Stop rerunning the same MLS search for every buyer: save each buyer's criteria in your AI once, then ask "what's new for [buyer]" to get this week's new listings ranked by fit, with the top 3 explained: AI agent prompt
A buyer's agent with several active clients can lose a whole afternoon each week rebuilding the same MLS searches and scanning photos. In Agent Intelligence issue #49 (May 15, 2026), Matt Spangler described a roughly 29-minute 'buyer concierge' build that connects the Flexmls MCP server (which links an agent's MLS account to Claude using their existing login) with Claude Memory, so each buyer's criteria is saved once. The agent then asks 'what's new for [buyer]' to get new active listings from the past 7 days ranked by fit with the top 3 explained, plus a weekly pass across all active buyers that flags homes two of their buyers might compete for (as summarised by Real Estate Use Cases). It only works if your MLS board has enabled the Flexmls MCP; otherwise you can paste a new-listings export instead. Keep saved criteria about the property and location only.
The prompt
1. Connect your MLS to your AI if your MLS offers a connector (e.g. Flexmls: Preferences > AI Settings > turn on MCP, then add it to Claude). If not, export this week's new listings as a CSV instead. 2. For each active buyer, tell your AI: "Save as 'Buyer: [first name + initial]'. Criteria: [beds, baths, must-haves, price range, areas, deal breakers]. Timeline: [date]." Keep it to property and location; never save or filter by protected characteristics. 3. Ask: "What's new for [buyer]? Pull new active listings from the last 7 days, rank them by fit to the saved criteria, and explain the top 3 in two sentences each, including any deal breaker you had to bend." 4. Weekly: "Run this for all my active buyers. Top 3 per buyer, and flag any home that fits two of my buyers so I can handle it fairly." 5. Check each listing's status and details in the MLS before sending anything, then send each buyer their shortlist yourself with a note on why each home made the cut.
Fill in the blanks, then copy
This prompt has 4 [bracket]s to fill in. Type your details below and the prompt updates as you go. Your answers stay in this browser and are reused on other prompts with the same blanks. Nothing is sent to us.
Example values are fictional, just to show how a filled-in prompt reads. Replace them with your real details.How to use it
- Copy the prompt above.
- Replace every [bracket] with your own details (use the fill-in-the-blanks box above, which remembers your answers for the next prompt).
- Paste it into Claude, Claude Memory, Flexmls MCP and review the answer before you use it.
Works with: Claude, Claude Memory, Flexmls MCP, MLS
Real-world example: realestateusecases.com/u/buyer-concierge-flexmls-claude-memory/
Featured in: AI prompts to summarize meetings, notes, documents and reports · ChatGPT prompts for real estate agents: listing descriptions, leads, showings and closing
Before you use it: what to check
Already built into this prompt
- Top 3 per buyer, and flag any home that fits two of my buyers so I can handle it fairly." 5.
Check yourself
- Check every figure, price and total against your own records before anything is sent, posted or booked. A person approves refunds, discounts, payments and price changes.
- Remove names, contact details, account numbers and other personal data the task doesn't need before you paste, and check your AI tool's data and training settings.
- Read and edit the draft before it reaches a customer or goes public. If you later automate this prompt, start with "draft and notify me", not "send automatically".
- Check names, dates, numbers and any claim against your own source material before you use the answer. AI can misread or invent details.
Using an AI agent? Download this prompt as a SKILL.md agent skill with these checks built in, or get the .zip for Claude.ai. How to install skills.
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