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Serving embeddings and rerankers: TEI, Triton, NIM v1.0.0

Use this resource to deploy an embedding and reranking server in production

New

  • 396 downloads
  • 249 likes
  • 138 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install embedding-reranker-model-serving

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent helps you deploy embedding and reranker models with Text Embeddings Inference, NVIDIA Triton or NVIDIA NIM. You get Docker commands, an ONNX configuration for CPU and a Python client.

Mostly picked by

Updated November 2, 2026

Card for the “Serving embeddings and rerankers: TEI, Triton, NIM” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: starting TEI with a BGE model and a reranker
  • SKILL.md: ONNX builds, sizing and Python client
  • SKILL.md: model repository and config.pbtxt for Triton

Good fit for

  • Your RAG pipeline is slowed down by embedding computation
  • You serve an embedder and a reranker on the same GPU

Not for

    Tags

    • embeddings
    • reranker
    • inference
    • gpu

    About

    You say

    “Deploy BGE-large on TEI with Docker, then a cross-encoder reranker on the same server.”

    Card for the “Serving embeddings and rerankers: TEI, Triton, NIM” skill

    Skill published by claude-dev-suite under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to deploy an embedding and reranking server in production
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md9.1 KB

    Origin and licence

    Listed unmodified

    Author
    claude-dev-suite
    Source
    github.com/claude-dev-suite/claude-dev-suite/tree/e10ab644ba43abe2abc923399226df4af7337214/skills/rag-ops/tei-triton-serving
    Licence
    MIT

    Notice

    « tei-triton-serving » (claude-dev-suite, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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