{"repo":"mguozhen/voc-amazon-reviews","free":true,"listed":false,"github":"https://github.com/mguozhen/voc-amazon-reviews","clone":"git clone https://github.com/mguozhen/voc-amazon-reviews.git","description":"Review Analyzer — agent-native VOC for e-commerce. 6 MCP tools, ASIN or CSV input, black-gold dashboard. Backed by Shulex VOC OpenAPI (10 markets).","language":"Python","stars":33,"topics":["amazon-fba","amazon-seller-tools","mcp","mcp-server","model-context-protocol","review-analysis","voc","helium10-alternative","amazon","ecommerce"],"license":null,"category":"mcp-servers","readme_excerpt":"Review Analyzer Agent-native voice-of-customer for e-commerce. Drop in an ASIN or a CSV — get sentiment, pain points, copy-ready listing improvements, and a black-gold HTML dashboard. 6 MCP tools. Backed by the most stable Amazon review data layer. ↑ Sample dashboard: B08N5WRWNW · 100 reviews · sentiment + pain points + listing improvements, generated by render dashboard . --- TL;DR Two inputs, six tools, three outputs. - Inputs — Amazon ASIN (auto-fetched via Shulex VOC OpenAPI, 10 markets) or any review CSV / Excel (Helium 10 / eBay / Shopify / custom — fuzzy column detection) - Outputs — Markdown report · structured JSON · standalone HTML dashboard - Surface — MCP server (works in Claude Code / Cursor / Cline / Continue) and Skill (works in Claude Code) --- Quick start Option A — As an MCP server (recommended) Requires uv . Add this to your MCP client config (Claude Code, Claude Desktop, Cursor, Windsurf, VS Code Copilot, Cline, Continue.dev): Get a free Shulex API key (100 calls/month, no credit card): apps.voc.ai/openapi. Optional: Add \"ANTHROPIC API KEY\": \"sk-ant-...\" to enable extract listing improvements (the only tool that calls Claude directly — others work without it). Must be an actual Anthropic key; other providers won't work. First run resolves dependencies in 5s; subsequent runs are instant. Try it Ask any MCP-compatible agent: Run a VOC report on B08N5WRWNW , render the dashboard, and write it to /Desktop/voc.html . The agent will call voc full → render dashbo","default_branch":null,"files":null,"tree":[],"storefront":"/r/mguozhen","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/mguozhen/voc-amazon-reviews/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}