{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_zt7dqnt9rgpf","handle":"jlcpcb-search-mcp","url":"https://wellknown.network/agents/jlcpcb-search-mcp","links":{"self":"https://wellknown.network/agents/jlcpcb-search-mcp/record.json","html":"https://wellknown.network/agents/jlcpcb-search-mcp","markdown":"https://wellknown.network/agents/jlcpcb-search-mcp/record.md","api":"https://wellknown.network/api/v1/agents/jlcpcb-search-mcp","status":"https://wellknown.network/api/v1/agents/jlcpcb-search-mcp/status","claim":"https://wellknown.network/agents/jlcpcb-search-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/jlcpcb-search-mcp/claim.json","badge":"https://wellknown.network/agents/jlcpcb-search-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/jlcpcb-search-mcp/history","tools":"https://wellknown.network/api/v1/agents/jlcpcb-search-mcp/tools"},"ard":{"identifier":"urn:air::server:jlcpcb-search-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"jlcpcb-search-mcp","summary":"MCP server for searching JLCPCB components with live stock and pricing","description":"# JLCPCB Search MCP Server\n\nA Model Context Protocol (MCP) server that provides AI assistants with powerful search capabilities for JLCPCB's electronic component catalog. Search 450,000+ components with real-time stock levels and pricing.\n\n[![PyPI version](https://badge.fury.io/py/jlcpcb-search-mcp.svg)](https://pypi.org/project/jlcpcb-search-mcp/)\n\n> Built on top of [yaqwsx/jlcparts](https://github.com/yaqwsx/jlcparts) - huge thanks to Jan Mrazek for doing the hard work of downloading JLCPCB XLS sheets, converting them to structured JSON, and hosting them for the community!\n\n## Features\n\n- **Fast Local Search**: SQLite database with 450K+ components for instant searches\n- **Live Data**: Real-time stock levels and pricing from JLCPCB API\n- **Smart Filtering**: Filter by package type, category, Basic/Extended parts, minimum stock\n- **Detailed Information**: Full specifications, datasheets, pricing tiers, and images\n- **Easy Integration**: Works with Claude Desktop, VSCode, and any MCP-compatible client\n\n## Example Usage\n\nAsk Claude natural questions about components:\n\n**You:** \"Can you find a good 10uF SMD capacitor that can support 10V or less?\"\n\n**Claude's Response:**\n\nBased on my search, here are some good 10uF SMD capacitors that can support 10V or less:\n\n**Recommended Options (Aluminum Electrolytic SMD):**\n\n### Best Choice - C4747968 (RST10UF16V013)\n\n- Rating: 10uF, 16V\n- Package: SMD, D4xL5.4mm\n- Stock: 76,080 units (excellent availability)\n- Price: $0.0248 (20+), $0.0170 (600+)\n- Link: https://jlcpcb.com/partdetail/C4747968\n\n### Alternative - C970654 (RVT1C100M0405)\n\n- Rating: 10uF, 16V\n- Package: SMD, D4xL5.4mm\n- Stock: 7,360 units\n- Price: $0.0293 (20+), $0.0202 (600+)\n- Link: https://jlcpcb.com/partdetail/C970654\n\nAll of these are aluminum electrolytic SMD capacitors rated for 16V, which gives you plenty of margin for a 10V application. The C4747968 is my top recommendation due to its excellent stock levels and lower price.\n\nNote: These are all Extended pa…","publisher":null,"homepage":"https://github.com/peterb154/jlcpcb-search-mcp","repository":"https://github.com/peterb154/jlcpcb-search-mcp","version":"1.2.1","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:jlcpcb-search-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"data.database","name":"Databases","confidence":0.802,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.768,"provenance":"derived"}],"categories":["data","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"jlcpcb-search-mcp","registry":"pypi","observedAt":"2026-09-15T21:22:13.985Z","publishedAt":"2026-04-29T22:39:04.835885Z","latestVersion":"1.2.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"jlcpcb-search-mcp","url":"https://pypi.org/project/jlcpcb-search-mcp/","firstSeenAt":"2026-09-09T22:22:33.208Z","fetchedAt":"2026-09-15T21:20:54.386Z","normalizedAt":"2026-09-15T21:20:54.386Z"}]},"firstSeenAt":"2026-09-09T22:22:33.208Z","updatedAt":"2026-09-15T21:22:13.985Z"}