Documentation Index
Fetch the complete documentation index at: https://docs.meetdoris.com/llms.txt
Use this file to discover all available pages before exploring further.
Try the Doris Ontology
The Doris Demo Sandbox is a live, read-only MCP server loaded with a realistic revenue pipeline. Connect any MCP-compatible AI tool and start querying deals, commitments, stakeholders, objections, and strategy immediately. No account required. No API key. No setup beyond one command. Endpoint:https://demo-mcp.meetdoris.com/mcp
Transport: Streamable HTTP (no auth)
Connect in 10 Seconds
- Claude Code
- Claude Desktop
- Cursor
- Codex
- Windsurf
- Any MCP Client
What’s Inside
The sandbox contains a realistic B2B SaaS revenue pipeline for a fictional company called Meridian Technologies. The data includes:| Entity | Count | Description |
|---|---|---|
| Accounts | 99 | Buyer companies across 38+ industries |
| Contacts | 315 | Stakeholders with roles, titles, and decision power |
| Deals | 244 | Active pipeline from prospecting to closed, 800K |
| Meetings | 1,700+ | With summaries capturing real conversations |
| Commitments | 1,300+ | Pending, completed, and overdue follow-ups |
| Objections | 50+ | Recurring patterns across deals and industries |
| Competitors | 12 | Named competitors with win/loss positioning |
| Strategies | 185 | Deal-level win themes, risks, and action plans |
| Tactics | 15 | Proven sales motions with effectiveness data |
Try These Prompts
Start with any of these to see what the ontology can do: Pipeline health:- “Which deals are at risk and why?”
- “What commitments are overdue across the pipeline?”
- “Which deals have been stuck in the same stage for over 30 days?”
- “Show me the strategy for the Apex Enterprise Platform deal”
- “Who are the key stakeholders in the Ironforge Core Migration?”
- “What happened in the last meeting with Cobalt Security?”
- “Which objections keep appearing before deals stall?”
- “What do our closed-won deals have in common?”
- “Which competitors are we seeing most often, and what’s our win rate?”
- “Find all commitments linked to deals in the Negotiation stage”
- “Which accounts have both an active deal and an overdue commitment?”
- “Show me the full context for the Velocity Dev Tools Suite”
Available Tools
The sandbox exposes the same 6 ontology tools as the production MCP, plus 2 demo-specific tools:| Tool | Description |
|---|---|
ontology_types | List all entity types or get a specific type’s schema |
ontology_resolve | Get a single entity with optional expand keys for related data |
ontology_list | List entities by type with filtering, sorting, and pagination |
ontology_search | Full-text search across all entity types |
ontology_batch | Resolve up to 50 entities in one call |
ontology_traverse | Follow relationships between entities |
book_a_demo | Book a call to see Doris on your own pipeline |
request_more_info | Leave your email to learn more |
How It Works
The sandbox is a separate MCP server instance running alongside the production Doris platform. It connects to the same database but is locked to a dedicated demo tenant — there is no way for sandbox queries to access real customer data. Architecture:- Separate FastMCP instance with no authentication
- Hardcoded demo tenant ID (not configurable)
- Read-only ontology tools — no data can be written or modified
- Per-IP rate limiting (500 queries/day, 30/minute burst)
- Global rate limit (1,000 requests/hour across all users)
Privacy: The sandbox contains only synthetic data for a fictional company. Privacy modes do not apply — all sandbox responses return full, unmasked data since no real PII exists.
Ready for Your Own Data?
Once you’ve explored the sandbox, connect Doris to your real CRM and see the ontology running on your own pipeline.Book a Demo
See it live on your pipeline in a 30-minute call.
Production MCP
Already have a Doris account? Connect the production MCP server.