AI skills and agents for developers

mmBERT-base

jhu-clsp · Kit

Reads and encodes text in over 1,800 languages, for classification, embeddings, retrieval and fill-in-the-blank tasks. Built for developers and researchers who…

Yalda Embedding

Yaldat · Kit

Turns Persian text into 1,024-number embeddings for semantic search and retrieval. Built for developers who need to match Persian questions to the right passag…

bge-small-en-v1.5-GGUF

unsloth · Kit

Turns English text into embeddings for search and retrieval, in a small GGUF file of 33.2M parameters. For developers who build search or retrieval apps on mod…

spkrec-ecapa-voxceleb

speechbrain · Kit

Checks whether two audio recordings come from the same speaker and can output speaker embeddings, using an ECAPA-TDNN model in SpeechBrain. For developers and…

nomic-embed-text-v1.5-GGUF

nomic-ai · Kit

Turns sentences into vectors on your own machine through llama.cpp, using compact GGUF files, for search and RAG questions. For developers who want local text…

BERTimbau Base

neuralmind · Kit

A BERT model pretrained on Brazilian Portuguese that fills in masked words and produces text embeddings. For NLP developers and researchers who work with Portu…

harrier-oss-v1-27b

microsoft · Kit

Turns text in many languages into embedding vectors for search, clustering, similarity, classification and reranking. Made for developers who run semantic sear…

embeddinggemma-2 GGUF

ggml-org · Kit

Runs a GGUF copy of Google's embeddinggemma-2, a 271M feature extraction model, with the llama command or the Llama app. For developers who want a small text e…

UIBK-Embedding-v1

DataScience-UIBK · Kit

Finds the passages that best match a query, using one model that combines token level and whole text matching. An English retrieval model from the University o…

t5-v1_1-xxl-encoder-gguf

city96 · Kit

A GGUF conversion of Google's T5 v1.1 XXL text encoder, for turning text into embeddings in llama.cpp or feeding image generation models through ComfyUI-GGUF.…

bge-small-en-v1.5

BAAI · Kit

A small English text embedding model from BAAI that turns sentences into vectors for search and retrieval. About 33M parameters, and part of the FlagEmbedding…

bge-base-en-v1.5

BAAI · Kit

Turns English text into number vectors for search and retrieval. A 109M-parameter embedding model from BAAI, for developers who build semantic search or retrie…

VieGem-ASR

5CD-AI · Kit

Transcribes Vietnamese and mixed Vietnamese and English speech, offline or in 0.48 second streaming chunks, with a 359M-parameter model on Google's EmbeddingGe…

Qwen3-Embedding-0.6B-GGUF

Qwen · Kit

Turns text into number vectors for search, retrieval and clustering in more than 100 languages, as a 0.6B model in GGUF format. Suits developers building searc…

multilingual-e5-large

intfloat · Kit

Turns text in about 100 languages into 1024-number vectors for search, matching and retrieval. A 560M-parameter embedding model from intfloat, built on xlm-rob…

hs-embed-1

hindsight-ai · Kit

Turns text into compact vectors for search and matching in eight languages, with inputs up to 8,192 tokens. A small 112M embedding model built for Hindsight, r…

bekko-static-v1-slim-100k

flowercomputers · Kit

Turns text into 1024-dimension vectors with a static embedding model, trimmed to 25 languages. Fast sentence similarity and retrieval, without a transformer, i…

V-JEPA 2

facebook · Kit

Turns videos and images into embeddings for video classification, retrieval, or as the video encoder of a vision-language model. Built by FAIR at Meta for deve…

bge-small-zh-v1.5

BAAI · Kit

Turns Chinese text into dense vectors for search, classification, clustering and semantic matching. A 24M-parameter BGE embedding model from BAAI under the MIT…

wespeaker-voxceleb-resnet34-LM

pyannote · Kit

Turns a voice recording into a speaker embedding with a pyannote.audio wrapper around the WeSpeaker ResNet34 model, so you can compare how alike two speakers s…