An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

pypi.org "embeddings" keyword

pylibseekdb 1.4.0
Python bindings for the seekdb C client
24 versions - Latest release: 2 months ago - 12.5 thousand downloads last month - 4 stars on GitHub - 1 maintainer
embedding-as-service 3.1.2
embedding-as-service: one-stop solution to encode sentence to vectors using various embedding met...
32 versions - Latest release: about 4 years ago - 1 dependent repositories - 191 downloads last month - 211 stars on GitHub - 1 maintainer
embedding-as-service-client 1.0.0
embedding-as-service: one-stop solution to encode sentence to vectors using various embedding met...
1 version - Latest release: almost 7 years ago - 2 dependent repositories - 15 downloads last month - 211 stars on GitHub - 1 maintainer
ji 0.0.8
An illustration of various embeddings
7 versions - Latest release: 2 months ago - 1 dependent repositories - 161 downloads last month - 0 stars on GitHub - 1 maintainer
fastrag-ai 0.2.0
SDK for building RAG chatbots from dynamic sources
1 version - Latest release: 2 days ago - 0 downloads last month - 1 stars on GitHub - 1 maintainer
mlx-memo 4.16.0
Local-first semantic memory for AI agents β€” time-travel, contradiction radar, automatic synthesis...
82 versions - Latest release: about 2 months ago - 1.51 thousand downloads last month - 24 stars on GitHub - 1 maintainer
yggdrasil-memory 0.16.0
One shared, durable memory for all your AI coding agents β€” MCP, local-first, zero-dependency.
29 versions - Latest release: 8 days ago - 298 downloads last month - 22 stars on GitHub - 1 maintainer
llama-index-vector-stores-velesdb 7.1.0
LlamaIndex VectorStore for VelesDB: The Local AI Memory Database. Microsecond RAG retrieval.
56 versions - Latest release: 2 days ago - 174 downloads last month - 100 stars on GitHub - 1 maintainer
Top 8.1% on pypi.org
mengram-ai 2.49.0 πŸ’°
Human-like memory for AI agents β€” auto-save, auto-recall, cognitive profile. Claude Code hooks, M...
105 versions - Latest release: 4 days ago - 4.05 thousand downloads last month - 204 stars on GitHub - 1 maintainer
loki-mode-sdk 11.86.0
Python SDK for Loki Mode - autonomous multi-agent development platform
1,054 versions - Latest release: about 11 hours ago - 16.7 thousand downloads last month - 1,104 stars on GitHub - 1 maintainer
veritas-reason 0.4.7
🧠 VeritasReason - An Open Source Framework for building Semantic Layers and Knowledge Engineering
8 versions - Latest release: 5 months ago - 68 downloads last month - 326 stars on GitHub - 1 maintainer
Top 8.5% on pypi.org
prompttools 0.0.46
Tools for LLM prompt testing and experimentation
45 versions - Latest release: over 2 years ago - 1 dependent repositories - 303 downloads last month - 3,059 stars on GitHub - 1 maintainer
langgraph-velesdb 7.1.0
LangGraph memory tools for VelesDB: drop the why() knowledge-graph memory wedge into any LangGrap...
7 versions - Latest release: 2 days ago - 65 downloads last month - 100 stars on GitHub - 1 maintainer
velesdb 7.1.0
VelesDB: The Local Vector Database for Python & AI. Sub-millisecond semantic search, zero network...
76 versions - Latest release: 2 days ago - 2.39 thousand downloads last month - 100 stars on GitHub - 1 maintainer
langchain-velesdb 7.1.0
LangChain VectorStore for VelesDB: The Local AI Memory Database. Microsecond RAG retrieval.
56 versions - Latest release: 2 days ago - 188 downloads last month - 100 stars on GitHub - 1 maintainer
haystack-velesdb 7.1.0
Haystack 2.x DocumentStore for VelesDB: The Local AI Memory Database.
