by aws-samples · Agent Tool · ★ 95
Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h
Agentic Documents Assistant The Agentic Documents Assistant is an LLM assistant that allows users to answer complex questions from their business documents through natural conversations. It supports answering factual questions by retrieving information directly from documents using semantic search with the popular RAG design pattern. Additionally, it answers analytical questions such as which contracts will expire in the next 3 months? by translating user questions into SQL queries and running them against a database of entities extracted from the documents using a batch process. It is also able to answer complex multi-step questions by combining retrieval, analytical, and other tools and data sources using an LLM agent design pattern. To learn more about the design and architecture of this solution, check the accompanying AWS ML blog post: Boosting RAG-based intelligent document assistants using entity extraction, SQL querying, and agents with Amazon Bedrock.
| Stars | 95 |
| Forks | 25 |
| Language | Jupyter Notebook |
| Category | Agent Tool |
| License | MIT-0 |
| Quality Score | 66.0954354931266/100 |
| Open Issues | 6 |
| Last Updated | 2024-06-22 |
| Created | 2023-11-13 |
| Platforms | aws |
| Est. Tokens | ~95k |
Looking for a aws-agentic-document-assistant alternative? If you're comparing aws-agentic-document-assistant with other agent tool tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.
This repo covers LLM, Agents, MCP Tools, Skills concepts with sample codes: LangChain & LangGraph, AWS Strands
Build, Improve Performance, and Productionize your LLM Application with an Integrated Framework
Build, deploy, and orchestrate event-driven agents natively on Apache Flink® and Apache Kafka®
Design, conduct and analyze results of AI-powered surveys and experiments. Simulate social science and market
Aser is a lightweight, self-assembling AI Agent frame.
A Model Context Protocol (MCP) server for ATLAS, a Neo4j-powered task management system for LLM Agents - imple
Explore other popular agent tool tools:
aws-agentic-document-assistant is An agent based LLM assistant that extends RAG with batch entity extraction and SQL querying to improve performance on multi-step and analytical questions.. It is categorized as a Agent Tool with 95 GitHub stars.
aws-agentic-document-assistant is primarily written in Jupyter Notebook. It covers topics such as aws, bedrock, cdk.
You can find installation instructions and usage details in the aws-agentic-document-assistant GitHub repository at github.com/aws-samples/aws-agentic-document-assistant. The project has 95 stars and 25 forks, indicating an active community.
aws-agentic-document-assistant is released under the MIT-0 license, making it free to use and modify according to the license terms.
The top alternatives to aws-agentic-document-assistant on Agent Skills Hub include Fast-LLM-Agent-MCP, palico-ai, quickstart-streaming-agents. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.