Vllm Input Modalities | Agent Skills Atlas

About this skill

vLLM non-chat inference surfaces — text embeddings (/v1/embeddings, /v2/embed), reranking/scoring (/rerank, /score), speech-to-text (/v1/audio/transcriptions, /v1/audio/translations), document OCR via VLMs. Covers 2026 --runner pooling (replacing --task embed), v0.20 deprecations (score→classify, multitask pooling, encode→tokenembed+tokenclassify), Matryoshka/MRL, ColBERT/ColPali/ColQwen late-interaction MaxSim, Cohere v2 /v2/embed, Jina v3/v4/v5 quirks, cross-encoder score templates, Whisper large-v3-turbo quants, DeepSeek-OCR recipe (NGramPerReqLogitsProcessor, no prefix cache, GUNDAM mode).

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Review, license & listing details

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Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: 06dd171f43e466f42ef3ee13c51bf2693a2cf61e3bbcba8f217ebd13ee983967

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Original listing metadata

Original name

vllm-input-modalities

Original description

vLLM non-chat inference surfaces — text embeddings (`/v1/embeddings`, `/v2/embed`), reranking/scoring (`/rerank`, `/score`), speech-to-text (`/v1/audio/transcriptions`, `/v1/audio/translations`), document OCR via VLMs. Covers 2026 `--runner pooling` (replacing `--task embed`), v0.20 deprecations (`score`→`classify`, multitask pooling, `encode`→`token_embed`+`token_classify`), Matryoshka/MRL, ColBERT/ColPali/ColQwen late-interaction MaxSim, Cohere v2 `/v2/embed`, Jina v3/v4/v5 quirks, cross-encoder score templates, Whisper large-v3-turbo quants, DeepSeek-OCR recipe (NGramPerReqLogitsProcessor, no prefix cache, GUNDAM mode).

About this listing

Category: Content & writing
Reported license: Not specified
Listing language (estimated): English
Review status: Not individually reviewed
Agent compatibility: Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.