AgentGraph MCP: how to find German estate agencies and agents worth partnering with or recruiting
AgentGraph is CASAFARI’s agency and agent intelligence for Germany, available as an MCP server at https://platform.casafari.com/mcp/agentgraph that connects directly to Claude, ChatGPT or your IDE. It screens target cities against your partner profile, provides full profiles, territory maps, partner briefs and area benchmarks, and maintains a shared team watchlist. AgentGraph covers Germany only and is restricted to verified business accounts. First sign-in creates a Free plan with 1,000 tokens for 30 days.
Why entering Germany starts with the right agencies, not the right postcode
Picture a network development director in Mayfair reviewing an expansion plan for Germany. The goal is clear: launch five city partnerships by the end of the fourth quarter. The current tool is a spreadsheet of 300 agency names scraped from portal listings, half of which turn out to be single-person offices without residential inventory.
Germany is a brokered property market defined by geographic fragmentation. According to an analysis published by the IVD press release on transaction volume in January 2024, estate agents advise on roughly 40% of all property deals in Germany, representing over 405,000 brokered transactions per year with an aggregate volume of nearly EUR 95 billion. Furthermore, following a market adjustment, nationwide monetary turnover rose by around 15% in 2024, as noted in the August 2025 press release by the BBSR and the Gutachterausschüsse on the 2024 market.
Navigating this landscape requires understanding local regulatory conditions. Brokering property as a business requires a permit under § 34c Gewerbeordnung (GewO), granted by the competent authority or local IHK. Furthermore, under § 656c BGB, when an agent acts for both buyer and seller in a residential transaction, commission is split equally between both parties, as detailed in this overview of how the commission split works since December 2020.
However, official records do not show which agency leads in Düsseldorf-Oberkassel or which agents in Hamburg have expanded their portfolio over the last 12 months. Finding the right strategic fit requires actionable market activity data.
What the 13 AgentGraph tools do
Rather than sifting through unverified portal listings, AgentGraph organises agency intelligence into six core tasks. Detailed specifications are available in the AgentGraph documentation on developers.casafari.com.
Area screens against a partner profile
AgentGraph matches agencies and agents against its own partner profiles (for example franchise offices losing momentum or growing independent agencies) and lets you add thresholds such as active homes, momentum, days on market, price-cut share and team size. It screens any German city, district or state, or a set of postcodes, producing a shortlist based on structural fit rather than simple directory dumps.
Full agency and agent profiles
Profiles are generated directly from CASAFARI’s underlying property graph. Review active homes, quarter-by-quarter figures, exits, price cuts and days-on-market behaviour to gauge agent performance.
Territory maps
Visualise where an agency or individual broker operates geographically. This allows network planners to identify market white space and avoid territory overlap between existing franchise partners.
Partner briefs
Generate a concise background summary for preliminary discussions. Briefs synthesise listing history, market focus, and portfolio metrics into an accessible document for partnership managers.
Area benchmarks
Compare candidate performance against local market medians. This benchmark provides context for evaluating claims made during partnership negotiations.
Shared watchlist
Maintain a centralised watchlist across your team. Strategic leads in London and regional scouts in Frankfurt can collaborate within the same shortlist environment.
Location Lookup queries resolve administrative boundaries (such as Kreis, Bezirk, or PLZ) to standard location IDs at zero token cost, keeping initial research efficient.
Two workflows: partner agencies and recruitment
Cross-border expansion teams typically deploy AgentGraph for two distinct operational tasks.
Identifying partner agencies for expansion
For franchise networks or referral alliances evaluating market entry, prompt your connected AI client with specific operational parameters:
“Screen Munich and surrounding Landkreise for independent brokerages managing at least 30 active sales listings without existing franchise ties. Provide briefs for the top five profiles.”
For technical implementation details, refer to the developer guide on use case: find partner agencies in Germany.
Recruiting active agents
For recruitment teams targeting high-performing brokers, query historical listing progression:
“List independent agents in Hamburg-Eimsbüttel whose listing volume grew year-on-year over the past 12 months. Add the top ten candidates to our Q1 recruitment watchlist.”
Review the documented guide on use case: recruit agents in Germany for further integration patterns.
Data synthesis prepares your team for outreach, but it remains a complement to formal due diligence, professional reference checks, and verification of trade licences. For larger strategic initiatives, explore CASAFARI for business expansion into new markets and read our insights on how global networks are putting agentic AI to work.
