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#embeddings

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.

60 records
Tagged “embeddings”Ranked by health index
PyPI · crates.io
88Excellenthealth index
eventual-inc/daft
High-performance data engine for AI and multimodal workloads. Process images, audio, video, and structured data at any scale
Rust · Python · Jupyter Notebook★ 5,635↓ 916.1K/moJul 17, 2026
Apache-2.0Jul 17, 2026 · metrics 1.13.0
npm
87Excellenthealth index
supabase/supabase
The Postgres development platform. Supabase gives you a dedicated Postgres database to build your web, mobile, and AI applications.
TypeScript★ 106.3K↓ 0/moJul 13, 2026
Apache-2.0Jul 13, 2026 · metrics 1.13.0
Maven · npm
84Goodhealth index
langchain4j/langchain4j
LangChain4j is an idiomatic, open-source Java library for building LLM-powered applications on the JVM. It offers a unified API over popular LLM providers and vector stores, and makes implementing tool calling (including MCP support), agents and RAG easy. It integrates seamlessly with enterprise Java frameworks like Quarkus and Spring Boot.
Java★ 12.6KJul 20, 2026
Apache-2.0Jul 20, 2026 · metrics 1.13.0
PyPI
82Goodhealth index
embeddings-benchmark/mteb
MTEB: State-of-the-art evaluation of embeddings across languages and modalities
Python · Jupyter Notebook★ 3,362Jul 19, 2026
Apache-2.0Jul 19, 2026 · metrics 1.13.0
Packagist · PyPI
78Goodhealth index
LLPhant/LLPhant
LLPhant - A comprehensive PHP Generative AI Framework using OpenAI GPT 4. Inspired by Langchain
PHP★ 1,701↓ 31.6K/moJul 20, 2026
MITJul 20, 2026 · metrics 1.13.0
PyPI · npm
78Goodhealth index
MemPalace/mempalace
The best-benchmarked open-source AI memory system. And it's free.
Python★ 57.4K↓ 77.9K/moJul 17, 2026
MITJul 17, 2026 · metrics 1.13.0
78Goodhealth index
tetherto/qvac
QVAC - Local AI SDK and libraries for building private, cross-platform, peer-to-peer AI applications. Run LLMs, speech-to-text, translation, and more locally on Linux, macOS, Windows, Android, and iOS.
TypeScript · JavaScript · C++★ 321Jul 18, 2026
Apache-2.0Jul 18, 2026 · metrics 1.13.0
Go · npm · PyPI
77Goodhealth index
Tencent/WeKnora
Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.
Go · Vue · TypeScript★ 18.7KJul 21, 2026
Custom licenseJul 21, 2026 · metrics 1.13.0
Packagist · npm
76Goodhealth index
netresearch/t3x-nr-llm
The shared AI foundation for TYPO3 — one LLM setup for every extension on your site
PHP★ 4↓ 2,421/moJul 22, 2026
GPL-2.0Jul 22, 2026 · metrics 1.13.0
PyPI
76Goodhealth index
qdrant/fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
Python · Jupyter Notebook★ 3,092Jul 18, 2026
Apache-2.0Jul 18, 2026 · metrics 1.13.0
npm
75Goodhealth index
CopilotKit/aimock
Mock everything your AI app talks to — LLM APIs, MCP, A2A, AG-UI, vector DBs, search. One package, one port, zero dependencies.
TypeScript★ 651↓ 2.7M/moJul 21, 2026
MITJul 21, 2026 · metrics 1.13.0
PyPI
75Goodhealth index
minishlab/semble
Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read
Python★ 5,635↓ 141.3K/moJul 17, 2026
MITJul 17, 2026 · metrics 1.13.0
npm
75Goodhealth index
thedotmack/claude-mem
Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode + More
JavaScript★ 87K↓ 72.6K/moJul 13, 2026
Apache-2.0Jul 13, 2026 · metrics 1.13.0
PyPI
75Goodhealth index
zilliztech/memsearch
A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex), backed by Markdown and Milvus.
Python · Shell★ 2,250↓ 102.3K/moJul 18, 2026
MITJul 18, 2026 · metrics 1.13.0
crates.io
72Goodhealth index
Anush008/fastembed-rs
Rust library for generating vector embeddings, reranking locally!
