air-gapped/skills · .claude/skills/open-webui-embeddings/SKILL.md

open-webui-embeddings skillA

open-webui-embeddings is agent-read markdown (skill) from air-gapped/skills: Choose and wire open-weights embedding + reranker models into Open WebUI's RAG pipeline, across TEI, vLLM, OpenRouter or LiteLLM. Covers model selection on current MTEB data (quality, zero-shot contamination, and a FLOPs-based throughput model, since no leaderboard publishes speed), the query/document prefix strings each model needs and the PREFIX_FIELD_NAME mode switch that silently eats them, the exact wire shapes Open WebUI sends (URL auto-append on embed but NOT rerank; strict Cohere rerank .

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add air-gapped/skills/open-webui-embeddings@git:20260915.3a3abdb
Exact content
mdr add air-gapped/skills/open-webui-embeddings@sha256:c474cb084ce85208

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_xg4p2p2dggppq5qy.svg)](https://markdownregistry.com/a/art_xg4p2p2dggppq5qy)

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Versions

versioncommittedcommitsizeaudit
git:20260915.3a3abdb latest2026-09-15 3a3abdb 17,069 BA view · diff
git:20260915.cfd3ed22026-09-15 cfd3ed2 16,267 BA view · diff
git:20260805.5b682f42026-08-05 5b682f4 14,721 BA view · diff
git:20260805.cd7eae62026-08-05 cd7eae6 11,642 BA view · diff
git:20260729.457cf822026-07-29 457cf82 10,053 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (17069 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

air-gapped/skills · 5 stars · license MIT · pushed 2026-09-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_xg4p2p2dggppq5qy
GET https://markdownregistry.com/api/v1/resolve?ref=air-gapped/skills/open-webui-embeddings
GET https://markdownregistry.com/api/v1/blob/c474cb084ce85208d4ec43136a259707fa9203491f4703bab058498912adc08f