How do I get a Rebrickable API key?

Visit [**rebrickable.com/api**](https://rebrickable.com/api/), sign in with your Rebrickable account, and your API key will be displayed on the page. Copy it — it's a long alphanumeric string.

Can I search for sets by theme?

Yes! Use `list_sets` with `theme_id` to filter by theme. First use `list_themes` to find the theme ID (e.g. Star Wars = 170), then pass it to list_sets. You can also filter by year or part number.

Can I see the parts inventory for a set?

Yes! Use `get_set_parts` with the set number (e.g. "75192-1" for the Millennium Falcon). Returns every part with its part number, color ID, quantity and whether it's a spare. Set inc_minifig_parts to true to include minifig parts.

How many results can I get at once?

The API supports up to 1000 results per request. Use the `page_size` parameter (max 1000, default 100) and `page` for pagination. The total count and next/previous URLs are returned in each response.

Rebrickable LEGO MCP Server for LangChain 11 tools — connect in under 2 minutes

Name: Rebrickable LEGO
Availability: InStock
Author: Vinkius

python.langchain.com/docs/integrations/tools/mcp

Built by Vinkius GDPR 11 Tools Framework

LangChain is the leading Python framework for composable LLM applications. Connect Rebrickable LEGO through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

Vinkius supports streamable HTTP and SSE.

python

import asyncio
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with MultiServerMCPClient({
        "rebrickable-lego": {
            "transport": "streamable_http",
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
        }
    }) as client:
        tools = client.get_tools()
        agent = create_react_agent(
            ChatOpenAI(model="gpt-4o"),
            tools,
        )
        response = await agent.ainvoke({
            "messages": [{
                "role": "user",
                "content": "Using Rebrickable LEGO, show me what tools are available.",
            }]
        })
        print(response["messages"][-1].content)

asyncio.run(main())

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* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure

About Rebrickable LEGO MCP Server

Connect to the Rebrickable LEGO API and explore the entire LEGO catalog through natural conversation.

LangChain's ecosystem of 500+ components combines seamlessly with Rebrickable LEGO through native MCP adapters. Connect 11 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.

What you can do

Sets — Search and browse LEGO sets by theme, year or part number with piece counts and images
Parts — Explore the official LEGO parts catalog with part numbers, names and categories
Minifigures — Discover minifigures with their set numbers, themes and images
Themes — Browse all LEGO themes and sub-themes with set counts
Colors — List all LEGO colors with their IDs, names and RGB values
Set Parts — Get complete parts inventories for any LEGO set including spare parts

The Rebrickable LEGO MCP Server exposes 11 tools through the Vinkius. Connect it to LangChain in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect Rebrickable LEGO to LangChain via MCP

Follow these steps to integrate the Rebrickable LEGO MCP Server with LangChain.

Install dependencies

Run pip install langchain langchain-mcp-adapters langgraph langchain-openai

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Run the agent

Save the code and run python agent.py

Explore tools

The agent discovers 11 tools from Rebrickable LEGO via MCP

Why Use LangChain with the Rebrickable LEGO MCP Server

LangChain provides unique advantages when paired with Rebrickable LEGO through the Model Context Protocol.

The largest ecosystem of integrations, chains, and agents. combine Rebrickable LEGO MCP tools with 500+ LangChain components

Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step

LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging

Memory and conversation persistence let agents maintain context across Rebrickable LEGO queries for multi-turn workflows

Rebrickable LEGO + LangChain Use Cases

Practical scenarios where LangChain combined with the Rebrickable LEGO MCP Server delivers measurable value.

RAG with live data: combine Rebrickable LEGO tool results with vector store retrievals for answers grounded in both real-time and historical data

Autonomous research agents: LangChain agents query Rebrickable LEGO, synthesize findings, and generate comprehensive research reports

Multi-tool orchestration: chain Rebrickable LEGO tools with web scrapers, databases, and calculators in a single agent run

Production monitoring: use LangSmith to trace every Rebrickable LEGO tool call, measure latency, and optimize your agent's performance

Rebrickable LEGO MCP Tools for LangChain (11)

These 11 tools become available when you connect Rebrickable LEGO to LangChain via MCP:

get_minifig

g. "sw0001-1"). Returns the minifig name, theme, year, piece count and image URLs. Get details for a specific LEGO minifigure

get_part

g. "3001" for a 2x4 brick). Returns the part name, category, image URLs and available colors. Get details for a specific LEGO part

get_part_colors

Returns color IDs, color names and availability info. Useful for finding which colors a part is available in for MOC building. Get available colors for a LEGO part

get_set

g. "75192-1"). Returns the set name, year, theme, piece count, minifig count, image URLs and related info. Set numbers follow the format "NNNN-N" where NNNN is the set number and N is the variant. Get details for a specific LEGO set

get_set_parts

Each entry includes the part number, color ID, quantity and whether it's a spare part. Optionally include minifig parts. Use list_colors and list_parts to resolve color and part details. Get the parts inventory for a LEGO set

get_theme

Returns the theme name, parent theme (if sub-theme) and set count. Get details for a specific LEGO theme

list_colors

Useful for understanding color availability in sets and MOC building. List all LEGO colors in the catalog

list_minifigs

Returns minifig numbers, names, themes, year and image URLs. Optionally filter by part number. Use pagination with page and page_size (max 1000). Search LEGO minifigures

list_parts

Returns part numbers, names, categories and image URLs. Optionally filter by part number pattern. Use pagination with page and page_size (max 1000). Search LEGO parts in the catalog

list_sets

Optionally filter by theme ID, year, or part number. Returns set numbers, names, year, theme, piece count and image URLs. Use pagination with page and page_size (max 1000 per request). Search LEGO sets in the Rebrickable catalog

list_themes

g. Star Wars, City, Technic) and their sub-themes. Each theme includes its ID, name, parent theme ID (for sub-themes) and set count. Optionally filter by parent theme ID to get sub-themes of a specific theme. List LEGO themes and sub-themes

Example Prompts for Rebrickable LEGO in LangChain

Ready-to-use prompts you can give your LangChain agent to start working with Rebrickable LEGO immediately.

"Find all LEGO Star Wars sets from 2024."

"Show me the parts inventory for set 10497 (Galaxy Explorer)."

"What colors is LEGO part 3001 (2x4 brick) available in?"

Troubleshooting Rebrickable LEGO MCP Server with LangChain

Common issues when connecting Rebrickable LEGO to LangChain through the Vinkius, and how to resolve them.

MultiServerMCPClient not found

Install: pip install langchain-mcp-adapters

Rebrickable LEGO + LangChain FAQ

Common questions about integrating Rebrickable LEGO MCP Server with LangChain.

How does LangChain connect to MCP servers?

Use langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.

Which LangChain agent types work with MCP?

All agent types including ReAct, OpenAI Functions, and custom agents work with MCP tools. The tools appear as standard LangChain tools after the adapter wraps them.