OpenAICodex

Connect Codex to Qdrant

Give an AI agent your Qdrant instance as a tool and it can manage its own search index and long-term memory while it works. It can create a collection, upsert points, run a vector query or a recommendation, retrieve or scroll matching records, and set or clear payload metadata on its own, calling each operation as a tool. That turns retrieval from a fixed pipeline into something the agent drives directly, storing what it learns and searching it back when it needs context.
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Opens a workflow with 18 tools ready to use.

What happens next

Set up in minutes

The open button drops you into a guided setup. It asks exactly this, nothing else:
  1. Choose where it runs

    On your computer through your own Codex, or hosted in the cloud. The rest of setup adapts to your choice:

  2. Pick what it can do in Qdrant

    A preset of real Qdrant operations. Each one becomes a tool the agent can call, and it can't touch anything outside the list.

  3. Connect Qdrant

    One sign-in. The agent acts through your account, scoped to the operations you picked.

  4. Add your personal MCP link

    The last step mints a private MCP URL for this agent and walks you through exactly this, with your real link filled in. The page flips to Connected the moment your Codex first calls in.

    Run this in your terminal

    $codex mcp add noclick --url https://mcp.noclick.app/s/<your-link>

    <your-link> is your personal server URL — setup mints it for you.

Exact capabilities

Tools Codex gets

Pick the operations you want and each becomes a tool the agent can call directly while it works.

Qdrant

18 tools
Query / Search

Find the most similar points to a query vector (similarity search).

Upsert Points

Insert or overwrite points in a collection.

Retrieve Points

Retrieve points by their IDs.

Delete Points

Delete points by ID or by filter.

Scroll Points

Scroll through all points in a collection with optional filter and cursor-based pagination.

Count Points

Count points in a collection, with optional filter.

Recommend Points

Find points similar to positive examples and dissimilar from negative examples.

List Collections

List all collections.

Get Collection Info

Get detailed info and stats for a single collection.

Create Collection

Create a new collection.

Update Collection

Update collection parameters (optimizers, HNSW, quantization).

Delete Collection

Delete a collection and all its points permanently.

Set Payload

Set (merge) payload fields on points selected by IDs or filter.

Delete Payload Keys

Delete specific payload keys from points.

Clear Payload

Remove all payload from points selected by IDs or filter.

Create Payload Index

Create a payload field index to speed up filtered searches.

Delete Payload Index

Delete a payload field index.

Upload & Index Document

Upload a document file, chunk + embed it, and upsert the points.

Starting points

What you can build

When a new document lands in your pipeline, embed it and call Upload and Index Document to add it to a Qdrant collection automatically.
On each incoming support ticket, run a Query / Search against your knowledge base collection and return the closest matching articles.
Every night, use Scroll Points to page through a collection and Delete Points for records that are past their retention window.
When a product is updated, upsert its new embedding with Upsert Points and refresh its metadata with Set Payload in the same run.
Feed a customer's recent purchases into Recommend Points to surface similar items for a personalized follow-up email.
Before a bulk import, call Create Collection with the right vector size and add a Create Payload Index so filtered searches stay fast.

Meet the runner

About Codex

Codex is OpenAI's command-line coding agent. NoClick runs it as a hosted agent and lets you connect your apps to it as tools, turning it from a coding assistant into an operator that can act across your systems. Connect an integration to the agent and Codex can query, create, and update records in that app directly. You keep the Codex experience and give it real reach into the tools your team already uses.
Fast, capable code generation and editing
Good at well-scoped, concrete tasks
Strong at API and data manipulation
Familiar to teams already on OpenAI tooling

Good to know

Frequently asked questions

Keep exploring

More ways to connect

Make it yours

Open your Codex agent in one click.

NoClick runs Codex for you with Qdrant wired in as tools. Connect your account and run.