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

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liter-llm-hermes-plugin 1.19.2
Universal LLM API client for 165 providers β€” chat, streaming, tools, embeddings, search, OCR, plu...
15 versions - Latest release: 6 days ago - 646 downloads last month - 252 stars on GitHub - 1 maintainer
Top 7.0% on pypi.org
flagembedding 1.4.2
FlagEmbedding
35 versions - Latest release: 17 days ago - 4 dependent packages - 1 dependent repositories - 536 thousand downloads last month - 12,118 stars on GitHub - 2 maintainers
c-mteb 1.1.1
Chinese Massive Text Embedding Benchmark
3 versions - Latest release: over 2 years ago - 33 downloads last month - 12,118 stars on GitHub - 1 maintainer
lm-cocktail 0.0.4
LM_Cocktail
5 versions - Latest release: over 2 years ago - 287 downloads last month - 12,118 stars on GitHub - 1 maintainer
cudara-client 0.0.3
Python client for Cudara inference server with prompt engineering utilities
3 versions - Latest release: 5 months ago - 67 downloads last month - 1 stars on GitHub - 1 maintainer
harmonydata 1.0.7
Harmony Tool for Retrospective Data Harmonisation
11 versions - Latest release: 10 months ago - 71 downloads last month - 65 stars on GitHub - 1 maintainer
langgraph-velesdb 6.0.0
LangGraph memory tools for VelesDB: drop the why() knowledge-graph memory wedge into any LangGrap...
5 versions - Latest release: 7 days ago - 323 downloads last month - 90 stars on GitHub - 1 maintainer
loki-mode-sdk 9.22.13
Python SDK for Loki Mode - autonomous multi-agent development platform
623 versions - Latest release: 16 days ago - 23.9 thousand downloads last month - 1,031 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 - 451 thousand downloads last month - 4,215 stars on GitHub - 1 maintainer
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 - 1.6 million downloads last month - 3,527 stars on GitHub - 4 maintainers
pylate-onnx-export 0.1.0
Export HuggingFace ColBERT models to ONNX format for Rust inference
1 version - Latest release: 8 months ago - 392 downloads last month - 542 stars on GitHub - 1 maintainer
colbert-export 0.1.0
Export HuggingFace ColBERT models to ONNX format for Rust inference
1 version - Latest release: 8 months ago - 19 downloads last month - 542 stars on GitHub - 1 maintainer
smart-chromadb 0.1.dev734
Chroma.
5 versions - Latest release: about 3 years ago - 31 downloads last month - 15,120 stars on GitHub - 1 maintainer
muninndb 0.11.0
muninndb β€” alias for muninn-python, the Python SDK for MuninnDB.
45 versions - Latest release: about 1 month ago - 306 downloads last month - 323 stars on GitHub - 1 maintainer
muninn-python 0.11.0
Python SDK for MuninnDB β€” the cognitive memory database
45 versions - Latest release: about 1 month ago - 412 downloads last month - 326 stars on GitHub - 1 maintainer
markdown-vault-mcp 4.1.0
Generic markdown vault MCP with hybrid search
54 versions - Latest release: 10 days ago - 2.09 thousand downloads last month - 32 stars on GitHub - 1 maintainer
tool-compass 2.5.2 πŸ’°
Semantic MCP tool discovery gateway - find tools by intent, not memory
14 versions - Latest release: about 8 hours ago - 26 downloads last month - 1 stars on GitHub - 1 maintainer
ogham-mcp 0.19.0
Shared memory MCP server β€” persistent, searchable, cross-client
53 versions - Latest release: 20 days ago - 701 downloads last month - 115 stars on GitHub - 1 maintainer
s3vectors-embed-cli 0.2.1
Standalone CLI for S3 Vector operations with Bedrock embeddings
4 versions - Latest release: 11 months ago - 92 downloads last month - 93 stars on GitHub - 1 maintainer
montycat 1.2.4
Self-hosted vector database + NoSQL with built-in AI semantic search β€” the async Python client fo...
29 versions - Latest release: about 13 hours ago - 779 downloads last month - 14 stars on GitHub - 1 maintainer
Top 2.3% on pypi.org
txtai 9.13.0
All-in-one open-source AI framework for semantic search, LLM orchestration and language model wor...
