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Or fact-check any table or document you already have.**\n\nHyperplexity gives Claude the ability to conduct deep, structured research across entire domains — not one question at a time, but hundreds of cells simultaneously, each with a sourced answer, a confidence rating, and links to the evidence.\n\n---\n\n## What it does\n\nYou describe what you want in plain English. Hyperplexity researches it, validates every fact, and returns a structured table where each cell has:\n\n- ✅ A verified answer\n- 📊 A confidence score (HIGH / MEDIUM / LOW)\n- 🔗 Citations to the actual sources\n\nThe output is an Excel file and a shareable interactive viewer. Claude drives the full workflow — you just review and approve.\n\n---\n\n## Three ways to start\n\nOnce installed, tell Claude what you want in plain English — it drives everything from there.\n\n| Goal | What to say to Claude |\n|------|----------------------|\n| **Generate a table from a prompt** | *\"Use Hyperplexity to create a table of the top 20 US biotech companies with columns: company, market cap, lead drug, and phase.\"* |\n| **Validate an existing Excel or CSV** | *\"Use Hyperplexity to validate `companies.xlsx`. Interview me about what each column means, then run the preview.\"* |\n| **Fact-check a document or passage** | *\"Use Hyperplexity to fact-check this analyst report.\"* *(paste text or share a file path)* |\n\nClaude handles the full workflow — upload, configure, preview, approve — pausing only when a decision genuinely needs you.\n\n---\n\n## What each workflow does\n\n### Generate a table from a prompt\nClaude starts a table-maker session, clarifies the structure if needed, builds the table, runs a free 3-row preview, and waits for your approval before billing.\n\n### Validate an existing Excel or CSV file\nUpload any table and Hyperplexity fact-checks every cell against live sources. It learns the meaning of your columns through a short interview (or you can skip the interview entirely with a one-line description), then runs the same preview-then-approve flow.\n\n### Fact-check a document or text passage\nPaste an analyst report, a research abstract, or any text with factual claims. Hyperplexity extracts each claim, verifies it independently, and returns support levels: **SUPPORTED / PARTIAL / UNSUPPORTED / UNVERIFIABLE** — with the source for every verdict.\n\n### Refresh a table you already ran\nRe-run validation on any prior job to pick up changes in source data. No re-upload or configuration needed.\n\n---\n\n## Why it's different\n\nMost AI tools answer one question at a time. Hyperplexity answers a whole research domain at once — running hundreds of targeted searches, applying QC passes, and reconciling conflicting sources — then packages the results into a structured, citable format.\n\nThe MCP integration means Claude can drive the entire workflow autonomously: upload, configure, preview, approve, and retrieve results — pausing only when a decision genuinely requires human input.\n\n---\n\n## Pricing\n\n| | Cost |\n|--|--|\n| Preview (first 3 rows) | Free |\n| Standard validation | ~$0.05 / cell |\n| Advanced validation | up to ~$0.25 / cell |\n| Minimum per run | $2.00 |\n\nNew accounts get **$20 in free credits** — enough for several full tables.\n\n---\n\n## Get started\n\n1. Get your API key at [hyperplexity.ai/account](https://hyperplexity.ai/account)\n2. Install the MCP server:\n\n**Option A — uvx (recommended):**\n```bash\nclaude mcp add hyperplexity uvx mcp-server-hyperplexity \\\n  -e HYPERPLEXITY_API_KEY=hpx_live_your_key_here\n```\n\n**Option B — Direct HTTP to Railway:**\n```bash\nclaude mcp add hyperplexity \\\n  --transport http \\\n  https://mcp-server-hyperplexity-production.up.railway.app/ \\\n  --header \"X-Api-Key: hpx_live_your_key_here\"\n```\n\n**Option C — Smithery** (for OpenClaw and other Smithery-compatible clients):\n```bash\nnpx -y @smithery/cli@latest login\nnpx -y @smithery/cli@latest mcp add hyperplexity/hyperplexity --client claude-code\n```\nThen open your client → `/mcp` → **hyperplexity → Authenticate** → enter your API key.\n\n3. 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