--- title: "Reflective Data MCP server" url: "https://martechdb.com/vendors/reflective-data" markdown_url: "https://martechdb.com/vendors/reflective-data.md" api_url: "https://martechdb.com/api/v1/vendors/reflectivedata.com" updated: "2026-10-18" --- # Reflective Data MCP server Yes. Reflective Data publishes an official MCP server at https://api.reflectivedata.com/mcp. It's hosted. It offers 6 tools. We last checked it on 1 Nov 2026. MartechDB lists only servers the vendor publishes itself, never community servers. **Key facts:** As of 1 Nov 2026, Reflective Data's official MCP server scores 65/100 (provisional) on MartechDB's Agent Readiness Index (v1.1). It answered 14 of our 14 checks in the last 90 days and has 6 tools named in its documentation. - Website: [reflectivedata.com](https://reflectivedata.com) - Categories: [Data integration](https://martechdb.com/categories/data-integration.md) ## Review Reflective Data's Reflective Data MCP scores 65/100 on MartechDB's Agent Readiness Index: easy to connect an AI agent to, with a few gaps. The good: - Hosted by Reflective Data: connect by URL, with nothing to install - Documented, with 6 tools known - Answered 100% of our checks in the last 90 days Not checked yet: how you sign in; what agent access costs. ## Agent Readiness Index: 65/100 (provisional) How friendly Reflective Data is to AI agents, from its best official MCP server. Anything not yet researched scores nothing, so this score may rise once it is. Methodology v1.1: https://martechdb.com/methodology. - Official MCP server: 30/30 (Published by the vendor) - Hosted by the vendor: 25/25 (Connect by URL, nothing to install) - OAuth sign-in: pending (Sign-in: see vendor docs) - Documented tools: 10/10 (A docs page, and its tools are known) - Free to start, pay as you go: 0/15 (Not stated by the vendor) ## Reflective Data MCP - Address: https://api.reflectivedata.com/mcp - Runs: Hosted - Sign-in: Sign-in: see vendor docs (`unknown`) - Official MCP Registry: not listed - Documentation: https://docs.reflectivedata.com/agent/mcp/ - How we know it's official: Documented on Reflective Data's own site, at docs.reflectivedata.com - First seen: 2026-10-18 - Last checked: 2026-11-01 - Recent checks: 7 of the last 7 reachable - Uptime: 100% (14 of 14 checks reachable since 2026-10-19) ### Tools (6) The server needs sign-in before it lists its tools, so these are as the vendor's documentation names them ([source](https://docs.reflectivedata.com/agent/mcp/)), read on 2026-11-01. They may be out of date. - `list_models`: See the models and their metrics and dimensions. - `describe_model`: See the models and their metrics and dimensions. - `query_semantic`: Ask for numbers through the metrics and dimensions, with filters. The preferred way. - `run_sql`: Read-only SQL on the project's models, when the semantic layer can't express the question. An admin can switch this off. - `list_knowledge`: Read the project's Knowledge documents. - `read_knowledge`: Read the project's Knowledge documents. ### Connect it Claude Code: ```sh claude mcp add --transport http reflective-data https://api.reflectivedata.com/mcp ``` - Add to Cursor: - Add to VS Code: - Claude.ai and Claude Desktop: Customize, Connectors, "+", Add custom connector, then paste https://api.reflectivedata.com/mcp - ChatGPT: Settings, Apps, Advanced settings, turn on Developer mode, Create, then paste https://api.reflectivedata.com/mcp (this usually works only with servers that use self-serve sign-in or none) JSON for Cursor, Windsurf and other clients that connect to hosted servers: ```json { "mcpServers": { "reflective-data": { "type": "http", "url": "https://api.reflectivedata.com/mcp" } } } ``` ## Questions ### Does Reflective Data have an official MCP server? Yes. Reflective Data publishes its MCP server itself. Reflective Data's own documentation describes it. MartechDB only lists servers a vendor publishes, never community copies. ### What is the Reflective Data MCP server URL? The address is https://api.reflectivedata.com/mcp. ### How do I connect Reflective Data MCP to Claude, ChatGPT or Cursor? In Claude, add https://api.reflectivedata.com/mcp as a custom connector (Customize, Connectors, Add custom connector). In Cursor, use the Add to Cursor link on MartechDB's page, or paste the JSON settings into your mcp.json. In Claude Code, run: claude mcp add --transport http reflective-data https://api.reflectivedata.com/mcp ### What can the Reflective Data MCP server do? It offers 6 tools, including list\_models, describe\_model, query\_semantic, run\_sql and list\_knowledge (as its documentation names them, read on 1 Nov 2026). ### Is the Reflective Data MCP server in the official MCP Registry? No. Reflective Data hasn't published it to the official MCP Registry. ### Is the Reflective Data MCP server working? Yes. It answered our most recent check. We last checked it on 1 Nov 2026. ### What are the alternatives to Reflective Data's MCP server? In Data integration, the most agent-friendly alternatives with an official MCP server are Supermetrics (97/100), Activepieces (97/100), Needle (97/100), IFTTT (92/100) and import.io (92/100). Reflective Data scores 65/100 on the same index. ## Change history - 2026-10-18: Added to MartechDB with Reflective Data MCP ## Alternatives to Reflective Data's MCP server In Data integration, the most agent-friendly first: - [Supermetrics](https://martechdb.com/vendors/supermetrics.md) (supermetrics.com), Agent Readiness Index 97/100 - [Activepieces](https://martechdb.com/vendors/activepieces.md) (activepieces.com), Agent Readiness Index 97/100 - [Needle](https://martechdb.com/vendors/needle.md) (needle.app), Agent Readiness Index 97/100 - [IFTTT](https://martechdb.com/vendors/ifttt.md) (ifttt.com), Agent Readiness Index 92/100 - [import.io](https://martechdb.com/vendors/importio.md) (import.io), Agent Readiness Index 92/100 ## Get this data - API: `curl https://martechdb.com/api/v1/vendors/reflectivedata.com` - MCP: `claude mcp add --transport http martechdb https://martechdb.com/mcp`, then ask about Reflective Data. - Web page: https://martechdb.com/vendors/reflective-data