67 versions - Latest release: 13 days ago - 13 dependent packages - 14 dependent repositories - 24.8 thousand downloads last month - 12,922 stars on GitHub - 1 maintainer
embedflow 0.1.1
Progressive embedding-model migration over existing vector indexes.
2 versions - Latest release: about 18 hours ago - 1 maintainer
prompt-amplifier 0.2.2
Transform short prompts into detailed, structured instructions using context-aware retrieval
6 versions - Latest release: 9 months ago - 43 downloads last month - 0 stars on GitHub - 1 maintainer
llm-cost-governor 0.4.5
Composable pre-call and post-call hooks for LLM API calls: pricing, budgets, cost caps, rate limi...
10 versions - Latest release: 7 days ago - 2.2 thousand downloads last month - 0 stars on GitHub - 1 maintainer
animica-ai 0.1.0
Official Python SDK for the Animica API (OpenAI-compatible inference, embeddings, usage, and webh...
1 version - Latest release: 3 months ago - 16 downloads last month - 4 stars on GitHub - 1 maintainer
eigenmind 0.1.1
Eigenvalue-based graph computations for semantic chunk retrieval (similarity graph, spectral anal...
2 versions - Latest release: 1 day ago - 178 downloads last month - 1 maintainer
jammi-server-cu12 0.49.1
CUDA (cu12) build of the Jammi engine server β€” GPU-accelerated `jammi-server` binary, pip-install...
30 versions - Latest release: 6 days ago - 128 downloads last month - 1 stars on GitHub - 1 maintainer
visor-mcp 1.1.1
Skill-Orchestrated Context Intelligence Engine for AI coding agents
12 versions - Latest release: 5 months ago - 172 downloads last month - 3 stars on GitHub - 1 maintainer
pyqql 0.3.1
Native Python bindings for the Qdrant Query Language parser and runtime
10 versions - Latest release: 4 days ago - 1.36 thousand downloads last month - 4 stars on GitHub - 1 maintainer
quiver-client 1.1.0
Python client for Quiver, the security-first vector database.
22 versions - Latest release: about 1 month ago - 144 downloads last month - 2 stars on GitHub - 1 maintainer
Top 7.7% on pypi.org
fastembed 0.8.0 πŸ’°
Fast, light, accurate library built for retrieval embedding generation
44 versions - Latest release: 6 months ago - 25 dependent packages - 4 dependent repositories - 5.16 million downloads last month - 3,190 stars on GitHub - 2 maintainers
Top 4.4% on pypi.org
whatlies 0.7.0
Tools to help uncover `whatlies` in word embeddings.
44 versions - Latest release: over 4 years ago - 76 dependent packages - 22 dependent repositories - 725 downloads last month - 477 stars on GitHub - 1 maintainer
reasongraph 0.7.19
A graph-based reasoning library with embedding search and multi-hop traversal
34 versions - Latest release: about 14 hours ago - 2.35 thousand downloads last month - 1 stars on GitHub - 1 maintainer
txtai-minimal 9.13.0
All-in-one open-source AI framework for semantic search, LLM orchestration and language model wor...
6 versions - Latest release: 13 days ago - 361 downloads last month - 12,922 stars on GitHub - 1 maintainer
sutra-dev 1.1.0
Compiler for the Sutra programming language β€” tensor ops on frozen-LLM embedding vectors.
8 versions - Latest release: about 2 months ago - 100 downloads last month - 11 stars on GitHub - 1 maintainer
recall-rag 0.12.0
Trustworthy retrieval for an AI agent's own memory β€” verdict, confidence and provenance per hit, ...
18 versions - Latest release: 7 days ago - 2.36 thousand downloads last month - 3 stars on GitHub - 1 maintainer
Top 3.3% on pypi.org
contextualized-topic-models 2.6.1
Contextualized Topic Models
32 versions - Latest release: about 1 year ago - 4 dependent packages - 8 dependent repositories - 858 downloads last month - 1,269 stars on GitHub - 1 maintainer
agent-memory-fs 0.0.3
Agent Memory File System - a local-first memory store for AI agents, with semantic search.
3 versions - Latest release: about 1 month ago - 347 downloads last month - 0 stars on GitHub - 1 maintainer
specmem 0.2.2 πŸ’°
Unified, embeddable memory layer for AI coding agents built on Spec-Driven Development metadata
7 versions - Latest release: 3 months ago - 65 downloads last month - 33 stars on GitHub - 1 maintainer
fixerr 0.1.0
Local-first, provider-agnostic error/fix memory with a semantic search TUI.
