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#embedding

Every repository in the public record carrying this tag — from its GitHub topics or the keywords its package registries publish. Health is measured under the same versioned methodology as the rest of the record.

41 records
Tagged “embedding”Ranked by health index
PyPI
98Exceptionalhealth index
ipython/ipython
Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.
Python★ 16.8K↓ 167M/moSep 16, 2026
BSD-3-ClauseSep 16, 2026 · metrics 2.10.0
PyPI
97Exceptionalhealth index
redis/redis-vl-python
Redis Vector Library (RedisVL) -- the AI-native Python client for Redis.
Python★ 424↓ 2.8M/moAug 27, 2026
MITAug 27, 2026 · metrics 2.10.0
npm · PyPI · crates.io
94Exceptionalhealth index
apple/embedding-atlas
Embedding Atlas is a tool that provides interactive visualizations for large embeddings. It allows you to visualize, cross-filter, and search embeddings and metadata.
TypeScript · Rust · Svelte★ 4,949↓ 20K/moSep 18, 2026
MITSep 18, 2026 · metrics 2.10.0
PyPI · Go · npm
94Exceptionalhealth index
infiniflow/infinity
The AI-native database built for LLM applications, providing incredibly fast hybrid search of dense vector, sparse vector, tensor (multi-vector), and full-text.
C++★ 4,684Aug 28, 2026
Apache-2.0Aug 28, 2026 · metrics 2.10.0
PyPI
94Exceptionalhealth index
modelscope/ms-swift
Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.6, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Gemma4, Llava, Phi4, ...) (AAAI 2025).
Python★ 15.4K↓ 111K/moAug 27, 2026
Apache-2.0Aug 27, 2026 · metrics 2.10.0
PyPI
93Exceptionalhealth index
qdrant/fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
Python · Jupyter Notebook★ 3,193↓ 5.2M/moSep 10, 2026
Apache-2.0Sep 10, 2026 · metrics 2.10.0
PyPI · crates.io
88Excellenthealth index
RyanCodrai/turbovec
A vector index built on TurboQuant, written in Rust with Python bindings
Rust · Python★ 16.2K↓ 76K/moAug 23, 2026
MITAug 23, 2026 · metrics 2.10.0
npm
87Excellenthealth index
withcatai/node-llama-cpp
Run AI models locally on your machine with node.js bindings for llama.cpp. Enforce a JSON schema on the model output on the generation level
TypeScript★ 2,162↓ 3.6M/moAug 27, 2026
MITAug 27, 2026 · metrics 2.10.0
PyPI · npm
86Excellenthealth index
n24q02m/mcp-core
Shared foundation for building MCP servers -- Streamable HTTP transport, OAuth 2.1, browser-based credential setup, and a shared embedding daemon.
Python · TypeScript★ 1↓ 20.7K/moOct 20, 2026
Apache-2.0Oct 20, 2026 · metrics 2.10.0
npm
83Excellenthealth index
jagreehal/ai-sdk-ollama
A Vercel AI SDK provider for Ollama built on the official ollama package. Type safe, future proof, with cross provider compatibility and native Ollama features.
TypeScript★ 131↓ 223.6K/moSep 17, 2026
MITSep 17, 2026 · metrics 2.10.0
npm · PyPI
83Excellenthealth index
memtomem/memtomem
Markdown-first, long-term memory infrastructure for AI agents. Hybrid BM25 + semantic search across markdown/code files via MCP.
Python★ 14↓ 814/moSep 18, 2026
Apache-2.0Sep 18, 2026 · metrics 2.10.0
PyPI
83Excellenthealth index
milvus-io/milvus-lite
A lightweight version of Milvus
Python★ 462↓ 1.6M/moSep 12, 2026
Apache-2.0Sep 12, 2026 · metrics 2.10.0
Go
81Excellenthealth index
Timwood0x10/ARES
ARES is a self-healing multi-agent runtime that combines event sourcing, memory distillation, chaos engineering, and evolutionary workflow optimization.
Go★ 16Sep 13, 2026
Apache-2.0Sep 13, 2026 · metrics 2.10.0
RubyGems
81Excellenthealth index
dilolabs/nosia
Self-hosted AI RAG + MCP Platform
Ruby · HTML★ 212Sep 17, 2026
MITSep 17, 2026 · metrics 2.10.0
npm
78Goodhealth index
BloomLabsInc/genkit-plugins
Community Plugins for Genkit (OpenAI, Groq, Anthropic, Cohere, etc)
TypeScript★ 182↓ 79.1K/moSep 12, 2026
Apache-2.0Sep 12, 2026 · metrics 2.10.0
npm · PyPI
77Goodhealth index
sqliteai/sqlite-vector
SQLite-Vector is a cross-platform, ultra-efficient SQLite extension that brings vector search capabilities to your embedded database.