How to connect AgentGraph to Claude, ChatGPT or your IDE
CASAFARI provides dedicated endpoints for each data module. Access AgentGraph at https://platform.casafari.com/mcp/agentgraph using standard Streamable HTTP architecture.
To establish a connection, follow the guide on how to connect a Casafari MCP server:
- Add the server URL to your client connector.
- Complete OAuth 2.1 authentication in your browser window without handling API keys manually.
- Begin querying data within your assistant.
Supported clients include Claude (Desktop, Web, Mobile), ChatGPT (Developer mode), Claude Code, Cursor, VS Code, Codex CLI, Gemini CLI, Devin Desktop, Visual Studio, Zed, Cline, JetBrains Junie, Kiro, Warp, and goose. Claude Code and Gemini CLI users can also install the plugin or extension from the public casafari-mcp repository on GitHub, which bundles all five servers alongside code samples.
To manage access settings, sign in at platform.casafari.com or visit the Casafari MCP product page.
Plans and usage tokens
System usage is calculated in tokens. OAuth access tokens serve as authentication state, whereas usage tokens measure query consumption. Review the detailed breakdown of plans and token costs in the developer FAQ.
- Free Plan: Includes 1,000 usage tokens for 30 days without entering payment details.
- Agent Plan: EUR 49 per month (billed annually) or EUR 70 month-to-month, excluding VAT.
- Custom Plan: By contract, tailored to the organisation’s scale.
- Prepaid Credits: Available for additional volume requirements.
- Location Lookup: Incur 0 token charges when resolving geographic boundaries.
Access control for verified business accounts
AgentGraph handles professional contact details, including full names, business telephone numbers, and email addresses. Under General Data Protection Regulation (GDPR) frameworks, this information constitutes personal data.
To maintain regulatory compliance, CASAFARI restricts AgentGraph’s tools to verified business accounts. Account verification is completed within the platform before the tools can be called.
Teams conducting outreach should maintain standard records of processing activities and ensure commercial communications comply with applicable local regulations. If you need to verify agency property portfolios on the web interface, review how to find the listings of a specific agency in the CASAFARI platform or explore monitoring competitor agencies with CASAFARI.
Strategic growth in the German market
Expanding into the German real estate sector requires accurate market intelligence. By replacing unverified spreadsheets with clear listing metrics, AgentGraph streamlines partner identification and broker recruitment. Connect your preferred AI client to evaluate opportunities across German cities with clarity and efficiency.
Frequently asked questions
How do I find estate agencies in Germany to partner with?
Choose a partner profile, such as growing independent agencies, and add thresholds for volume, momentum and franchise type. Use AgentGraph through the Casafari MCP to screen target cities or Landkreise against this partner profile. The system outputs a ranked shortlist featuring full listing histories, territory coverage, and candidate briefs. You can review implementation details in the developer guide on use case: find partner agencies in Germany.
Can I use AgentGraph with ChatGPT or Claude?
Yes. Add https://platform.casafari.com/mcp/agentgraph as a custom connector within Claude, ChatGPT Developer Mode, Cursor, VS Code, or any standard MCP client. Authentication is managed securely through OAuth 2.1 in your browser, requiring no manual API keys. Full connector steps are outlined in the guide on how to connect a Casafari MCP server.
How much does the Casafari MCP cost?
Platform consumption is measured in tokens. The Free plan provides 1,000 tokens over 30 days without requiring credit card details. The Agent plan is priced at EUR 49 per month billed annually or EUR 70 month-to-month, excluding VAT, with Custom enterprise tiers available. Location Lookup calls cost 0 tokens, as documented in the plans and token costs in the developer FAQ.
Why does AgentGraph only work for verified businesses?
AgentGraph displays contact data for real estate professionals, which qualifies as personal data under the GDPR. To ensure regulatory compliance and responsible usage, CASAFARI restricts AgentGraph’s tools to verified business accounts. Account verification is conducted directly within the platform.
Does AgentGraph cover the UK, Spain or other countries?
No, AgentGraph specifically covers Germany. While CASAFARI’s underlying property graph processes market data across 16 countries (US: entering now, selected states, commercial real estate only, via Claro AI) for valuation, sourcing, and area insights, agency and broker intelligence within AgentGraph is currently limited to the German market.