1 version - Latest release: 5 days ago - 0 stars on GitHub - 1 maintainer
mempalace 3.9.0
Give your AI a memory β€” mine projects and conversations into a searchable palace. No API key requ...
19 versions - Latest release: 9 days ago - 74 thousand downloads last month - 58,475 stars on GitHub - 2 maintainers
honcho-ai 2.4.0
Official DX Optimized Python SDK for Honcho
44 versions - Latest release: 13 days ago - 34 thousand downloads last month - 7,048 stars on GitHub - 1 maintainer
Top 4.6% on pypi.org
vecs 0.4.5 πŸ’°
pgvector client
14 versions - Latest release: over 1 year ago - 5 dependent packages - 83 dependent repositories - 120 thousand downloads last month - 190 stars on GitHub - 1 maintainer
loomgraph 0.24.0
Local code knowledge graph β€” SQLite + sqlite-vec, AST-driven, no RAG framework needed
33 versions - Latest release: 12 days ago - 1.54 thousand downloads last month - 0 stars on GitHub - 1 maintainer
py-memori 0.7.0
Embedded AI agent memory -- SQLite + vector search + FTS5
1 version - Latest release: about 2 months ago - 177 downloads last month - 25 stars on GitHub - 1 maintainer
Top 4.4% on pypi.org
towhee 1.1.3
Towhee is a framework that helps you encode your unstructured data into embeddings.
25 versions - Latest release: almost 3 years ago - 10 dependent repositories - 1.03 thousand downloads last month - 3,454 stars on GitHub - 1 maintainer
mytowhee 0.6.1.dev1
Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.
1 version - Latest release: over 4 years ago - 1 dependent repositories - 5 downloads last month - 3,459 stars on GitHub - 1 maintainer
Top 7.6% on pypi.org
towhee.models 1.1.3
Towhee is a framework that helps you encode your unstructured data into embeddings.
14 versions - Latest release: almost 3 years ago - 1 dependent repositories - 260 downloads last month - 3,454 stars on GitHub - 1 maintainer
towhee-test 0.1.1
Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.
2 versions - Latest release: almost 5 years ago - 1 dependent repositories - 4 downloads last month - 3,454 stars on GitHub - 1 maintainer
Top 10.0% on pypi.org
dream-decoder 0.1.0
Dream journal analyzer with symbolic reasoning - hybrid Prolog rules + embeddings
1 version - Latest release: 8 months ago - 19 downloads last month - 1 maintainer
honcho-cli 0.1.4
A terminal for Honcho β€” memory that reasons.
5 versions - Latest release: 14 days ago - 1.9 thousand downloads last month - 7,048 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 - 45 downloads last month - 11,968 stars on GitHub - 1 maintainer
vocab-coverage 0.9
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9 versions - Latest release: about 3 years ago - 24 downloads last month - 235 stars on GitHub - 1 maintainer
meshapi 0.1.11
Official Python SDK for the MeshAPI AI model gateway
11 versions - Latest release: 2 months ago - 4.1 thousand downloads last month - 0 stars on GitHub - 1 maintainer
Top 6.9% on pypi.org
text2text 1.9.5
Text2Text Language Modeling Toolkit
192 versions - Latest release: over 1 year ago - 4 dependent repositories - 453 downloads last month - 304 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 - 69 downloads last month - 70 stars on GitHub - 1 maintainer
jax-tpu-embedding 0.1.0
JAX SparseCore API
13 versions - Latest release: 3 months ago - 4.65 thousand downloads last month - 37 stars on GitHub - 2 maintainers
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 - 56 downloads last month - 296 stars on GitHub - 1 maintainer
alchemyface 1.2.0
Face detection and recognition built on YuNet and SFace β€” a small, typed, dependency-light Python...
10 versions - Latest release: 7 days ago - 0 stars on GitHub - 1 maintainer
dcc-mcp-core-semantic 0.20.23
Native Rust semantic embeddings (fastembed-rs) for dcc-mcp-core
120 versions - Latest release: 3 days ago - 8.57 thousand downloads last month - 42 stars on GitHub - 1 maintainer
Top 4.0% on pypi.org
laserembeddings 1.1.2
Production-ready LASER multilingual embeddings
11 versions - Latest release: over 4 years ago - 2 dependent packages - 24 dependent repositories - 1.15 thousand downloads last month - 225 stars on GitHub - 1 maintainer
cogno-synapse 0.1.2
Model-transport layer for the Cogno cognitive pipeline β€” LLM + embedding backend protocols, Ollam...
