daviddwlee84 / LLM-API-Agent

Creating tools for LLM so it can call API by itself and finish complex tasks

LLM API Agent

Creating tools for LLM so it can call API by itself and finish complex tasks.

Good example of how to play with Agents, Tools, etc.

Getting Started

Python 3.10+

pip install -r requirements.txt

# Fill your credential
cp example.env .env

# Adhoc
python ./utils/api.py

Todos

Infrastructure

• OpenAPI document to API Agent
• General API document (e.g. using web crawler)
• Self-building API call function as tool

Learning

• Understand LangGraph

Bug

• Fix agent executor intermediate output exceed max token length limit issue

Tasks

• Spotify Agent
  • Basic Spotify API call based on OpenAPI document
    • Change it to notebook
    • Fix bug
  • JSON agent
• Financial Agent
  • Simple Polygon
    • Fix bug
  • LangGraph + Polygon

Other

• Build UI to play with each of them (if there is stable playable example)

Resources

LangChain

Tools and Agent (general)

• Agents | 🦜️🔗 Langchain
  • Tools | 🦜️🔗 Langchain
• Choosing between multiple tools | 🦜️🔗 Langchain
• Agents | 🦜️🔗 Langchain

API Agent and Planner

• OpenAPI | 🦜️🔗 Langchain
  • langchain/libs/community/langchain_community/agent_toolkits/openapi at master · langchain-ai/langchain
  • langchain/libs/community/tests/unit_tests/tools/openapi at master · langchain-ai/langchain
  • langchain/docs/docs/integrations/toolkits/openapi.ipynb at master · langchain-ai/langchain

Template

• LangSmith
  • LangChain Hub | 🦜️🛠️ LangSmith
  • hwchase17/langchain-hub
• openai-functions-agent | 🦜️🔗 Langchain
  • langchain/templates/openai-functions-agent at master · langchain-ai/langchain

LangGraph

• 🦜🕸️LangGraph | 🦜️🔗 Langchain
• LangGraph: Multi-Agent Workflows
  • LangGraph: Multi-Agent Workflows - YouTube
• Future of Coding — Multi-Agent LLM Framework using LangGraph | by Anurag Mishra | Mar, 2024 | Medium
• LangGraph

Papers

Agents/Tools (general)

• [2210.03629] ReAct: Synergizing Reasoning and Acting in Language Models
• [2205.00445] MRKL Systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning
  • MRKL - Chainlit
  • whitead/robust-mrkl: A langchain agent that retries

API Agent (specific)

• [2306.06624] RestGPT: Connecting Large Language Models with Real-World RESTful APIs

API Documents

• APIs-guru/openapi-directory: 🌐 Wikipedia for Web APIs. Directory of REST API definitions in OpenAPI 2.0/3.x format
• APIs.guru

Others

• 自定义远程工具(Remote Tool) - ERNIE Bot Agent