Topic · AI & LLM Engineering
Best embeddings skills for Claude Code, Codex and other agents.
- skills
- 381
- official
- 40
Embeddings skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Answer questions about the AI SDK and help build AI-powered features. | vercel-labs/ | 168 | 21 repos | ~1.2k | Automated safety check: Pass | No licence | 5 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/ | 13k | 8 repos | ~2.3k | Automated safety check: Pass | MIT | 3 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/ | 13k | 8 repos | ~1.7k | Automated safety check: Pass | MIT | 3 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/ | 11k | 1 repo | ~4.6k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
| 5 | Set up, index, and manage SocratiCode codebase indexing. An agent skill from giancarloerra/SocratiCode. | giancarloerra/ | 3.3k | 1 repo | ~1.8k | Automated safety check: Pass | AGPL-3.0 | 5 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/ | 11k | 1 repo | ~2.6k | Automated safety check: Pass | Apache-2.0 | 6 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/ | 2.3k | 1 repo | ~3.3k | Automated safety check: Notes | MIT | 5 days ago |
| 8 | Explore and understand codebases using SocratiCode semantic search, dependency graphs, and context artifacts. | giancarloerra/ | 3.3k | 1 repo | ~1.5k | Automated safety check: Pass | AGPL-3.0 | 5 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/ | 30k | — | ~604 | Automated safety check: Pass | MIT | 6 days ago |
| 10 | TRIGGER when working with ai-sdk which is Laravel official first-party AI SDK. | trypostit/ | 676 | 2 repos | ~3.5k | Automated safety check: Pass | MIT | today |
| 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/ | 13k | 7 repos | ~1.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 12 | 12.Esmfold2 Biohub ESMFold2 / ESMFold2-Fast all-atom co-folding (Candido et al. | JimLiu/ | 227 | 4 repos | ~2.5k | Automated safety check: Pass | Apache-2.0 | 3 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/ | 5.1k | — | ~3.3k | Automated safety check: Pass | MIT | yesterday |
| 14 | 14.Mlx Serve 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/ | 1.8k | — | ~1k | Automated safety check: Pass | Unknown | today |
| 15 | 15.Sandbase 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/ | 5.2k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | 5 days ago |
| 16 | 16.Bedrock AWS Bedrock foundation models for generative AI. An agent skill from itsmostafa/aws-agent-skills. | itsmostafa/ | 1.2k | 1 repo | ~4.9k | Automated safety check: Pass | MIT | yesterday |
| 17 | Comprehensive guide for building Agentic RAG systems using Microsoft Agent Framework in C. | shuyu-labs/ | 278 | — | ~1.1k | Automated safety check: Pass | Unknown | 3 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/ | 10k | — | ~3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 19 | A skill your agent uses for setting up vector similarity search with pgvector for AI/ML embeddings, RAG applications, or semantic search. | timescale/ | 1.9k | 1 repo | ~3.8k | Automated safety check: Pass | Apache-2.0 | 5 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/ | 1.6k | — | ~3.2k | Automated safety check: Pass | Apache-2.0 | 26 days ago |
| 21 | 21.Agent Recall Persistent compounding memory for AI agents. An agent skill from Goldentrii/AgentRecall-X. | Goldentrii/ | 371 | — | ~5.2k | Automated safety check: Notes | MIT | 9 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/ | 3.5k | 1 repo | ~4.5k | Automated safety check: Pass | Apache-2.0 | today |
| 23 | 23.Geotessera Read Tessera satellite embeddings with the geotessera Python library. | ucam-eo/ | 354 | — | ~1.6k | Automated safety check: Pass | MIT | 3 days ago |
| 24 | 24.Gno Search local documents, files, notes, and knowledge bases. An agent skill from gmickel/gno. | gmickel/ | 115 | 1 repo | ~1.6k | Automated safety check: Pass | MIT | today |
| 25 | 25.Opt Library Set up, download, verify, and seed the optional Grida Library developer corpus into local Supabase. | gridaco/ | 2.7k | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 26 | Walks through installing and tuning memory-lancedb-pro, picking an embedding, reranker, and LLM combination from four preset configuration plans. | CortexReach/ | 229 | — | ~14k | Automated safety check: Pass | No licence | 6 mo ago |