34 versions - Latest release: 2 days ago - 108 downloads last month - 100 stars on GitHub - 1 maintainer
Top 1.2% on pypi.org
pytorch-metric-learning 2.9.0
The easiest way to use deep metric learning in your application. Modular, flexible, and extensibl...
213 versions - Latest release: about 1 year ago - 24 dependent packages - 128 dependent repositories - 1.92 million downloads last month - 6,344 stars on GitHub - 1 maintainer
semantica 0.7.0 πŸ’°
Graph-Native Infrastructure for Context and Accountable AI Systems: context graphs, decision inte...
25 versions - Latest release: about 1 month ago - 14.7 thousand downloads last month - 14,173 stars on GitHub - 1 maintainer
darksemantica 0.7.0 πŸ’°
Graph-Native Infrastructure for Context and Accountable AI Systems: context graphs, decision inte...
1 version - Latest release: 6 days ago - 0 downloads last month - 14,173 stars on GitHub - 1 maintainer
tencent-weknora-mcp 1.1.1
WeKnora MCP Server - Model Context Protocol server for WeKnora API
1 version - Latest release: 3 months ago - 883 downloads last month - 35,913 stars on GitHub - 1 maintainer
turbovec 1.1.2
Fast vector quantization with 2-4 bit compression and SIMD search
21 versions - Latest release: 23 days ago - 36.9 thousand downloads last month - 17,436 stars on GitHub - 1 maintainer
h2ogpt 0.2.1
Private chat with local GPT with document, images, video, etc. 100% private, Apache 2.0. Supports...
2 versions - Latest release: over 2 years ago - 54 downloads last month - 11,941 stars on GitHub - 1 maintainer
vectorize-client 0.4.0
Python client for the Vectorize API
13 versions - Latest release: about 1 year ago - 442 downloads last month - 13 stars on GitHub - 1 maintainer
vocab-coverage 0.9
θ―­θ¨€ζ¨‘εž‹δΈ­ζ–‡θ―†ε­—ηŽ‡εˆ†ζž
9 versions - Latest release: about 3 years ago - 17 downloads last month - 235 stars on GitHub - 1 maintainer
vexor 0.31.0 πŸ’°
A semantic search engine for files and code.
53 versions - Latest release: 1 day ago - 1.75 thousand downloads last month - 247 stars on GitHub - 1 maintainer
Top 6.9% on pypi.org
text2text 1.9.5
Text2Text Language Modeling Toolkit
192 versions - Latest release: almost 2 years ago - 4 dependent repositories - 510 downloads last month - 305 stars on GitHub - 1 maintainer
ragoon 0.0.15 πŸ’°
RAGoon : High level library for batched embeddings generation, blazingly-fast web-based RAG and q...
15 versions - Latest release: almost 2 years ago - 26 downloads last month - 70 stars on GitHub - 1 maintainer
dcc-mcp-core-semantic 0.20.52
Native Rust semantic embeddings (fastembed-rs) for dcc-mcp-core
148 versions - Latest release: about 19 hours ago - 5.62 thousand downloads last month - 70 stars on GitHub - 1 maintainer
oakcylinder 0.1.10
a work in progress
10 versions - Latest release: 8 months ago - 34 downloads last month - 454 stars on GitHub - 1 maintainer
beyondllm 0.2.3
Beyond LLM is an toolkit to Build Experiment Evaluate and Observe RAG pipelines
6 versions - Latest release: about 2 years ago - 90 downloads last month - 296 stars on GitHub - 1 maintainer
lm-cocktail 0.0.4
LM_Cocktail
5 versions - Latest release: almost 3 years ago - 311 downloads last month - 12,271 stars on GitHub - 1 maintainer
Top 7.0% on pypi.org
flagembedding 1.4.2
FlagEmbedding
35 versions - Latest release: 2 months ago - 4 dependent packages - 1 dependent repositories - 530 thousand downloads last month - 12,271 stars on GitHub - 2 maintainers
c-mteb 1.1.1
Chinese Massive Text Embedding Benchmark
3 versions - Latest release: over 2 years ago - 60 downloads last month - 12,271 stars on GitHub - 1 maintainer
Top 2.4% on pypi.org
nomic 3.9.0
The official Nomic python client.
