Topic · AI & LLM Engineering

Best embeddings skills for Claude Code, Codex and other agents.

Skills that generate, store and use embeddings for semantic search and clustering.
skills
381
official
40

Embeddings skills, ranked

Ranked by score. Sort bymost stars,trending,newest,recently updated

Embeddings skills, ranked
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
1
1.AI SDKOfficial

Answer questions about the AI SDK and help build AI-powered features.

vercel-labs/ai-facts16821 repos~1.2kAutomated safety check: PassNo licence5 mo ago
2

Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.

Orchestra-Research/AI-Research-SKILLs13k8 repos~2.3kAutomated safety check: PassMIT3 mo ago
3

Explains OpenAI's CLIP model for zero-shot image classification, image-text similarity, semantic image search and content moderation, with install steps and code patterns.

Orchestra-Research/AI-Research-SKILLs13k8 repos~1.7kAutomated safety check: PassMIT3 mo ago
4

Chooses the right serving container and current image URI for deploying a Hugging Face model to a SageMaker endpoint, preferring Hugging Face images over generic ones.

huggingface/skills11k1 repo~4.6kAutomated safety check: PassApache-2.06 days ago
5

Set up, index, and manage SocratiCode codebase indexing. An agent skill from giancarloerra/SocratiCode.

giancarloerra/SocratiCode3.3k1 repo~1.8kAutomated safety check: PassAGPL-3.05 days ago
6

Routes a sentence-transformers training task to the right model type and required reference docs and example scripts, covering bi-encoders, rerankers, sparse and multi-vector models.

huggingface/skills11k1 repo~2.6kAutomated safety check: PassApache-2.06 days ago
7

Google API integration for blog performance: PageSpeed Insights, CrUX Core Web Vitals with 25-week history, Search Console performance, URL Inspection, Indexing API, GA4 organic traffic, NLP entity…

AgriciDaniel/claude-blog2.3k1 repo~3.3kAutomated safety check: NotesMIT5 days ago
8

Explore and understand codebases using SocratiCode semantic search, dependency graphs, and context artifacts.

giancarloerra/SocratiCode3.3k1 repo~1.5kAutomated safety check: PassAGPL-3.05 days ago
9

Generates vector embeddings through the 9Router /v1/embeddings endpoint, using models from providers such as OpenAI, Gemini, Mistral and Voyage for RAG and semantic search.

decolua/9router30k—~604Automated safety check: PassMIT6 days ago
10

TRIGGER when working with ai-sdk which is Laravel official first-party AI SDK.

trypostit/trypost6762 repos~3.5kAutomated safety check: PassMITtoday
11

Sets up FAISS for fast nearest-neighbor search over large collections of dense vectors, choosing between Flat, IVF, HNSW and product quantization indexes.

Orchestra-Research/AI-Research-SKILLs13k7 repos~1.3kAutomated safety check: PassMIT3 mo ago
12

Biohub ESMFold2 / ESMFold2-Fast all-atom co-folding (Candido et al.

JimLiu/science-skills2274 repos~2.5kAutomated safety check: PassApache-2.03 mo ago
13

Diagnoses and repairs a broken AutoRAG install so every configured datasource is both indexed and returns real search hits.

Marker-Inc-Korea/AutoRAG5.1k—~3.3kAutomated safety check: PassMITyesterday
14

Hook an app, game or script up to the local mlx-serve server for LLM chat, embeddings, image, speech, music, sound effect, video and 3D generation, and Laya/Kev/Clef typed decisions.

ddalcu/mlx-serve1.8k—~1kAutomated safety check: PassUnknowntoday
15

Access 2,000+ AI models and API tools through one MCP interface for inference, media generation, search, scraping, embeddings, social data, and structured retrieval.

iflytek/skillhub5.2k2 repos~2.1kAutomated safety check: PassApache-2.05 days ago
16

AWS Bedrock foundation models for generative AI. An agent skill from itsmostafa/aws-agent-skills.