3 versions - Latest release: about 1 month ago - 0 stars on GitHub - 1 maintainer
ollama-herd 0.9.4
Smart multimodal router β€” LLM inference, image generation, speech-to-text, and embeddings across ...
18 versions - Latest release: 11 days ago - 784 downloads last month - 17 stars on GitHub - 1 maintainer
langchain-cratedb 0.2.0
Use LangChain with CrateDB
5 versions - Latest release: 9 months ago - 169 downloads last month - 2 stars on GitHub - 6 maintainers
corpus-canary 1.0.0
Open-source RAG corpus health checker. No API key needed. Runs locally.
1 version - Latest release: 3 days ago - 1 maintainer
docs2db-api 0.3.2
Query Docs2DB RAG databases with hybrid search and reranking
5 versions - Latest release: 3 months ago - 174 downloads last month - 6 stars on GitHub - 1 maintainer
aikit-platform 0.3.0
Shared platform layer for AI-backend systems: model client, embeddings, observability, config, db...
1 version - Latest release: 2 days ago - 106 downloads last month - 0 stars on GitHub - 1 maintainer
docforge-rag 0.1.0
Automatically discovers, crawls, versions, chunks, and indexes official software documentation in...
1 version - Latest release: about 1 month ago - 1 maintainer
intellicache 0.1.0
An intelligent LLM caching library that combines semantic similarity, configurable judgment, and ...
1 version - Latest release: about 1 month ago - 1 maintainer
lobster-vector 1.1.422
Semantic vector search engine for biomedical ontologies
4 versions - Latest release: 12 days ago - 173 downloads last month - 45 stars on GitHub - 1 maintainer
Top 2.4% on pypi.org
natasha 1.6.0
Named-entity recognition for russian language
13 versions - Latest release: about 3 years ago - 6 dependent packages - 73 dependent repositories - 57.7 thousand downloads last month - 1,347 stars on GitHub - 2 maintainers
yt-issue-reviewer 0.3.10
Find related issues across a YouTrack instance using self-hosted Ollama embeddings + local struct...
14 versions - Latest release: 2 months ago - 195 downloads last month - 0 stars on GitHub - 1 maintainer
pensyve 4.0.0 πŸ’°
Universal memory runtime for AI agents β€” framework-agnostic, protocol-native, offline-first
19 versions - Latest release: 7 days ago - 2.12 thousand downloads last month - 68 stars on GitHub - 1 maintainer
autorag 0.3.25 πŸ’°
Automatically Evaluate RAG pipelines with your own data. Find optimal structure for new RAG product.
77 versions - Latest release: 16 days ago - 1.83 thousand downloads last month - 5,041 stars on GitHub - 1 maintainer
haiku.rag 0.82.1 πŸ’°
Local-first agentic RAG with citations - hybrid search, reranking and multimodal retrieval over y...
172 versions - Latest release: 6 days ago - 6.42 thousand downloads last month - 586 stars on GitHub - 1 maintainer
mnemo-mcp 2.10.1 πŸ’°
Open-source MCP Server for persistent AI memory with embedded sync
186 versions - Latest release: 7 days ago - 2.34 thousand downloads last month - 10 stars on GitHub - 1 maintainer
Top 3.5% on pypi.org
mteb 2.20.11
Massive Text Embedding Benchmark
798 versions - Latest release: 2 days ago - 6 dependent packages - 25 dependent repositories - 2.01 million downloads last month - 3,399 stars on GitHub - 4 maintainers
vaultrag 0.1.0
Self-hosted, MCP-first RAG backend over Obsidian vaults.
1 version - Latest release: about 2 months ago - 1 stars on GitHub - 1 maintainer
poro 0.0.0
a minimal local embedding database.
1 version - Latest release: over 2 years ago - 15 downloads last month - 2 stars on GitHub - 1 maintainer
embedding-condensation 1.0.0
Measure layer-wise token embedding cosine similarity, assessing the severity of embedding condens...
