# Monte Carlo — AI Connector Monte Carlo publishes 25 MCP tools to Claude. Marketplace availability, tool surface, verification tier, and what Node8 measured against the live endpoint. Source: https://node8.ai/ai-connectors/data-analytics/monte-carlo/ --- [AI Connectors](https://node8.ai/ai-connectors/) · [Data & Analytics](https://node8.ai/ai-connectors/data-analytics/) # Monte Carlo Data observability alerts, lineage and monitors across a stack Listed in Claude · 25 published tools · Verified partner [Claude connector docs](https://docs.getmontecarlo.com/docs/mcp-server) [montecarlodata.com](https://www.montecarlodata.com) Overview ## What Monte Carlo does Monte Carlo watches data pipelines for freshness, volume and schema problems and raises alerts when tables break. The connector queries those alerts, walks lineage between tables and the consumers downstream of them, creates monitors, and evaluates AI agent performance, which is a newer part of the product. Monitor creation writes state into the platform, so this is not a reporting-only connection. Twenty five tools are published under the partner tier. A Monte Carlo deployment with warehouses already onboarded is required, since lineage and alerting depend on that ingestion having happened first. ### Who it is for Data engineers and analytics engineers responsible for pipeline reliability. ### Tool surface Twenty five tools including monitor creation, which changes state in the platform, sit behind an endpoint that will not enumerate them without an authenticated session. Availability ## Where Monte Carlo is listed Monte Carlo is listed in the Claude connectors directory only. Monte Carlo has no app under the same domain in the ChatGPT directory; 392 of the 3,150 products here are on both marketplaces, and this is not one of them. The MCP server behind a Claude connector is usually the same server a ChatGPT app would need, so the absence is a distribution decision rather than a technical one. Claude listing ## In the Claude connectors directory Monte Carlo publishes 25 tools to Claude, deeper than 76.7% of the 1,253 Claude-listed connectors. The median Claude-listed connector filed under Data & Analytics publishes 12, so this one runs 13 tools above its bucket's median and ranks 34th of 198 by tool count. It falls in the 21-50 tools band, which holds 20% of the Claude directory. Monte Carlo publishes a remote MCP endpoint. Claude connects to it over HTTP; there is nothing to install locally. Every connector in the Claude directory is remote, all 1,253 of them, so transport is not a differentiator there. Publisher Monte Carlo Verification Verified partner (37.8% of the Claude directory) Filed under Data & Analytics Endpoint `https://mcp.getmontecarlo.com/mcp` Documentation [Publisher setup docs](https://docs.getmontecarlo.com/docs/mcp-server) Published tools 25 · 21-50 tools band Depth rank in Data & Analytics 34 of 198 Snapshot August 2026 Monte Carlo carries partner verification in the Claude directory, which 474 of 1,253 listings do (37.8%). That is a review step past self-publishing, not an Anthropic-built server. In the publisher's words ## How Monte Carlo describes it > The Monte Carlo MCP server gives Claude direct access to your data & AI observability platform. Query alerts, explore lineage, create monitors, and evaluate AI agent performance across your entire data stack. Quoted from the connector's own Claude directory listing as captured in August 2026. Node8 did not write it and does not vouch for it. Nearby ## Other Data & Analytics connectors ### [Coralogix](https://node8.ai/ai-connectors/data-analytics/coralogix/) Query Coralogix logs, metrics, and traces conversationally Claude · ChatGPT ### [Honeycomb](https://node8.ai/ai-connectors/data-analytics/honeycomb/) Query and manage Honeycomb observability data Claude · ChatGPT ### [0Delta.ai](https://node8.ai/ai-connectors/data-analytics/0delta-ai/) Exact Online finance data for fractional CFOs and founders Claude ### [Sponsara](https://node8.ai/ai-connectors/data-analytics/sponsara/) Price YouTube sponsorship deals and review incoming quotes Claude ### [Switch](https://node8.ai/ai-connectors/data-analytics/switch/) Sales, receivables and inventory questions against a Switch ERP Claude ### [TomTom Maps](https://node8.ai/ai-connectors/data-analytics/tomtom-maps/) TomTom search, routing, traffic and map rendering Claude [All 260 Data & Analytics connectors](https://node8.ai/ai-connectors/data-analytics/) This is an independent catalogue entry compiled by Node8 from Monte Carlo's public marketplace listing as it stood in August 2026. Listing facts come from the marketplaces; the comparisons against the rest of the directory and any live-endpoint measurements are Node8's. Node8 is not affiliated with Monte Carlo, and inclusion here is not an endorsement. ## Want your company reachable inside ChatGPT and Claude? Node8 builds MCP servers end to end: deciding which tools are worth exposing, the authentication and permission model, the review submissions, and the onboarding that gets them used. One server serves ChatGPT, Claude, and Microsoft Copilot. [See how it works](https://node8.ai/mcp) Book a strategy session