# Unwrap — AI Connector Unwrap publishes 16 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/unwrap/ --- [AI Connectors](https://node8.ai/ai-connectors/) · [Data & Analytics](https://node8.ai/ai-connectors/data-analytics/) # Unwrap Search customer feedback themes and trends in Unwrap Listed in Claude · 16 published tools · Verified partner [Claude connector docs](https://docs.unwrap.ai/articles/6412771011-unwrap-mcp) [unwrap.ai](https://www.unwrap.ai/) Overview ## What Unwrap does Unwrap AI groups customer feedback into themes and keeps the individual anecdotes attached to each one, so a theme can be opened up rather than taken on faith. The connector searches that corpus, filters by metadata and tracks issues over time, which is the raw material behind a roadmap argument or a requirements document that has evidence under it. Sixteen tools are claimed at partner tier, with documentation published. An Unwrap account is required, and the feedback sources themselves are configured inside Unwrap rather than here. ### Who it is for Product managers and customer insight teams working from feedback volume. ### Tool surface Sixteen tools sit behind a credential check that returns 401, so the count comes from the listing and the names stay unseen. Availability ## Where Unwrap is listed Unwrap is listed in the Claude connectors directory only. Unwrap AI 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 Unwrap publishes 16 tools to Claude, deeper than 61.6% of the 1,253 Claude-listed connectors. The median Claude-listed connector filed under Data & Analytics publishes 12, so this one runs 4 tools above its bucket's median and ranks 61st of 198 by tool count. It falls in the 11-20 tools band, which holds 22.5% of the Claude directory. Unwrap 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 Unwrap AI Verification Verified partner (37.8% of the Claude directory) Filed under Data & Analytics Endpoint `https://nlp.api.production.unwrap.ai/mcp` Documentation [Publisher setup docs](https://docs.unwrap.ai/articles/6412771011-unwrap-mcp) Published tools 16 · 11-20 tools band Depth rank in Data & Analytics 61 of 198 Snapshot August 2026 Unwrap 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 Unwrap AI describes it > Search and analyze your customer feedback with Unwrap. Pull in customer feedback themes and anecdotes, filter by metadata and analyze trends with issues over time. Use your customers feedback to build data backed roadmaps, PRD's, and more! 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 ### [Decile](https://node8.ai/ai-connectors/data-analytics/decile/) Ecommerce customer analytics: cohorts, baskets and segment profiles Claude ### [Feedier](https://node8.ai/ai-connectors/data-analytics/feedier/) NPS, CSAT and CES across feedback channels with the verbatims behind them Claude ### [Zoom Revenue Accelerator Connector](https://node8.ai/ai-connectors/data-analytics/zoom-revenue-accelerator-connector/) Call transcripts, deal pipeline and rep scorecards from Zoom Claude ### [Varify MCP](https://node8.ai/ai-connectors/data-analytics/varify-mcp/) Create and manage Varify.io A/B tests from a conversation Claude ### [Visier](https://node8.ai/ai-connectors/data-analytics/visier/) People analytics questions answered by Visier's Vee Claude ### [Waldo](https://node8.ai/ai-connectors/data-analytics/waldo/) Brand, advertising, and social research with workspace context ChatGPT [All 260 Data & Analytics connectors](https://node8.ai/ai-connectors/data-analytics/) This is an independent catalogue entry compiled by Node8 from Unwrap'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 Unwrap AI, 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