C★ 1,192↓ 25.6K/moOct 21, 2026
Apache-2.0Oct 21, 2026 · metrics 2.10.0
NuGet
75Goodhealth index
iyulab/FileFlux
.NET RAG document processing library that transforms PDF, DOCX, HWP, and more into optimized chunks via a 5-stage pipeline with Rust-based FFI readers.
C#★ 5Oct 20, 2026
MITOct 20, 2026 · metrics 2.10.0
PyPI
75Goodhealth index
n24q02m/fastretrieval
Fast multi-model retrieval runtime: ONNX and GGUF embeddings, reranking, and a declarative model contract
Python★ 1↓ 5,221/moSep 18, 2026
Apache-2.0Sep 18, 2026 · metrics 2.10.0
npm
73Goodhealth index
rush-db/rushdb
RushDB is a graph + vector database and memory layer for AI agents. Push any JSON, get typed, searchable, relationship-aware records back — no schema, no migrations. Built on Neo4j.
TypeScript★ 323↓ 1,339/moSep 5, 2026
No licenseSep 5, 2026 · metrics 2.10.0
npm
73Goodhealth index
zvec-ai/zvec-node
High-performance Node.js bindings for Zvec, a lightweight, lightning-fast, in-process vector database
C++ · TypeScript★ 13↓ 25.5K/moSep 13, 2026
Apache-2.0Sep 13, 2026 · metrics 2.10.0
crates.io · npm
71Goodhealth index
LingXia-Dev/Rong
Rong is a JavaScript runtime for Rust with a unified API over multiple JS engines. It is designed for embedding, Rust-driven JS APIs, and long-lived worker runtimes.
Rust · JavaScript★ 4↓ 60.6K/moOct 20, 2026
Apache-2.0Oct 20, 2026 · metrics 2.10.0
npm · crates.io
71Goodhealth index
jonathanong/vurst
No repository description published.
Rust · JavaScript★ 0↓ 11K/moSep 9, 2026
MITSep 9, 2026 · metrics 2.10.0
npm
69Goodhealth index
IBazylchuk/paparats-mcp
Local‑first MCP server for multi‑repository semantic code search with Qdrant and llama. Turns your entire workspace into private context for AI coding assistants like Claude Code, Codex, Cursor, Copilot, Antigravity and Windsurf.
TypeScript★ 10↓ 2,593/moSep 10, 2026
MITSep 10, 2026 · metrics 2.10.0
crates.io
69Goodhealth index
lexoliu/aither
Providing unified trait abstractions for AI models
Rust★ 2↓ 4,352/moOct 19, 2026
MITOct 19, 2026 · metrics 2.10.0
npm
67Goodhealth index
hexinmiao96/vue-ai-hooks
No repository description published.
TypeScript · JavaScript★ 1↓ 3,661/moSep 15, 2026
MITSep 15, 2026 · metrics 2.10.0
NuGet
67Goodhealth index
iyulab/FluxIndex
Production-ready .NET 10 RAG library with hybrid vector + keyword search, multi-backend storage (SQLite, PostgreSQL, Neo4j, Qdrant), and MCP server integration.
C#★ 6Sep 15, 2026
MITSep 15, 2026 · metrics 2.10.0
npm
67Goodhealth index
zirkelc/chunkdown
Tree-based markdown text splitter
TypeScript★ 65↓ 7,493/moOct 21, 2026
MITOct 21, 2026 · metrics 2.10.0
Go
63Moderatehealth index
hexagon-codes/ai-core
AI 能力底座 — 统一 LLM Provider 接口(OpenAI/Anthropic/DeepSeek/Gemini/Ollama),图片生成,视频生成,Embedding,向量存储,记忆管理。Hexagon 生态 L1。
Go★ 0Sep 8, 2026
Apache-2.0Sep 8, 2026 · metrics 2.10.0
Go
62Moderatehealth index
RealAlexandreAI/json-repair
🔧 Repair JSON!Solution for JSON Anomalies from LLMs.
Go★ 383Sep 12, 2026
GPL-3.0Sep 12, 2026 · metrics 2.10.0
PyPI
62Moderatehealth index
aetna000/atmem
Local-first, auditable memory for AI agents, with governed retrieval, delegated context delivery, and verifiable execution evidence. Works with OpenClaw, MCP, Pydantic AI, and LangChain/LangGraph. No external API required for local memory. Install with pip: pip install atmem
Python★ 10↓ 2,217/moSep 15, 2026
Apache-2.0Sep 15, 2026 · metrics 2.10.0