as possible.

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A lot of students tell us that the moment their connected tools start talking to each other inside Opennote feels almost magical. The agent just knows them, and it's immensely helped keep new users on the platform.

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Co-founder, Opennote

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