140 versions - Latest release: 12 months ago - 32 dependent packages - 761 dependent repositories - 19.5 thousand downloads last month - 1,884 stars on GitHub - 1 maintainer
Top 2.1% on pypi.org
tf-hub-nightly 0.17.0.dev202509050305
TensorFlow Hub is a library to foster the publication, discovery, and consumption of reusable par...
2,067 versions - Latest release: about 1 year ago - 2 dependent packages - 41 dependent repositories - 1.18 thousand downloads last month - 3,532 stars on GitHub - 4 maintainers
Top 0.5% on pypi.org
tensorflow-hub 0.16.1
TensorFlow Hub is a library to foster the publication, discovery, and consumption of reusable par...
20 versions - Latest release: over 2 years ago - 74 dependent packages - 4,270 dependent repositories - 1.1 million downloads last month - 3,532 stars on GitHub - 4 maintainers
sentence-transformers-haystack 2.0.0
Haystack integration for sentence_transformers
6 versions - Latest release: 7 days ago - 8.43 thousand downloads last month - 209 stars on GitHub - 1 maintainer
Top 1.7% on pypi.org
keybert 0.9.0
KeyBERT performs keyword extraction with state-of-the-art transformer models.
19 versions - Latest release: over 1 year ago - 20 dependent packages - 105 dependent repositories - 381 thousand downloads last month - 4,223 stars on GitHub - 1 maintainer
Top 1.5% on pypi.org
bertopic 0.17.4
BERTopic performs topic Modeling with state-of-the-art transformer models.
43 versions - Latest release: 11 months ago - 24 dependent packages - 65 dependent repositories - 315 thousand downloads last month - 7,915 stars on GitHub - 1 maintainer
everalgo-clustering 0.2.1
EverAlgo clustering: cluster_by_geometry / cluster_by_llm functional operators with Cluster value...
5 versions - Latest release: 5 months ago - 22 thousand downloads last month - 31 stars on GitHub - 1 maintainer
langchain-hyperspace 4.1.1
LangChain & LangGraph integration for HyperspaceDB v4.2 β€” Product-Manifold Hybrid VectorStore, KA...
14 versions - Latest release: about 22 hours ago - 73 downloads last month - 162 stars on GitHub - 1 maintainer
mnemosyne-memory 4.0.0 πŸ’°
The Universal Memory Layer for Any AI Agent β€” Zero-Dependency, Sub-Millisecond, Fully Private
40 versions - Latest release: 3 days ago - 33.8 thousand downloads last month - 3,512 stars on GitHub - 1 maintainer
model2vec 0.10.0 πŸ’°
Fast State-of-the-Art Static Embeddings
28 versions - Latest release: 19 days ago - 1.27 million downloads last month - 2,258 stars on GitHub - 1 maintainer
mseep-claude-context-local 0.1.0
Local semantic code search for Claude Code (MCP) using EmbeddingGemma, FAISS, and AST/tree-sitter...
1 version - Latest release: 11 months ago - 17 downloads last month - 237 stars on GitHub - 1 maintainer
fastembed-gpu 0.9.1 πŸ’°
Fast, light, accurate library built for retrieval embedding generation
24 versions - Latest release: 6 days ago - 13 thousand downloads last month - 3,249 stars on GitHub - 1 maintainer
Top 7.7% on pypi.org
fastembed 0.9.1 πŸ’°
Fast, light, accurate library built for retrieval embedding generation
47 versions - Latest release: 6 days ago - 25 dependent packages - 4 dependent repositories - 5.23 million downloads last month - 3,249 stars on GitHub - 2 maintainers
mlx-tune 0.6.0
MLX-powered LLM/VLM/TTS/STT/Embedding/OCR/JEPA fine-tuning for Apple Silicon - Unsloth-compatible...
