# Honeycomb — AI Connector Honeycomb publishes 13 MCP tools to Claude and is listed in the ChatGPT apps directory. Marketplace availability, tool surface, verification tier, and what Node8 measured against the live endpoint. Source: https://node8.ai/ai-connectors/data-analytics/honeycomb/ --- [AI Connectors](https://node8.ai/ai-connectors/) · [Data & Analytics](https://node8.ai/ai-connectors/data-analytics/) # Honeycomb Query and manage Honeycomb observability data Listed in ChatGPT and Claude · 13 published tools · Verified partner [ChatGPT listing](https://chatgpt.com/plugins/plugin_asdk_app_6a51b29fa2d48191b215ff28f9a64fb4?open_in_app) [Claude connector docs](https://docs.honeycomb.io/troubleshoot/product-lifecycle/beta/mcp/) [honeycomb.io](https://www.honeycomb.io) Overview ## What Honeycomb does Honeycomb opens an observability workspace to ChatGPT. Traces can be pulled up and read, queries and BubbleUp analyses can be run against event data, and recorded AI conversations are inspected the same way as any other telemetry. Beyond reading, the app reaches account objects: boards, service level objectives, triggers, markers, and the recipients who receive notifications when something fires. That covers a fair amount of routine maintenance work that would otherwise mean opening the web interface. A set of bundled skills handles instrumentation and migration. They cover OpenTelemetry setup, instrumentation for GenAI workloads, migration away from Beeline, metrics queries, board creation, and a walkthrough for investigating a production problem. ### Who it is for Engineers on call or debugging production issues who already send telemetry to Honeycomb. ### What stands out BubbleUp analysis and SLO management are both reachable from chat, and traces from AI conversations are treated as ordinary telemetry. Availability ## Where Honeycomb is listed honeycomb.io ships this on both marketplaces: Honeycomb is listed in the Claude connectors directory and in the ChatGPT apps directory, under the same publisher domain. Only 392 of the 3,150 products in this directory are listed in both marketplaces. One MCP server can serve both surfaces; what differs is each platform's listing and review process. ChatGPT listing ## In the ChatGPT apps directory Developer honeycomb.io Filed under Developer Tools Listed since July 2026 Authentication Authenticates when installed Website [honeycomb.io](https://honeycomb.io) Policies published Privacy policy · Terms of service Official listing [Open in ChatGPT](https://chatgpt.com/plugins/plugin_asdk_app_6a51b29fa2d48191b215ff28f9a64fb4?open_in_app) Snapshot August 2026 ### Named skills Honeycomb declares 11 named skills, which puts it in the 6.7% of ChatGPT-listed apps that do. - **beeline-migration** - **create-honeycomb-board** - **metrics-queries** - **observability-fundamentals** - **otel-genai-instrumentation** - **otel-instrumentation** - **otel-migration** - **production-investigation** ### Example prompts from the listing - Which of my SLOs are burning, and why? - What services are currently slow? - Help me improve my instrumentation. Claude listing ## In the Claude connectors directory Honeycomb publishes 13 tools to Claude. That is a mid-sized surface: 54.3% of the 1,253 Claude-listed connectors expose fewer. The median Claude-listed connector filed under Data & Analytics publishes 12, so this one runs one tool above its bucket's median and ranks 84th of 198 by tool count. It falls in the 11-20 tools band, which holds 22.5% of the Claude directory. Honeycomb 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 honeycomb.io Verification Verified partner (37.8% of the Claude directory) Filed under Data & Analytics Endpoint `https://mcp.honeycomb.io/mcp` Documentation [Publisher setup docs](https://docs.honeycomb.io/troubleshoot/product-lifecycle/beta/mcp/) Published tools 13 · 11-20 tools band Depth rank in Data & Analytics 84 of 198 Snapshot August 2026 Honeycomb 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 honeycomb.io describes it > Query and explore observability data from OpenTelemetry or dozens of other sources in your honeycomb.io account. 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 ### [Blaze SQL](https://node8.ai/ai-connectors/data-analytics/blaze-sql/) Governed SQL querying across warehouses with a BI layer attached Claude ### [ClickHouse](https://node8.ai/ai-connectors/data-analytics/clickhouse/) Read-only SQL against ClickHouse Cloud services and schemas Claude ### [Coralogix](https://node8.ai/ai-connectors/data-analytics/coralogix/) Query Coralogix logs, metrics, and traces conversationally Claude · ChatGPT ### [dbt](https://node8.ai/ai-connectors/data-analytics/dbt/) Browse, query and run dbt projects and the semantic layer Claude ### [Metabase](https://node8.ai/ai-connectors/data-analytics/metabase/) Table search, field exploration and query building in Metabase Claude ### [Rill](https://node8.ai/ai-connectors/data-analytics/rill/) Query a Rill project's metrics views from a conversation Claude [All 260 Data & Analytics connectors](https://node8.ai/ai-connectors/data-analytics/) This is an independent catalogue entry compiled by Node8 from Honeycomb's public marketplace listings as they 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 honeycomb.io, 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