| 27 | Tokenize, tag, and analyze natural language text using Apple's NaturalLanguage framework and translate between languages with the Translation framework. | dpearson2699/ | 1.2k | 1 repo | ~3.5k | Automated safety check: Pass | Unknown | 2 mo ago |
| 28 | 28.PR Demo A skill your agent uses when creating animated demos (GIFs) for pull requests or documentation. | mikeyobrien/ | 3.2k | — | ~1.3k | Automated safety check: Pass | MIT | 2 days ago |
| 29 | Generate EPUB ebooks from Markdown files with SVG→PNG conversion, remote/local image embedding, compressed illustrations, and WeChat Reading compatibility. | joeseesun/ | 134 | — | ~1.1k | Automated safety check: Pass | No licence | 6 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/ | 145 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 31 | 31.Evo2 Score, embed, and generate DNA sequences with Evo 2, a long-context genomic foundation model. | JimLiu/ | 227 | 4 repos | ~1.3k | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 32 | 32.Swift Mlx Lm MLX Swift LM - Run LLMs and VLMs on Apple Silicon using MLX. | kellyvv/ | 1.3k | — | ~3.7k | Automated safety check: Pass | Apache-2.0 | 2 mo ago |
| 33 | Convert make demo/img statusline snapshots into ANSI-stripped plain text for diffing and PR embedding. | tmck-code/ | 242 | — | ~649 | Automated safety check: Pass | BSD-3-Clause | 3 days ago |
| 34 | 34.Evaluate RAG 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/ | 1.5k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | 12 days ago |
| 35 | 35.Unimol 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/ | 148 | 1 repo | ~1.5k | Automated safety check: Pass | LGPL-3.0-or-later | yesterday |
| 36 | 36.Mashup Mods Build cross-game mashups and total conversions, the "Minecraft inside Elden Ring" or "skateboarding in MW2" kind. | rehan-remade/ | 4.7k | — | ~2.3k | Automated safety check: Pass | MIT | today |
| 37 | Open OwnMem Console, the local dashboard for this repository's memory. | grpcer/ | 423 | — | ~563 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 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/ | 111 | — | ~3.1k | Automated safety check: Pass | MIT | 1 mo ago |
| 39 | 39.RAG Skills RAG-specific best practices for LlamaIndex, ChromaDB, and Celery workers. | llama-farm/ | 837 | 1 repo | ~1.3k | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 40 | 40.Fair Esm2 Embed proteins with Meta AI's ESM-2 (fair-esm package). An agent skill from JimLiu/science-skills. | JimLiu/ | 227 | 4 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 41 | This skill should be used when finding, tracing, or understanding code in a repository with SymDex available. | husnainpk/ | 208 | — | ~2.3k | Automated safety check: Pass | MIT | 5 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/ | 317 | — | ~3.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 43 | 43.Embeddings Vector embeddings configuration and semantic search. An agent skill from alsk1992/CloddsBot. | alsk1992/ | 2.9k | 1 repo | ~1.3k | Automated safety check: Pass | MIT | 4 days ago |
| 44 | 44.Kit SDK Guide for building Go applications with the Kit SDK. An agent skill from mark3labs/kit. | mark3labs/ | 140 | — | ~2.6k | Automated safety check: Pass | MIT | yesterday |
| 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/ | 534 | — | ~1.1k | Automated safety check: Pass | MIT | 2 days ago |
| 46 | A skill your agent uses when adding, debugging, or modifying LLMObs plugins for an LLM library in dd-trace-js. | DataDog/ | 836 | — | ~1.4k | Automated safety check: Pass | Unknown | today |
| 47 | Configure how the playground is displayed: full, focus, simple, lite, editor, codeblock, and result modes. | live-codes/ | 1.5k | — | ~1.7k | Automated safety check: Pass | MIT | today |
| 48 | 48.Satori 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/ | 255 | — | ~3k | Automated safety check: Pass | AGPL-3.0 | today |
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.
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