29 versions - Latest release: 4 months ago - 808 downloads last month - 1,450 stars on GitHub - 1 maintainer
cannlytics 1.0.5
Simple cannabis analytics β€” COA parsing, data tools, and Metrc API access.
16 versions - Latest release: 30 days ago - 3 dependent repositories - 238 downloads last month - 82 stars on GitHub - 1 maintainer
open-retrievals 0.0.14 πŸ’°
Text Embeddings for Retrieval and RAG based on transformers
16 versions - Latest release: almost 2 years ago - 54 downloads last month - 71 stars on GitHub - 1 maintainer
markdown-vault-mcp 5.1.0
Generic markdown vault MCP with hybrid search
68 versions - Latest release: 23 days ago - 1.93 thousand downloads last month - 35 stars on GitHub - 1 maintainer
Top 9.9% on pypi.org
reach 4.1.1
A light-weight package for working with pre-trained word embeddings
37 versions - Latest release: over 3 years ago - 1 dependent package - 10 dependent repositories - 514 downloads last month - 31 stars on GitHub - 1 maintainer
marm-mcp-server 2.60.1
Local-first 3-in-1 AI memory layer & MCP server for Claude Code, Codex, Grok, Gemini, VS Code and...
72 versions - Latest release: 18 days ago - 4.09 thousand downloads last month - 424 stars on GitHub - 1 maintainer
haiku.rag 0.102.0 πŸ’°
Local-first agentic RAG with citations - hybrid search, reranking and multimodal retrieval over y...
197 versions - Latest release: 1 day ago - 4.28 thousand downloads last month - 633 stars on GitHub - 1 maintainer
superlinked 37.5.2
The Superlinked vector computing library
540 versions - Latest release: 5 months ago - 687 downloads last month - 3,415 stars on GitHub - 1 maintainer
flexvector 0.1.2
A simple and intuitive vector database abstraction layer
4 versions - Latest release: over 1 year ago - 51 downloads last month - 1 maintainer
ogham-mcp 0.19.0
Shared memory MCP server β€” persistent, searchable, cross-client
53 versions - Latest release: 2 months ago - 160 downloads last month - 115 stars on GitHub - 1 maintainer
tasnif 0.3.0 πŸ’°
Unsupervised image clustering with modern deep embeddings (timm, CLIP, faces), PCA and K-Means.
14 versions - Latest release: 16 days ago - 13 downloads last month - 38 stars on GitHub - 1 maintainer
logosdb 1.1.0
Fast semantic vector database (HNSW + mmap) with Python bindings
25 versions - Latest release: 2 days ago - 844 downloads last month - 13 stars on GitHub - 1 maintainer
chunkguard 0.2.1
PIC document chunking for RAG with any LLM and embedding model
4 versions - Latest release: 4 days ago - 0 downloads last month - 1 maintainer
embedbench 0.2.0
Benchmark text embedding models for retrieval quality, latency, memory and cost
1 version - Latest release: 4 days ago - 0 downloads last month - 0 stars on GitHub - 1 maintainer
ragxpy 0.1.0
Production-grade RAG in 4 lines β€” hybrid search, streaming, and agent tools on by default.
1 version - Latest release: 7 months ago - 105 downloads last month
awareness-sdk 1.0.0
Python SDK for LatentMAS Awareness Marketplace - Trade AI latent vectors and W-Matrix alignment t...
1 version - Latest release: 10 months ago - 13 downloads last month - 12 stars on GitHub - 1 maintainer
langchain-cockroachdb 0.5.0
LangChain integration for CockroachDB with native vector support
7 versions - Latest release: 3 days ago - 1.25 thousand downloads last month - 4 stars on GitHub - 1 maintainer
betterdb-retrieval 0.5.0
Developer-facing retrieval SDK over Valkey Search: index lifecycle, upsert, and vector + filtered...