4 versions - Latest release: 4 months ago - 18 downloads last month - 120 stars on GitHub - 1 maintainer
vector-store-client 1.1.3
Async client for Vector Store API with comprehensive JSON-RPC support
9 versions - Latest release: about 1 year ago - 660 downloads last month - 1 maintainer
0din-prompt-toolkit 0.9.6
Multi-language SDK for LSH signature generation for AI prompt similarity detection
4 versions - Latest release: 7 days ago - 1 stars on GitHub - 1 maintainer
ollabridge 0.1.5
Turn your PC into a private, OpenAI-compatible LLM provider in ~60 seconds
6 versions - Latest release: 2 months ago - 106 downloads last month - 1 maintainer
fastembed-gpu 0.8.0 πŸ’°
Fast, light, accurate library built for retrieval embedding generation
21 versions - Latest release: 6 months ago - 11.5 thousand downloads last month - 3,160 stars on GitHub - 1 maintainer
mseep-workspace-qdrant-mcp 0.3.0
Project-scoped Qdrant MCP server with scratchbook functionality
1 version - Latest release: 9 months ago - 11 downloads last month - 3 stars on GitHub - 1 maintainer
turbovec 1.0.0
Fast vector quantization with 2-4 bit compression and SIMD search
19 versions - Latest release: 22 days ago - 44.4 thousand downloads last month - 14,802 stars on GitHub - 1 maintainer
pixelrag 0.4.0
Visual Retrieval-Augmented Generation β€” render, embed, index, search
5 versions - Latest release: about 2 months ago - 2.47 thousand downloads last month - 1 maintainer
twembeddings 0.4.0
event detection in tweets
9 versions - Latest release: about 2 years ago - 26 downloads last month - 31 stars on GitHub - 1 maintainer
cognee-community-hybrid-adapter-duckdb 0.2.0 πŸ’°
DuckDB vector adapter for Cognee with planned graph support
6 versions - Latest release: 27 days ago - 186 downloads last month - 77 stars on GitHub - 1 maintainer
txtai-xberg 1.1.0
Xberg document extraction and chunking pipeline for txtai embeddings
17 versions - Latest release: 3 days ago - 391 downloads last month - 9,275 stars on GitHub - 1 maintainer
oakcylinder 0.1.10
a work in progress
10 versions - Latest release: 7 months ago - 24 downloads last month - 448 stars on GitHub - 1 maintainer
lexy-py 0.0.3
A Python client for Lexy. Lexy is a data framework for building AI applications.
2 versions - Latest release: about 2 years ago - 25 downloads last month - 12 stars on GitHub - 1 maintainer
lexy 0.1.0
Data pipelines for AI applications.
3 versions - Latest release: over 4 years ago - 1 dependent repositories - 29 downloads last month - 12 stars on GitHub - 1 maintainer
semantica 0.6.8 πŸ’°
Graph-Native Infrastructure for Context and Accountable AI Systems: context graphs, decision inte...
24 versions - Latest release: 4 days ago - 19.6 thousand downloads last month - 10,263 stars on GitHub - 1 maintainer
betula-cluster 0.8.0
Fast, numerically stable BETULA clustering with a Rust core
12 versions - Latest release: 2 days ago - 540 downloads last month - 6 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: 9 months ago - 24 dependent packages - 65 dependent repositories - 483 thousand downloads last month - 7,816 stars on GitHub - 1 maintainer
arcana-mcp 0.1.2
Semantic vector DB as an MCP server for Claude Code
3 versions - Latest release: 6 months ago - 41 downloads last month - 1 maintainer
chunkr-rs 1.0.1
Blazingly fast document and text chunking library for LLMs and RAG in Rust and Python
2 versions - Latest release: 9 days ago - 585 downloads last month - 7 stars on GitHub - 1 maintainer
Top 2.4% on pypi.org
nomic 3.9.0
The official Nomic python client.
140 versions - Latest release: 10 months ago - 32 dependent packages - 761 dependent repositories - 18.4 thousand downloads last month - 1,880 stars on GitHub - 1 maintainer
omninode-memory 0.18.1
OmniNode memory primitives β€” models, protocols, and storage adapters for Qdrant, Memgraph, and Po...
25 versions - Latest release: 9 days ago - 595 downloads last month - 0 stars on GitHub - 1 maintainer