{
  "markdown": "# Mingxin MCP Server\r\n\r\nOfficial [MCP](https://modelcontextprotocol.io) server for **Mingxin (Tianjin) Semiconductor Equipment Co., Ltd.** — signed AI-inference-storage benchmark data, technical article search, and KV-cache tiering ROI estimation.\r\n\r\nEvery figure this server returns carries a signed test-report citation (R1–R9). The underlying benchmark is open source and reproducible: [mingxin-kvcache-bench](https://github.com/mingxin-tech/mingxin-kvcache-bench).\r\n\r\n## Tools\r\n\r\n| Tool | What it does |\r\n|---|---|\r\n| `query_benchmark` | Signed FX-series results: throughput +29–40%, TTFT −26–32% (Qwen3-480B class on 8× AMD MI308X), model loading 6.2–9.3× vs NFS; full R1–R9 report list with hosted PDF URLs |\r\n| `search_mingxin_docs` | Search Mingxin's published articles on KV cache tiering, NVMe-oF all-flash storage and LLM serving (Chinese + English) |\r\n| `estimate_roi` | KV-cache tiering ROI estimate for a GPU cluster (faithful port of the reproducible Python model; mid-scenario estimates, not commitments) |\r\n\r\n## Install\r\n\r\n### Remote (streamable HTTP, no install)\r\n\r\nEndpoint: `https://mingxinstorage.xyz/api/mcp`\r\n\r\n**Cursor** (`~/.cursor/mcp.json`):\r\n\r\n```json\r\n{\r\n  \"mcpServers\": {\r\n    \"mingxin\": { \"url\": \"https://mingxinstorage.xyz/api/mcp\" }\r\n  }\r\n}\r\n```\r\n\r\n**Claude Desktop / VS Code and other stdio-only clients** (via this npm package):\r\n\r\n```json\r\n{\r\n  \"mcpServers\": {\r\n    \"mingxin\": { \"command\": \"npx\", \"args\": [\"-y\", \"mingxin-mcp-server\"] }\r\n  }\r\n}\r\n```\r\n\r\n## Domain-level discovery\r\n\r\n`https://mingxinstorage.xyz/.well-known/mcp.json`\r\n\r\n## Honesty & provenance\r\n\r\n- Measured numbers come only from signed/official test reports; vendor specs and estimates are labeled as such.\r\n- ROI outputs are mid-scenario estimates with stated bands (uplift 29–40% measured; cold-recovery share 10–50% estimated, to be backfilled by pilot measurement).\r\n- This server exposes only already-public website content; no customer data.\r\n\r\n## License\r\n\r\nMIT\r\n",
  "bytes": 1972,
  "sha": "0395b78fa7762864e9a905bddfc59e2fc99e4132290e23c8523ed2655263d13d",
  "repo_slug": "mingxin-tech/mingxin-mcp-server",
  "fonte": "repo",
  "truncated": false,
  "api": "https://agentalog.com/api/listings/mcp_xyz_mingxinstorage_mingxin_mcp_server_0933a4c5/readme"
}