6 versions - Latest release: 3 months ago - 74 downloads last month - 1,310 stars on GitHub - 1 maintainer
embgrep 0.1.1
Local semantic search β€” embedding-powered grep for files, zero external services.
2 versions - Latest release: 7 months ago - 185 downloads last month - 0 stars on GitHub - 1 maintainer
betterdb-semantic-cache 0.13.0
Semantic cache for AI workloads backed by Valkey vector search. Embeddings-based similarity match...
14 versions - Latest release: 14 days ago - 404 downloads last month - 1,310 stars on GitHub - 1 maintainer
transformers-embedder 3.0.11
Word level transformer based embeddings
24 versions - Latest release: over 3 years ago - 1 dependent repositories - 922 downloads last month - 34 stars on GitHub - 1 maintainer
swarmauri_transport_sseoutbound 0.11.0.dev1 πŸ’°
Server-Sent Events broadcaster transport for Swarmauri agents.
6 versions - Latest release: 4 months ago - 31 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_xmp_mp4 0.1.1 πŸ’°
ISO-BMFF handler scaffold for embedding and extracting XMP packets in Swarmauri runtimes.
15 versions - Latest release: 7 months ago - 16 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_signing_jws 0.11.0.dev1 πŸ’°
Composite JWS signer/verifier for Swarmauri
10 versions - Latest release: 4 months ago - 57 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_pop_x509 0.11.0.dev1 πŸ’°
X.509 mutual TLS proof-of-possession verifier for Swarmauri
1 version - Latest release: 4 months ago - 13 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_signing_cms 0.11.0.dev1 πŸ’°
CMS signer stub registered on the Swarmauri SigningBase registry
9 versions - Latest release: 4 months ago - 36 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_signing_pep458 0.11.0.dev1 πŸ’°
PEP 458 compatible detached signing provider for Swarmauri
7 versions - Latest release: 4 months ago - 25 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_signing_sigv4 0.11.0.dev1 πŸ’°
AWS Signature Version 4 signer for Swarmauri
6 versions - Latest release: 4 months ago - 24 downloads last month - 104 stars on GitHub - 1 maintainer
mto 0.11.0.dev1 πŸ’°
Planning-stage placeholder reservation for monotone operators.
2 versions - Latest release: 4 months ago - 16 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_xmp_webp 0.1.1 πŸ’°
WebP handler scaffold for embedding and extracting XMP packets in Swarmauri runtimes.
14 versions - Latest release: 7 months ago - 18 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_transport_h2 0.11.0.dev1 πŸ’°
HTTP/2 transport adapter built on the Swarmauri H2 mux.
5 versions - Latest release: 4 months ago - 26 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_signing_pgp 0.11.0.dev1 πŸ’°
OpenPGP envelope signer for Swarmauri
11 versions - Latest release: 4 months ago - 20 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_transport_h2mux 0.11.0.dev1 πŸ’°
Core HTTP/2 multiplexer transport for Swarmauri agents.
6 versions - Latest release: 4 months ago - 27 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_transport_wsjsonrpcmux 0.11.0.dev1 πŸ’°
WebSocket JSON-RPC multiplexer transport for Swarmauri agents.
6 versions - Latest release: 4 months ago - 24 downloads last month - 104 stars on GitHub - 1 maintainer
tigrbl-auth 0.3.4 πŸ’°
A Tigrbl multi-tenant OpenID Connect / OAuth 2.0 identity-provider package by Swarmauri.
23 versions - Latest release: 7 months ago - 57 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_doc2vec_vectorstore 0.6.0.dev147 πŸ’°
A Doc2Vec based Vector Store and Doc2Vec Based Embedding Model.