itsmostafa/aws-agent-skills1.2k1 repo~4.9kAutomated safety check: PassMITyesterday
17

Comprehensive guide for building Agentic RAG systems using Microsoft Agent Framework in C.

shuyu-labs/WebCode278—~1.1kAutomated safety check: PassUnknown3 mo ago
18

Builds a retail product search agent on Google Cloud, from catalog ingestion into BigQuery and Vector Search to ADK scaffolding, evaluation and Cloud Run deployment.

google/adk-recipes10k—~3kAutomated safety check: PassApache-2.0yesterday
19

A skill your agent uses for setting up vector similarity search with pgvector for AI/ML embeddings, RAG applications, or semantic search.

timescale/pg-aiguide1.9k1 repo~3.8kAutomated safety check: PassApache-2.05 days ago
20
20.Ktx

Installs and configures ktx, the open-source context layer for data agents — runs ktx setup non-interactively with hidden CLI flags, configures database connections and embeddings, installs agent…

Kaelio/ktx1.6k—~3.2kAutomated safety check: PassApache-2.026 days ago
21

Persistent compounding memory for AI agents. An agent skill from Goldentrii/AgentRecall-X.

Goldentrii/AgentRecall-X371—~5.2kAutomated safety check: NotesMIT9 days ago
22

A skill your agent uses when the user wants to deploy, run, debug, tear down, or call the REST API of the RTVI-CV 2D detection / tracking microservice.

NVIDIA/skills3.5k1 repo~4.5kAutomated safety check: PassApache-2.0today
23

Read Tessera satellite embeddings with the geotessera Python library.

ucam-eo/geotessera354—~1.6kAutomated safety check: PassMIT3 days ago
24
24.Gno

Search local documents, files, notes, and knowledge bases. An agent skill from gmickel/gno.

gmickel/gno1151 repo~1.6kAutomated safety check: PassMITtoday
25

Set up, download, verify, and seed the optional Grida Library developer corpus into local Supabase.

gridaco/grida2.7k—~1.4kAutomated safety check: PassApache-2.0yesterday
26

Walks through installing and tuning memory-lancedb-pro, picking an embedding, reranker, and LLM combination from four preset configuration plans.

CortexReach/memory-lancedb-pro-skill229—~14kAutomated safety check: PassNo licence6 mo ago
27

Tokenize, tag, and analyze natural language text using Apple's NaturalLanguage framework and translate between languages with the Translation framework.

dpearson2699/swift-ios-skills1.2k1 repo~3.5kAutomated safety check: PassUnknown2 mo ago
28

A skill your agent uses when creating animated demos (GIFs) for pull requests or documentation.

mikeyobrien/ralph-orchestrator3.2k—~1.3kAutomated safety check: PassMIT2 days ago
29

Generate EPUB ebooks from Markdown files with SVG→PNG conversion, remote/local image embedding, compressed illustrations, and WeChat Reading compatibility.

joeseesun/qiaomu-epub-book-generator134—~1.1kAutomated safety check: PassNo licence6 mo ago
30

Scaffold, wire, and verify a neocarta CLI command that wraps a source/format connector (the neocarta <source <verb integration that follows building the library connector).

neo4j-labs/neocarta145—~1.7kAutomated safety check: PassApache-2.0yesterday
31
31.Evo2

Score, embed, and generate DNA sequences with Evo 2, a long-context genomic foundation model.

