79 dependents
Package Description Downloads/month
llama-index retrievers bm25 integration 266K
An event-driven framework designed to build and orchestrate multi-agent AI syste... 82K
Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read 9K
Nexus, the shared heartbeat where every agent and human connect, collaborate, an... 6K
Agent-first semantic grep — filesystem-native retrieval 6K
Fast BM25 search in Python, powered by Numpy and Numba 4K
Flexible RAG (Retrieval-Augmented Generation) framework for building AI applicat... 4K
A library for efficient Retrieval-Augmented Generation research 3K
Benchmarking LLM Retrieval on Textual and Relational Knowledge Bases 3K
A search engine for Lean 4 declarations 3K
A development tool for LLM call visualization and debugging 3K
Production-grade RAG pipelines with evaluation baked in 3K
Persistent project context for agentic AI 3K
👩‍💻 MCP server to index external repositories 3K
Fastest way to build, prototype and deploy AI Agents. 3K
agents performing actions on your SaaS 2K
Add your description here 2K
Open-source Python toolkit for building Vietnamese AI applications. 2K
A question solver plugin for OVOS 2K
Shard-first late-interaction retrieval for ColBERT and ColPali style workloads w... 2K
Trust reporting and provenance enforcement for RAG pipelines. Audits claim groun... 2K
MCP server that adds intelligent, use-adaptive search to Obsidian vaults. Your v... 2K
Free, local, structure-preserving memory for AI agents. No API key. No cloud. Ju... 1K
CLI tools for running BM25 benchmark evals. 1K
Framework for building LLM-based apps in Boehringer Ingelheim 1K
Next-generation knowledge base engine with advanced RAG capabilities 1K
Collection of recent advanced RAG techniques. 1K
vibe-llama is a set of tools that are designed to help developers build working ... 993
A Python SDK for MCP tool integration with LLM providers 981
Agent eXecution Interface - unified tool layer for AI Agents 971
Lexical routing layer for LLM tool selection. Filter MCP-discovered and registry... 948
842
Tools for python 836
Ragaroo is a lightweight Python library for benchmarking retrieval pipelines on ... 767
Framework-agnostic reasoning trace visualization tool for AI agents. 754
AI-Powered Clinical and Health Data Mapping Tool 751
Observee (YC S25) lets you build AI agents with 1000+ integrations using MCPs wi... 689
Discord Message Context Provider for Claude 562
Natural language database schema search with graph-aware semantic retrieval 550
A CLI-first AI code review tool for git diffs and CI workflows. Analyze changes ... 513
A terminal coding agent for Python. 507
Lightweight Zotero MCP server for AI agents 506
JIT MCP Router with Sets, Catalog, and progressive server management 499
NeuroMem - Brain-inspired memory system for AI agents with multi-modal storage 486
Fast, Accurate, Lightweight Python library to make State of the Art Embedding 442
An AI RAG agent package. 426
High-performance late-interaction retrieval engine for on-prem AI. ColBERT/ColPa... 389
Smart MCP Proxy - A federating gateway for MCP servers with intelligent tool dis... 344
Library to handle ontologies that allows queries and calculations such as inform... 320
A unified library for Entity Linking 306