3 versions - Latest release: almost 2 years ago - 9 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_pop_dpop 0.11.0.dev1 πŸ’°
DPoP proof-of-possession tooling for Swarmauri services
1 version - Latest release: 4 months ago - 10 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri-community 0.5.0 πŸ’°
Community version of the swarmauri framework
134 versions - Latest release: about 2 years ago - 390 downloads last month - 104 stars on GitHub - 1 maintainer
tigrbl_api_hpks 0.1.2 πŸ’°
High-trust OpenPGP keyserver APIs built on the Tigrbl application engine.
16 versions - Latest release: 7 months ago - 40 downloads last month - 104 stars on GitHub - 1 maintainer
cactus-compute 2.2.2
On-device AI inference β€” LLM, vision, speech, embeddings, and RAG
6 versions - Latest release: about 1 month ago - 1.01 thousand downloads last month - 6,161 stars on GitHub - 2 maintainers
swarmauri_transport_mtlsunicast 0.11.0.dev1 πŸ’°
Mutual TLS transport utilities for Swarmauri unicast channels.
6 versions - Latest release: 4 months ago - 27 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_transport_sshtunnel 0.11.0.dev1 πŸ’°
SSH tunnel transport for forwarding Swarmauri traffic through bastions.
6 versions - Latest release: 4 months ago - 23 downloads last month - 104 stars on GitHub - 1 maintainer
mlx-embeddings 0.1.0 πŸ’°
MLX-Embeddings is a package for running Vision and Language Embedding models locally on your Mac ...
6 versions - Latest release: 7 months ago - 13.6 thousand downloads last month - 449 stars on GitHub - 1 maintainer
monotone-ops 0.11.0.dev1 πŸ’°
Research-oriented monotone operator catalog for deterministic aggregation, CRDTs, fixpoints, and ...
2 versions - Latest release: 4 months ago - 14 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri 0.9.0 πŸ’°
Namespace package for components, packages, and plugins within the Swarmauri framework.
369 versions - Latest release: 7 months ago - 1.76 thousand downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_signing_ca 0.11.0.dev1 πŸ’°
Certificate authority style signer for Swarmauri envelopes
12 versions - Latest release: 4 months ago - 35 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_signing_openpgp 0.11.0.dev1 πŸ’°
OpenPGP signer stub registered on the Swarmauri SigningBase registry
7 versions - Latest release: 4 months ago - 32 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_signing_hmac 0.11.0.dev1 πŸ’°
HMAC-based signer for Swarmauri
11 versions - Latest release: 4 months ago - 49 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_xmp_pdf 0.1.1 πŸ’°
PDF handler scaffold for embedding and extracting XMP packets in Swarmauri runtimes.
15 versions - Latest release: 7 months ago - 25 downloads last month - 104 stars on GitHub - 1 maintainer
swarmauri_signing_dsse 0.2.0 πŸ’°
Composable DSSE envelope adapter that layers Pre-Authentication Encoding onto Swarmauri signing p...
21 versions - Latest release: 7 months ago - 63 downloads last month - 104 stars on GitHub - 1 maintainer
contextsmith 0.1.1
Give your coding agent the right code, not more code: a local context engine (code graph, hybrid ...
2 versions - Latest release: 5 days ago - 0 downloads last month - 0 stars on GitHub - 1 maintainer
swarmauri_xmp_png 0.1.1 πŸ’°
PNG handler for embedding and extracting XMP packets in Swarmauri runtimes.
15 versions - Latest release: 7 months ago - 17 downloads last month - 104 stars on GitHub - 1 maintainer
Top 2.3% on pypi.org
txtai 9.14.0
All-in-one open-source AI framework for semantic search, LLM orchestration and language model wor...
68 versions - Latest release: 24 days ago - 13 dependent packages - 14 dependent repositories - 13.9 thousand downloads last month - 13,040 stars on GitHub - 1 maintainer
mediasigner 0.6.5 πŸ’°
Swarmauri signing facade plugin that aggregates registered SigningBase providers.
23 versions - Latest release: 7 months ago - 28 downloads last month - 104 stars on GitHub - 1 maintainer