JimLiu/science-skills2274 repos~1.3kAutomated safety check: PassApache-2.03 mo ago
32

MLX Swift LM - Run LLMs and VLMs on Apple Silicon using MLX.

kellyvv/PhoneClaw1.3k—~3.7kAutomated safety check: PassApache-2.02 mo ago
33

Convert make demo/img statusline snapshots into ANSI-stripped plain text for diffing and PR embedding.

tmck-code/yet-another-statusline242—~649Automated safety check: PassBSD-3-Clause3 days ago
34

Guides evaluation of a RAG system by diagnosing failures in traces, building a retrieval test set and scoring retrieval and generation separately.

ai-evals-course/evals-skills1.5k—~1.9kAutomated safety check: PassApache-2.012 days ago
35

A standardized CLI wrapper for Uni-Mol molecular ML workflows that handles representation extraction (embeddings), model training (regression/classification), and property prediction with built-in…

jinzhezenggroup/computational-chemistry-agent-skills1481 repo~1.5kAutomated safety check: PassLGPL-3.0-or-lateryesterday
36

Build cross-game mashups and total conversions, the "Minecraft inside Elden Ring" or "skateboarding in MW2" kind.

rehan-remade/universal-modder4.7k—~2.3kAutomated safety check: PassMITtoday
37

Open OwnMem Console, the local dashboard for this repository's memory.

grpcer/ownmem423—~563Automated safety check: PassApache-2.0yesterday
38
38.Slab

Writing, editing, and rendering Slab documents (.slab) — the declarative design language for app screens, posters, terminal UIs, and interactive components.

stencil-hq/slab111—~3.1kAutomated safety check: PassMIT1 mo ago
39

RAG-specific best practices for LlamaIndex, ChromaDB, and Celery workers.

llama-farm/llamafarm8371 repo~1.3kAutomated safety check: PassApache-2.03 mo ago
40

Embed proteins with Meta AI's ESM-2 (fair-esm package). An agent skill from JimLiu/science-skills.

JimLiu/science-skills2274 repos~1.2kAutomated safety check: PassApache-2.03 mo ago
41

This skill should be used when finding, tracing, or understanding code in a repository with SymDex available.

husnainpk/SymDex208—~2.3kAutomated safety check: PassMIT5 mo ago
42

Produce proof-of-execution demos of the Packmind CLI (packmind-cli) as terminal-styled images (colors and formatting preserved exactly), for embedding in a GitHub PR.

PackmindHub/packmind317—~3.4kAutomated safety check: PassApache-2.0yesterday
43

Vector embeddings configuration and semantic search. An agent skill from alsk1992/CloddsBot.

alsk1992/CloddsBot2.9k1 repo~1.3kAutomated safety check: PassMIT4 days ago
44

Guide for building Go applications with the Kit SDK. An agent skill from mark3labs/kit.

mark3labs/kit140—~2.6kAutomated safety check: PassMITyesterday
45
45.AI

A skill your agent uses when calling the app's AI gateway from agent tools — chat completions, embeddings, listing models, configuring defaults or BYOK, reading token/cost usage

butterbase-ai/butterbase-skills534—~1.1kAutomated safety check: PassMIT2 days ago
46

A skill your agent uses when adding, debugging, or modifying LLMObs plugins for an LLM library in dd-trace-js.

DataDog/dd-trace-js836—~1.4kAutomated safety check: PassUnknowntoday
47

Configure how the playground is displayed: full, focus, simple, lite, editor, codeblock, and result modes.

live-codes/livecodes1.5k—~1.7kAutomated safety check: PassMITtoday
48

Expert guidance for Satori, the library that converts JSX/HTML and CSS into SVG (the engine behind dynamic Open Graph images and social cards).

usenotra/notra255—~3kAutomated safety check: PassAGPL-3.0today

Questions, answered from the data.

What is the best embeddings skill?

AI SDK (official) from vercel-labs/ai-facts ranks first of the 381 embeddings skills listed here, with the highest score: its repository has 168 GitHub stars, 21 other GitHub owners carry a copy, its SKILL.md loads about 1.2k tokens and it passes the automated safety check with no findings. Next come Chroma Vector Database and CLIP Image-Text Matching.

Which embeddings skills are official?

40 of the 381 embeddings skills are official, published by the vendor's own GitHub organization: AI SDK, SageMaker Serving Image Selection, Sentence-Transformers Training Router, Retail Product Search Agent, Vss Deploy Detection Tracking 2D and 35 more.

How are these skills ranked?

By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.