71 dependents
Package Description Downloads/month
A Model Context Protocol (MCP) server implementation that provides database capa... 268K
The agent engineering platform 69K
llama-index embeddings voyageai integration 42K
Self-hosted semantic search and knowledge management for LLM-driven development 40K
Chat application with multi-agents system supports multi-models and MCP 16K
AI Framework for fast integration of Private Data and LLM, Agent Ochestration Pl... 10K
AutoRAG: An Open-Source Framework for Retrieval-Augmented Generation (RAG) Evalu... 9K
llama-index postprocessor voyageai-rerank integration 9K
Simplify interactions with Large Language Models 5K
DcisionAI MCP Server — optimization tools for domain routing, model building, so... 5K
KDB.AI Client for Python 5K
XAI-Powered Strategic Reasoning Engine 4K
Flexible RAG (Retrieval-Augmented Generation) framework for building AI applicat... 4K
Local first codebase intelligence 4K
MCP server that tracks file descriptions across codebases, enabling AI agents to... 4K
Benchmarking LLM Retrieval on Textual and Relational Knowledge Bases 3K
Semantic code search for AI agents — 166+ languages, hybrid search, works offlin... 3K
Code indexing MCP server to provide context to coding agents. 2K
Custom components for Haystack for creating embeddings and reranking documents u... 2K
A long-term memory and dream loop for Claude Code. 2K
Embedd (docs, pdfs, excels, csv etc) -> RAG -> Query with LLMs 1K
1K
Deterministic text generation and embeddings with zero configuration 1K
Production-grade AI agent framework with RAG, memory, tools, and multi-model sup... 1K
Autonomous software engineering from your terminal 1K
13 specialist AI agents for your coding assistant — security audits, test genera... 979
mcp server that saves you from git troubles 973
968
The general purpose LLM app stacks. 957
936
A unified library for interacting with various AI APIs through a standardized in... 842
Memory library for seamless data ingestion, storage, and retrieval with customiz... 808
Persistent semantic memory for Claude Code - auto-saves and recalls conversation... 700
OpenLynx — persistent semantic memory for Claude Code, Codex CLI and other codin... 585
Core utilities for document processing for RAG in RAGBandit. 545
A package for COIR evaluations 516
Semantic search engine for markdown documents. MCP server with multi-provider em... 489
487
Retrieval / Reasoning Augmented Generation (RAG) Python SDK 477
Trisul AI CLI that starts a local MCP server and a client. 448
404
Toolkit for building AI-driven graph apps on Memgraph, with LangChain, MCP, and ... 402
PyMongo integration with VoyageAI for multimodal embedding 374
Document summarization library using LLM-powered strategies with hierarchical st... 371
rfnry/rag - retrieval-augmented generation 343
MCP server for Qdrant vector database - supports personal memory management and ... 315
AI Agent Memory System with embeddings and vector storage 285
voyage plugin for embcli 244
Python client for MuopDB 218
192