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Connect Qontext to Langdock via MCP to power conversations and automations with up-to-date company context. With Langdock + Qontext, you can:
  • Select a Context Vault directly inside Langdock (chat, agent, or workflow)
  • Automatically pull relevant, up-to-date context for every prompt
  • Keep full governance and permissions in Qontext (vaults, sources, access)
  • Use Qontext in Chat, Agent, and Workflow modes

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Installation

1

Open Langdock Integrations

In your Langdock workspace, go to Integrations and click on Add integration. Then, choose Start from scratch to add a new MCP-based connection.Langdock add integration
2

Connect Qontext MCP

Choose Connect remote MCP. Add the Qontext MCP server URL and choose OAuth 2.0 as authentication method:MCP server URL:
https://api.qontext.ai/mcp
Langdock start MCP
3

Configure the MCP client

Add a logo, name and description to your MCP client. Leave the headers in step 3 empty and click on + Add connection in step 4.Configure MCP client with Qontext URL
4

Allow Qontext access

When prompted, complete the OAuth flow: log in to Qontext and allow Langdock to access your Qontext account.Allow Qontext access in OAuthYour connection should test successfully now. Make sure to select the retrieval tool to add it to your Langdock actions and save the configurations.Qontext MCP tools in Langdock
5

Trigger Qontext in a new chat

Open a new chat in Langdock and type @Qontext and select the Qontext integration and send your first prompt to it.Trigger Qontext in Langdock ChatThis will trigger the retrieval tool. To continue, select the correct connection and confirm.Chat with Qontext context
6

Connect to your context vault

In the chat, Langdock will now show you the URL that you need to select the correct workspace and vault. In case this does not happen automatically, prompt Langdock to output this URL.Follow URLOpen the link provided, select the vault you want to use, and click Connect.Choose workspace and vault in Qontext
Once connected, Qontext is available across Langdock Chat, Agent, and Workflows. You can use it in any of the three modes described below.Important: You need to set up a new integration per vault you want to connect.

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Using Qontext in Langdock

If you haven’t set up Qontext in Langdock yet, refer to the Installation steps above. Qontext works in all three Langdock surfaces: Chat, Agent, and Workflow.

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Chat

In Chat, you can retrieve context in a direct conversation so you always get answers based on up-to-date company context.
  1. Start or open a chat in Langdock.
  2. Trigger Qontext (@Qontext) when you need context from your vault. Trigger Qontext in Langdock Chat
  3. Enter your prompt to retrieve relevant context from your connected vault.

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Example prompts

@Qontext. What were the key takeaways from last week's sales meeting?

Summarize what we know about Acme Corp. @Qontext.

@Qontext. Find our pricing guidelines and help me draft a proposal.

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Troubleshooting

Ensure the MCP client is configured with the correct URL (https://api.qontext.ai/mcp) and that you have saved and enabled the Qontext tools. Restart or refresh Langdock if needed.
Ask specifically for the URL to access your Qontext vault in the chat. If this does not work, start a new chat and repeat.
In the agent configurator, confirm that the Qontext action is added to the agent and that a connection (and vault) is selected. In workflows, check that the agent node is configured to use the Qontext integration. Include in the prompt to use the retrieval tool.

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Need help?

If you encounter issues with the Langdock integration, reach out at support@qontext.ai.