npm package discovery and stats viewer.

Discover Tips

  • General search

    [free text search, go nuts!]

  • Package details

    pkg:[package-name]

  • User packages

    @[username]

Sponsor

Optimize Toolset

I’ve always been into building performant and accessible sites, but lately I’ve been taking it extremely seriously. So much so that I’ve been building a tool to help me optimize and monitor the sites that I build to make sure that I’m making an attempt to offer the best experience to those who visit them. If you’re into performant, accessible and SEO friendly sites, you might like it too! You can check it out at Optimize Toolset.

About

Hi, 👋, I’m Ryan Hefner  and I built this site for me, and you! The goal of this site was to provide an easy way for me to check the stats on my npm packages, both for prioritizing issues and updates, and to give me a little kick in the pants to keep up on stuff.

As I was building it, I realized that I was actually using the tool to build the tool, and figured I might as well put this out there and hopefully others will find it to be a fast and useful way to search and browse npm packages as I have.

If you’re interested in other things I’m working on, follow me on Twitter or check out the open source projects I’ve been publishing on GitHub.

I am also working on a Twitter bot for this site to tweet the most popular, newest, random packages from npm. Please follow that account now and it will start sending out packages soon–ish.

Open Software & Tools

This site wouldn’t be possible without the immense generosity and tireless efforts from the people who make contributions to the world and share their work via open source initiatives. Thank you 🙏

© 2026 – Pkg Stats / Ryan Hefner

@tekmemo/upstash-vector

v0.1.0

Published

Upstash Vector recall adapter for TekMemo.

Readme

@tekmemo/upstash-vector

npm License: MIT Types CI Status

Production-ready Upstash Vector adapter for TekMemo recall.

This package implements the provider-neutral RecallStore contract from @tekmemo/recall.

It is intentionally not the owner of TekMemo recall contracts. The contract lives in:

@tekmemo/recall

This package only translates that contract into Upstash Vector operations.

The production target is the official @upstash/vector SDK. The adapter also accepts a minimal compatible index shape so tests and dependency-injected hosts can use fakes.


Installation

pnpm add @tekmemo/upstash-vector @tekmemo/recall @upstash/vector

Basic usage

import { Index } from "@upstash/vector";
import { createUpstashRecallStore } from "@tekmemo/upstash-vector";

const index = new Index({
  url: process.env.UPSTASH_VECTOR_REST_URL!,
  token: process.env.UPSTASH_VECTOR_REST_TOKEN!
});

const recall = createUpstashRecallStore(index, {
  environment: "prod",
  tenantId: "ten_123",
  projectId: "proj_123",
  dimension: 1024
});

await recall.upsert([
  {
    id: "chunk_123",
    text: "TekMemo uses file-first memory.",
    embedding: [0.1, 0.2, 0.3],
    metadata: {
      tenantId: "ten_123",
      projectId: "proj_123",
      sourceType: "document",
      sourceId: "core",
      memoryType: "core",
      sourcePath: ".tekmemo/memory/core.md"
    }
  }
]);

const results = await recall.query({
  embedding: [0.1, 0.2, 0.3],
  topK: 5,
  filter: {
    memoryType: "core"
  }
});

Namespace strategy

By default, namespaces are generated as:

tekmemo-<environment>-<tenantId>-<projectId>

Examples:

createUpstashRecallStore(index, {
  environment: "prod",
  tenantId: "ten_123",
  projectId: "proj_123"
});

produces:

tekmemo-prod-ten_123-proj_123

You can also pass an explicit namespace:

createUpstashRecallStore(index, {
  namespace: "tenant/proj"
});

BYOK support

This package is BYOK-ready.

The host app supplies the Upstash client or credentials. This package never stores secrets.

In TekMemo Cloud:

  • the closed-source cloud layer should decrypt and inject user-owned credentials
  • this package should only receive a configured Upstash-compatible index instance

Delete by source

Upstash Vector does not expose a universal provider-neutral “delete all vectors by metadata” contract in this package.

So deleteBySource requires a source-to-chunk resolver:

const recall = createUpstashRecallStore(index, {
  environment: "prod",
  resolveChunkIdsBySource: async ({ projectId, sourceType, sourceId }) => {
    return chunkRegistry.findIdsBySource({ projectId, sourceType, sourceId });
  }
});

This matches TekMemo’s architecture: the chunk registry should know which chunks came from each .tekmemo/ source.


Edge cases handled

  • invalid Upstash client shape
  • unsafe namespaces
  • unsafe tenant/project IDs
  • invalid batch sizes
  • invalid dimensions
  • missing embeddings
  • NaN / Infinity embeddings via @tekmemo/recall
  • duplicate document IDs in a batch
  • document-level namespace grouping
  • provider upsert failures
  • provider query failures
  • provider delete failures
  • non-array query responses
  • unsafe delete IDs
  • delete deduplication
  • delete batching
  • deleteBySource without resolver
  • source resolver failures
  • metadata normalization
  • reserved metadata keys
  • filter escaping
  • required tenant/project isolation filters

Testing

pnpm --filter @tekmemo/upstash-vector typecheck
pnpm --filter @tekmemo/upstash-vector test:run
pnpm --filter @tekmemo/upstash-vector build