User Question
    ↓
LangGraph / LangChain Agent
    ↓
MultiServerMCPClient
    ↓
FastMCP Server (stdio)
    ↓
World Bank MCP Tools
    ├── search_documents
    ├── filter_documents
    ├── get_document
    └── get_facets
    ↓
World Bank Documents API

WorldBank_MCP/
├── server/
│   ├── __init__.py
│   ├── wb_docs_mcp.py           # MCP server with tools
│   ├── schemas.py               # Pydantic input schemas
│   ├── config.py                # constants & settings                
│   ├── utils.py                 # helper logic 
│   ├── api_client.py            # API request implementation
│   └── tools/
│       ├── __init__.py
│       ├── search.py            # search_documents implementation
│       ├── filter.py            # filter_documents implementation
│       ├── document.py          # get_document implementation
│       └── facets.py            # get_facets implementation
│
├── client/
│   ├── __init__.py
│   └── agent_client.py          # Agent loop (LLM + MCP tools)
│
├── requirements.txt             # Python dependencies
├── .gitignore
└── .env.example                 # Environment variables template 
└── README.md

git clone <your-repo-url>
cd WorldBank_MCP

python -m venv venv
venv\Scripts\activate

python -m venv venv
source venv/bin/activate

pip install -r requirements.txt

groq_model=your_groq_model
groq_api_key=your_groq_api_key_here

python client/agent_client.py

• What World Bank reports exist on climate resilience in Kenya? 
• Find documents about education financing in Sub-Saharan Africa published between 2019 and 2022. 
• What document types does the World Bank publish most frequently? 
• Find the most recent economic sector work on Indonesia. 
• List all languages the World Bank publishes documents in. 
• Find project documents related to water and sanitation in Brazil. 

Ask a question or Type 'exit' to quit: What World Bank reports exist on climate resilience in Kenya? 

=== Response ===
The World Bank has several reports on climate resilience in Kenya, including:

1. Kenya - Coastal Region Water Security And Climate Resilience Project : Environmental Assessment
2. Kenya - Coastal Region Water Security and Climate Resilience Project : Resettlement Plan (Vol. 4 of 4) : Resettlement Action Plan 2 for Mwache Multipurpose Dam Project
3. Kenya - Climate Smart Agriculture Project : Environmental Assessment (Vol. 6 of 8) : Environmental and Social Impact Assessment Report for the Rehabilitation of Kamola Water Pan, East Yimbo Location Bondo Sub County in Siaya County
4. Kenya - Climate Smart Agriculture Project : Environmental Assessment (Vol. 4 of 8) : Environmental and Social Impact Assessment Report for the Desilting and Rehabilitation of Kivuno Water Pan in Sorget-Tendeno Ward, Kipkelion East Sub-County
5. Kenya - Climate Smart Agriculture Project : Environmental Assessment (Vol. 3 of 8) : Environmental and Social Impact Assessment Report for the Kimana Livestock Sale Yard in Kimana Ward, Kajiado South Sub-County, Kajiado County
6. Kenya - Climate Smart Agriculture Project : Environmental Assessment (Vol. 1 of 2) : Environmental Management Plan for Aekumi Rock Catchment, Tharaka Nithi County
7. Kenya - Nairobi Metropolitan Services Improvement Project : resettlement plan : Final abbreviated resettlement action plan report in the construction of Kangundo-Kenol, Kenol-Koma, Katumani-Mombasa road, and rehabilitation of Kenol-Machakos Town-Katumani Link Road Project
8. Kenya - Nairobi Metropolitan Services Improvement Project : Environmental Assessment (Vol. 27 of 41) : Environmental and social impact assessment report for construction of Karandini market

These reports are available on the World Bank website and provide information on the environmental and social impacts of various projects in Kenya, including climate resilience initiatives.

Ask a question or Type 'exit' to quit: Find documents about education financing in Sub-Saharan Africa published between 2019 and 2022

=== Response ===
The search results did not provide any documents about education financing in Sub-Saharan Africa published between 2019 and 2022. However, the following documents were found:

1. Project Information Document - Adolescent Girls Initiative for Learning and Empowerment - P170664 (2020)
2. Concept Project Information Document (PID) - Ten Million Adolescent Girls Project - P170664 (2019)
3. Additional Financing Environmental and Social Review Summary (ESRS) - Nigeria COVID-19 Preparedness and Response Project Additional Financing - P177076 (2021)    
4. Concept Stage Program Information Document (PID) - Edo Economic Transformation Program for Results - P169921 (2019)
5. Concept Project Information Document (PID) - Sustainable Procurement, Environmental and Social Standards Enhancement Project (SPESSE) - P169405 (2019)
6. Project Information Document - Sustainable Procurement, Environmental and Social Standards Enhancement Project (SPESSE) - P169405 (2019)

These documents may not be directly related to education financing in Sub-Saharan Africa, but they may provide some relevant information or context.

Ask a question or Type 'exit' to quit: What document types does the World Bank publish most frequently?

=== Response ===
The World Bank publishes most frequently the following document types:

1. Procurement Plan
2. Implementation Status and Results Report
3. Auditing Document
4. Working Paper
5. Brief
6. Agreement
7. Environmental Assessment
8. Report
9. Project Information Document
10. Announcement

These are the top 10 most frequent document types published by the World Bank, based on the data provided by the get_facets tool.

Ask a question or Type 'exit' to quit: Find the most recent economic sector work on Indonesia. 

=== Response ===
The most recent economic sector work on Indonesia is the "Indonesia - Tourism Development Project : environmental assessment : Kerangka pengelolaan lingkungan dan sosial" document, with an ID of 29890113, published on January 19, 2018. The document discusses the development objective of the Tourism Development Program Project for Indonesia, which is to improve tourism-relevant road quality and basic services accessibility, strengthen local economy linkages to tourism, and promote private investment in three tourism destinations in Indonesia. The document also highlights some of the negative impacts and mitigation measures related to the project.