Data & Analytics · Melo + Claude
Melo MCP with Claude: Search French Property Data in Plain Language
The short answer
Claude works with Melo through the Model Context Protocol (MCP), an open standard that acts as a secure adapter between the two. Once connected with an API key, Claude can search French property listings, retrieve listing details, analyse market trends and monitor price changes, all through natural-language requests that your organisation controls.
What is Melo?
Melo is a real estate API that provides real-time, deduplicated property listings and market analytics for France. It gives access to comprehensive market data and up-to-date property information through a single integration. Property investors, estate agents, lenders, market analysts and proptech developers typically use it to understand supply, pricing and activity across French property markets without collecting listings manually.
How Claude connects to Melo through MCP
The Model Context Protocol (MCP) is an open standard that lets Claude securely use other software, reading information and taking actions with permissions the organisation controls. Think of it as a universal adapter between Claude and the tool. For Melo, this means Claude can work with French property data directly, instead of someone copying figures between screens.
Once connected, Claude can typically search French property listings by location, type and other criteria, retrieve detailed information on individual listings, and compare market activity over time. It can also watch for price changes and summarise what they mean in plain English. Melo's MCP server or direct API can be used, depending on the setup your team prefers.
Permissions and approvals keep people in charge. Access is granted with an API key and limited to the functions the workflow needs. Sensitive actions can require a person's sign-off before anything happens, and audit logs record what Claude accessed and when. Your team decides which questions Claude may answer and which outputs must be reviewed.
What you can automate
Investment Screening
Investors can ask Claude for listings matching a set of criteria, such as location, property type and budget. Claude retrieves current listings from Melo, filters out duplicates and presents a short shortlist with the key facts for each property. The investment team then reviews the shortlist and decides which properties to examine further, saving hours of manual searching each week.
Market Trend Briefings
Analysts can ask for a summary of activity in a given French region over a chosen period. Claude pulls the relevant analytics from Melo and writes a briefing covering volumes, pricing movements and notable shifts. The briefing can be shared with leadership or clients in a consistent format, so reporting no longer depends on one person building spreadsheets.
Price Change Monitoring
Property managers and lenders can set Claude to check specific areas or listings and flag meaningful price changes. When a change crosses a threshold the team has agreed, Claude produces a short note explaining what changed. Staff can then decide whether to act, such as revising a valuation or contacting a vendor, keeping human judgement in the loop.
Listing Research for Agents
Estate agents preparing a valuation or pitch can ask Claude for comparable listings in a neighbourhood, with details such as size, condition notes and time on the market where available. Claude gathers the comparables from Melo and organises them into a clear table. Agents then add their local knowledge before presenting figures to a client.
Client Enquiry Support
Proptech teams and chatbot builders can connect Claude to Melo so that customer questions about French property listings receive accurate, current answers. Claude searches listing data to respond to enquiries, and anything outside the agreed scope is passed to a human colleague. This reduces repetitive research for support staff while keeping responses grounded in live data.
An end-to-end workflow: Weekly Regional Acquisition Pipeline
TriggerEvery Monday morning, the acquisitions lead asks Claude for a fresh review of target areas in Paris and Lyon.
Claude queries Melo for new and recently updated listings matching the fund's agreed criteria in each area.
Claude removes duplicates and flags listings whose prices have changed since the previous week.
Claude compares the results against the pipeline stored in the team's CRM, marking properties already under discussion.
Claude drafts a summary with the strongest new candidates, price movements and suggested next actions.
The acquisitions lead reviews the summary and approves which properties should be added to the CRM for follow-up.
Approved properties are logged in the CRM with a note and a task assigned to the relevant analyst.
OutcomeThe acquisitions team starts each week with a current, de-duplicated shortlist and a clear record in the CRM. Typical outcomes include less time spent on manual searching and fewer missed price changes, with final decisions kept with the people responsible.
How we set it up
Free Automation Audit
We begin with a free audit to identify the questions and workflows where Melo data would save the most time. We review your current research process, the decisions it supports and the systems involved, such as Microsoft 365, your CRM or ticketing tools.
Secure Connection
We connect Claude to Melo using the API key sign-in method, using Melo's MCP server or direct API as suited to your setup. The key is stored securely and access is limited to the functions the workflow requires.
Workflow Design
We design the end-to-end workflow across Melo and your other systems, deciding which actions are automatic and which require human approval. Outputs are shaped into the formats your team already uses.
Testing and Launch
We test the workflow against real past questions and listings to check accuracy and completeness. After sign-off, we launch with monitoring and audit logs in place so you can see what Claude is doing at all times.
Team Training
We train your analysts, agents and managers on how to ask good questions, review Claude's output and handle exceptions. Ongoing support helps refine prompts and workflows as your needs change.
Who benefits
- Property Investors
- Faster shortlisting of listings that match agreed criteria, with less duplicate effort.
- Market Analysts
- Consistent market briefings built from current data, produced in a fraction of the usual time.
- Estate Agents
- Quicker comparable research for valuations and client presentations.
- Operations and IT Leads
- A governed, auditable connection to market data that fits existing systems and approval processes.
Security and control
- Access is granted with an API key and limited to the functions each workflow needs.
- People approve consequential actions, such as updating a CRM record or sharing a valuation with a client.
- Audit logs record what Claude accessed and what it produced, supporting internal review.
- Outputs are checked against source data, and Claude flags uncertainty rather than guessing.
- Data is handled in line with the rules that apply to your organisation and the hosting region you choose.
For teams in the US, UK, India and the Middle East
Organisations in the United States and the United Kingdom can connect Melo to Claude with their own data governance standards applied to every workflow. Teams in India must consider the Digital Personal Data Protection Act, 2023, when handling any personal information within property records. Organisations in the UAE and Saudi Arabia follow their national data protection laws, so hosting region is chosen to meet those requirements. Claude applications we build can be hosted in India, the United States, the United Kingdom or the European Union to suit your obligations.
Learn more about Claude and MCP
Anthropic's AI model and assistant.
Secure links between Claude and business tools.
How engineers build and change software with Claude.
Hosted agents that run multi-step work.
The open standard Claude uses to connect to tools.
Frequently asked questions
What does the Melo MCP server do?
The Melo MCP server is a secure bridge that allows Claude to use Melo's property data. Through it, Claude can typically search French listings, retrieve listing details and analyse market activity when asked in plain language. It works within the access your organisation grants, so Claude only reaches the data the workflow needs.
Is connecting Melo to Claude secure?
Security depends on how the connection is designed. Access is granted with an API key, limited to the required functions, and stored securely. Audit logs record activity, and human approval can be required for important actions. We review the setup with your IT team before launch so it meets your internal standards.
What can Claude do with Melo once connected?
Typically, Claude can search French property listings, retrieve detailed information on individual listings, analyse market trends and monitor price changes. It presents results in clear summaries or tables. Any action that changes records in your other systems can be set to require a person's approval first.
How long does setup take?
Timing varies with the complexity of the workflow and the systems involved. A focused connection to Melo with one or two outputs can often be launched within a few weeks, following the free audit. Larger workflows that span several systems take longer, and we agree a timeline during the audit.
Which plan or permissions are needed?
Generally, you need an active Melo account with an API key that grants access to the data your workflow requires. The exact access depends on your agreement with Melo, so we confirm the permissions needed during the free audit and set access to the minimum necessary.