[PR #4223] integration: add Voxell Forge embeddings docs #4212

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opened 2026-06-05 19:13:09 -04:00 by yindo · 0 comments
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📋 Pull Request Information

Original PR: https://github.com/langchain-ai/docs/pull/4223
Author: @JCorners68
Created: 5/30/2026
Status: 🔄 Open

Base: mainHead: forge-embeddings-integration


📝 Commits (1)

  • 91819af integration: add Voxell Forge embeddings docs

📊 Changes

4 files changed (+135 additions, -0 deletions)

View changed files

📝 src/oss/python/integrations/embeddings/index.mdx (+1 -0)
src/oss/python/integrations/embeddings/voxell.mdx (+70 -0)
📝 src/oss/python/integrations/providers/all_providers.mdx (+8 -0)
src/oss/python/integrations/providers/voxell.mdx (+56 -0)

📄 Description

Adds a docs listing for the Voxell Forge embeddings integration.

langchain-voxell is a third-party partner package (ForgeEmbeddings, subclasses langchain_core.embeddings.Embeddings) for Forge, Voxell's hosted text-embedding API. It runs the Qwen3-Embedding family across three tiers (turbo 1024d, pro 2560d, ultra 4096d) with Matryoshka dimension truncation.

Mirrors the existing Isaacus embeddings + provider pages.

Files

  • add src/oss/python/integrations/embeddings/voxell.mdx — integration guide
  • add src/oss/python/integrations/providers/voxell.mdx — provider page
  • edit src/oss/python/integrations/embeddings/index.mdx — alphabetical card entry
  • edit src/oss/python/integrations/providers/all_providers.mdx — alphabetical card entry

Docs-only; the package is already published to PyPI and maintained in its own repo.


🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.

## 📋 Pull Request Information **Original PR:** https://github.com/langchain-ai/docs/pull/4223 **Author:** [@JCorners68](https://github.com/JCorners68) **Created:** 5/30/2026 **Status:** 🔄 Open **Base:** `main` ← **Head:** `forge-embeddings-integration` --- ### 📝 Commits (1) - [`91819af`](https://github.com/langchain-ai/docs/commit/91819afb8f54eca5b54035d93c4342924959358f) integration: add Voxell Forge embeddings docs ### 📊 Changes **4 files changed** (+135 additions, -0 deletions) <details> <summary>View changed files</summary> 📝 `src/oss/python/integrations/embeddings/index.mdx` (+1 -0) ➕ `src/oss/python/integrations/embeddings/voxell.mdx` (+70 -0) 📝 `src/oss/python/integrations/providers/all_providers.mdx` (+8 -0) ➕ `src/oss/python/integrations/providers/voxell.mdx` (+56 -0) </details> ### 📄 Description Adds a docs listing for the **Voxell Forge** embeddings integration. [`langchain-voxell`](https://pypi.org/project/langchain-voxell/) is a third-party partner package (`ForgeEmbeddings`, subclasses `langchain_core.embeddings.Embeddings`) for [Forge](https://voxell.ai/forge), Voxell's hosted text-embedding API. It runs the Qwen3-Embedding family across three tiers (`turbo` 1024d, `pro` 2560d, `ultra` 4096d) with Matryoshka dimension truncation. Mirrors the existing Isaacus embeddings + provider pages. ### Files - **add** `src/oss/python/integrations/embeddings/voxell.mdx` — integration guide - **add** `src/oss/python/integrations/providers/voxell.mdx` — provider page - **edit** `src/oss/python/integrations/embeddings/index.mdx` — alphabetical card entry - **edit** `src/oss/python/integrations/providers/all_providers.mdx` — alphabetical card entry Docs-only; the package is already published to PyPI and maintained in its own repo. --- <sub>🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.</sub>
yindo added the pull-request label 2026-06-05 19:13:09 -04:00
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Reference: langchain-ai/docs#4212