Retrieval and Retrieval-augmented LLMs
$ npx skills add FlagOpen/FlagEmbeddingAlternatives
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
100+ Chinese Word Vectors 上百种预训练中文词向量
Retrieval and Retrieval-augmented LLMs
$ npx skills add FlagOpen/FlagEmbeddingFast State-of-the-Art Static Embeddings
$ npx skills add MinishLab/model2vecBringing BERT into modernity via both architecture changes and scaling
$ npx skills add AnswerDotAI/ModernBERTImplementation of the node2vec algorithm.
$ npx skills add eliorc/node2vecNomic Developer API SDK
$ npx skills add nomic-ai/nomictext2vec, text to vector. 文本向量表征工具,把文本转化为向量矩阵,实现了Word2Vec、RankBM25、Sentence-BERT、CoSENT等文本表征、文本相似度计算模型,开箱即用。
$ npx skills add shibing624/text2vecPre-trained subword embeddings in 275 languages, based on Byte-Pair Encoding (BPE)
$ npx skills add bheinzerling/bpembThe Clay Foundation Model - An open source AI model and interface for Earth
$ npx skills add Clay-foundation/modelOpen-source tools for prompt testing and experimentation, with support for both LLMs (e.g. OpenAI, LLaMA) and vector databases (e.g. Chroma, Weaviate, LanceDB).
$ npx skills add hegelai/prompttoolsPredict stock market prices using RNN model with multilayer LSTM cells + optional multi-stock embeddings.
$ npx skills add lilianweng/stock-rnnImplementation of triplet loss in TensorFlow
$ npx skills add omoindrot/tensorflow-triplet-lossSolves basic Russian NLP tasks, API for lower level Natasha projects
$ npx skills add natasha/natashaFuzzy string matching, grouping, and evaluation.
$ npx skills add MaartenGr/PolyFuzzGPT-vup BIliBili | 抖音 | AI | 虚拟主播
$ npx skills add jiran214/GPT-vupPrivacy-respecting metasearch engine
$ npx skills add searx/searxKAG is a logical form-guided reasoning and retrieval framework based on OpenSPG engine and LLMs. It is used to build logical reasoning and factual Q&A solutions for professional domain knowledge bases. It can effectively overcome the shortcomings of the traditional RAG vector similarity calculation model.
$ npx skills add OpenSPG/KAGHow to choose
Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Chinese Word Vectors if it already passes your workflow test and repository review.
Next step
Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.