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PyPI agents
24,982 AI agents indexed on MeshKore from PyPI. Agent frameworks and tools published to the Python Package Index. Each entry links back to its project page.
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PyPI agents — page 173 of 250
RAGAnything: All-in-One RAG System
RAGAnything: All-in-One RAG System
A lightweight retrieval benchmarking toolkit for experimenting with retrieval pipelines.
Evaluation framework for RAG and LLM applications
Experimental Ragas Evaluation UI and Library
Official examples for the ragas project
Experimental extensions for Ragas
An integration of Ragas LLM evaluation framework with Haystack
A one-step Ragas cli tool to evaluate RAG apps
RAG evaluation tool using RAGAS
ragas for my project
A package that can be used to create RAGs with a single line of code.
A comprehensive system for managing ontologies with multi-tenant support, RESTful API, FastMCP integration, and intelligent navigation capabilities
Radio Astronomy Gain and Visibility Inspector
WhatsApp Multi-Capability Protocol (MCP) Server
Core utilities for document processing, RAG configuration, querying, and evaluation.
Add your description here
Comprehensive RAG implementations
Lightweight RAG framework
A study-aware biomedical RAG framework for PubMed retrieval, citation-grounded summaries, and downstream omics integration
Building blocks for rapid development of GenAI applications
Building blocks for rapid development of GenAI applications
Building blocks for rapid development of GenAI applications
A CLI application for ragbits - building blocks for rapid development of GenAI applications
Building blocks for rapid development of GenAI applications
Building blocks for rapid development of GenAI applications
Document Search module for Ragbits
Evaluation module for Ragbits components
Guardrails module for Ragbits components
Failure-aware RAG repair layer for Python.
Boosting Retrieval-Augmented Generation with Context Reordering
RAG chatbot for companies using local docs and websites
A command-line RAG tool for querying documents using LlamaIndex with OpenAI and Ollama support
RAG in 3 lines. Auto-GraphRAG, auto-reranking, auto-streaming. No LangChain required.
Portable executable RAG artifacts for Python
RagBuilder SDK - Create optimal Production-ready RAG pipelines
3-level LLM cache (exact, semantic, partial) with real-time token cost tracking
RAGCAR: Retrieval-Augmented Generative Companion for Advanced Research
A Retrieval-Augmented Generation chat library
RagChat transforms unstructured data for LLM interaction.
Renamed to evalsystem. Please run: pip install evalsystem
RAGChecker: A Fine-grained Framework For Diagnosing Retrieval-Augmented Generation (RAG) systems.
package test
package test
package test
package test
A lightweight RAG chunking and preprocessing library
Audit trail middleware for RAG pipelines in regulated industries
RAGConvo is a flexible and extensible Python library for building Retrieval-Augmented Generation systems. It provides a modular architecture for integrating various language models, embedding techniques, and vector stores to create powerful question-answering systems.
RAGConvoGenerator is a flexible and extensible Python library for building Retrieval-Augmented Generation systems. It provides a modular architecture for integrating various language models, embedding techniques, and vector stores to create powerful question-answering systems.
A library to build Retrieval-Augmented Generation applications with only a few lines of code.
Datagen & RagEval for various LLM (Large Language Model) for RAG Apps
Recursive website crawler producing LLM-ready knowledge base artifacts with Crawl4AI
ragctl - Production-ready RAG toolkit with advanced OCR, semantic chunking, and intelligent document processing
Generate and render a call graph for a Python project.
A knowledge graph management system.
Build knowledge bases for RAG
A patent-pending, embedded, multimodal RAG database that performs automated ingestion, hybrid vector+keyword search, and offline retrieval entirely inside a portable single-file SQLite container.
Observability SDK for RAG pipelines — auto-trace every stage of your RAG app.
Efficient defense against knowledge corruption attacks on RAG systems
RAG-powered document indexing and search for MCP (Model Context Protocol)
A dictionary with fuzzy key matching using RAG and LLM
Compare and evaluate RAG systems side-by-side with LLM evaluation. Use as a library or CLI tool.
RAGDK - Retrieval Augmented Generation Develoment Kit
Retrieval-Augmented Generation Driven by Offline Local LLMs — a fully-local RAG system for JIRA tickets, code, and PDFs, powered by Ollama.
Silent regression detector for RAG pipelines
5-dimensional drift detection for production RAG systems.
Windows Registry Manipulation
A framework for retrieval augmented generation evaluation (RAGE)
rage-ts
Python Rage4 API Module
Intelligent CLI-based Project Context Engine with MCP server support
RAGElo: A Tool for Evaluating Retrieval-Augmented Generation Models
Retrieval Augmented Generation.
Training language models to perform agentic multi-hop search through reinforcement learning
Python SDK for ragent-oss storage gateway
RAGents Frontend - A Python-embeddable Next.js frontend for RAG agents
Useful Tools for Database, RAG and LLM
RAG evaluation library — LLM-as-judge for hallucination detection, faithfulness, answer relevancy. Local or self-hosted. Alternative to ragas.
RAG evaluation SDK — RAGの回答品質を3行で計測
A library for evaluating Retrieval-Augmented Generation (RAG) systems
Generate production-ready RAG pipelines from a single config
Prevents silent RAG failures — chunk quality, retrieval fallback, adaptive querying, and answer evaluation in one library.
Framework that helps you build, evaluate, and refine GenAI pipelines.
RAGFL Memory
Efficient Document-Based QA with Retrieval-Augmented Generation (RAG) and Large Language Models (LLM).
Async Python SDK for RAGFlow
Admin Service's client of [RAGFlow](https://github.com/infiniflow/ragflow). The Admin Service provides user management and system monitoring.
Python client for RagFlow API
A mcp server that talk with my ragflow
RAGFlow MCP Server - A Model Context Protocol server integrating with RAGFlow APIs
RAGFlow MCP Server Aider
RAGFlow MCP Server Continue
This mcp server is used to search content from the ragflow knowledge base.
Python client sdk of [RAGFlow](https://github.com/infiniflow/ragflow). RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding.
Django ORM 风格的 ragflow-sdk 封装