Rust★ 963↓ 416.6K/moJul 17, 2026
Apache-2.0Jul 17, 2026 · metrics 1.13.0
PyPI · npm
72Goodhealth index
n24q02m/mnemo-mcp
Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited.
Python★ 8Jul 18, 2026
MITJul 18, 2026 · metrics 1.13.0
PyPI
71Goodhealth index
lfnovo/esperanto
A unified interface for various AI model providers
Python★ 204↓ 31.5K/moJul 19, 2026
MITJul 19, 2026 · metrics 1.13.0
npm
70Goodhealth index
muxinc/ai
A typescript library for connecting videos in your Mux account to multi-modal LLMs.
TypeScript★ 71↓ 26.7K/moJul 17, 2026
Custom licenseJul 17, 2026 · metrics 1.13.0
crates.io
69Moderatehealth index
bzsanti/oxidizePdf
Pure Rust PDF library for AI/RAG: structure-aware chunking, no ML, no C deps.
Rust★ 182↓ 6,045/moJul 13, 2026
MITJul 13, 2026 · metrics 1.13.0
crates.io · PyPI
68Moderatehealth index
cyberlife-coder/VelesDB
The local-first memory engine for AI agents. One offline Rust binary fuses vector + graph + columnar under SQL — remember / recall / why over the Model Context Protocol. why() reconnects a decision to its context across sessions, where pure vector recall (Mem0/Zep) goes blind. Runs on server, laptop, browser, edge. Zero cloud.
Rust★ 75Jul 15, 2026
Custom licenseJul 15, 2026 · metrics 1.13.0
NuGet
67Moderatehealth index
JerrettDavis/JD.SemanticKernel.Extensions
Semantic Kernel extensions for Claude Code skills, hooks, context compaction, and semantic memory.
C#★ 1Jul 21, 2026
MITJul 21, 2026 · metrics 1.13.0
npm · PyPI
67Moderatehealth index
asklokesh/loki-mode
Multi-agent autonomous SDLC framework. Spec to deployed app. PRD, GitHub issue, OpenAPI/JSON/YAML, or one-line brief. 5 AI providers, 8 quality gates.
Shell · Python · TypeScript★ 1,018↓ 27.8K/moJul 15, 2026
Custom licenseJul 15, 2026 · metrics 1.13.0
NuGet
66Moderatehealth index
lofcz/LLMTornado
The .NET library to build AI agents with 30+ built-in connectors.
C#★ 627Jul 21, 2026
MITJul 21, 2026 · metrics 1.13.0
crates.io · Go · npm +1
66Moderatehealth index
major7apps/pensyve
Universal memory runtime for AI agents
Rust · Python★ 56↓ 127/moJul 17, 2026
Custom licenseJul 17, 2026 · metrics 1.13.0
npm
66Moderatehealth 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★ 315↓ 0/moJul 14, 2026
No licenseJul 14, 2026 · metrics 1.13.0
npm
66Moderatehealth index
tpsdev-ai/flair
Identity, memory, and soul for AI agents. Runs standalone or as part of a TPS office.
TypeScript · JavaScript★ 4↓ 3,846/moJul 17, 2026
Custom licenseJul 17, 2026 · metrics 1.13.0
PyPI
65Moderatehealth index
jagoff/memo
Persistent semantic memory for AI agents — 100% local on Apple Silicon (MLX) or Linux/Ubuntu (CPU). Markdown source of truth, sqlite-vec + BM25 hybrid search, a codegraph-backed knowledge graph, MCP server + CLI. No cloud, no keys.
Python★ 7↓ 3,119/moJul 22, 2026
MITJul 22, 2026 · metrics 1.13.0
npm
65Moderatehealth index
proticom/gnosys
Persistent memory for AI agents
TypeScript★ 4↓ 3,501/moJul 22, 2026
MITJul 22, 2026 · metrics 1.13.0
Packagist
65Moderatehealth index
symfony/ai-open-ai-platform
OpenAI platform bridge for Symfony AI
PHP★ 4↓ 88.1K/moJul 15, 2026
MITJul 15, 2026 · metrics 1.13.0
PyPI
64Moderatehealth index
generalbusiness-ai/keep
Reflective memory for agents
Python★ 37↓ 3,486/moJul 17, 2026
MITJul 17, 2026 · metrics 1.13.0