{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"hn-46080737","slug":"an-llm-powered-tool-to-catch-pcb-schematic-mistake","name":"An LLM-Powered Tool to Catch PCB Schematic Mistakes","type":"product","url":"https://netlist.io/","page_url":"https://unfragile.ai/an-llm-powered-tool-to-catch-pcb-schematic-mistake","categories":["automation"],"tags":["hackernews","show-hn"],"pricing":{"model":"unknown","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"hn-46080737__cap_0","uri":"capability://data.processing.analysis.automated.pcb.schematic.error.detection","name":"automated pcb schematic error detection","description":"This capability utilizes a large language model (LLM) trained specifically on PCB design principles and common schematic mistakes. It analyzes the textual representation of the schematic and cross-references it against a knowledge base of known errors, employing natural language understanding to identify inconsistencies and potential issues. The integration of contextual awareness allows it to provide detailed feedback on specific components and connections, making it distinct from traditional rule-based systems.","intents":["How can I quickly identify mistakes in my PCB schematic?","What common errors should I look for in my schematic design?","Can this tool help me verify my schematic before sending it for manufacturing?"],"best_for":["electronic engineers designing PCBs","hobbyists creating custom electronics","teams developing complex PCB layouts"],"limitations":["Accuracy depends on the quality of the training data; may miss niche errors not covered in the dataset.","Requires a clear textual representation of the schematic, which may not always be available."],"requires":["Access to the LLM API","Textual format of the PCB schematic"],"input_types":["text"],"output_types":["text"],"categories":["data-processing-analysis","engineering-tools"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hn-46080737__cap_1","uri":"capability://text.generation.language.contextual.feedback.on.schematic.design","name":"contextual feedback on schematic design","description":"This capability provides real-time feedback on schematic design choices by interpreting user inputs and suggesting improvements based on best practices in PCB design. It uses a combination of LLM capabilities and a structured knowledge base to offer insights on component selection, layout optimization, and electrical considerations. The tool's ability to simulate design scenarios enhances its feedback quality, making it more interactive than traditional design tools.","intents":["What improvements can I make to my current PCB design?","Can you suggest better components for my schematic?","How can I optimize the layout of my PCB for performance?"],"best_for":["PCB designers looking for optimization tips","students learning PCB design","engineers iterating on existing designs"],"limitations":["Feedback quality may vary based on the complexity of the design and the specificity of user queries.","Not all suggestions may be applicable to every design scenario."],"requires":["Access to the LLM API","Textual or graphical representation of the PCB schematic"],"input_types":["text","image"],"output_types":["text"],"categories":["text-generation-language","engineering-tools"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hn-46080737__cap_2","uri":"capability://tool.use.integration.integration.with.design.software","name":"integration with design software","description":"This capability allows seamless integration with popular PCB design software through API calls, enabling users to import and export schematics directly. The tool can parse various file formats, converting them into a format suitable for LLM analysis. This integration ensures that users can maintain their workflow without needing to switch between applications, enhancing productivity.","intents":["How can I integrate this tool with my existing PCB design software?","Can I import my schematic files directly for analysis?","What formats are supported for exporting feedback?"],"best_for":["teams using multiple design tools","engineers looking to streamline their workflow","developers building custom PCB applications"],"limitations":["Limited to specific design software that supports API integration; may not work with all tools.","File format compatibility may vary, requiring additional conversion steps."],"requires":["API access for design software","Supported file formats for import/export"],"input_types":["file"],"output_types":["file"],"categories":["tool-use-integration","engineering-tools"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":33,"verified":false,"data_access_risk":"low","permissions":["Access to the LLM API","Textual format of the PCB schematic","Textual or graphical representation of the PCB schematic","API access for design software","Supported file formats for import/export"],"failure_modes":["Accuracy depends on the quality of the training data; may miss niche errors not covered in the dataset.","Requires a clear textual representation of the schematic, which may not always be available.","Feedback quality may vary based on the complexity of the design and the specificity of user queries.","Not all suggestions may be applicable to every design scenario.","Limited to specific design software that supports API integration; may not work with all tools.","File format compatibility may vary, requiring additional conversion steps.","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.58,"quality":0.16,"ecosystem":0.21000000000000002,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:23.326Z","last_scraped_at":"2026-05-04T08:09:56.918Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=an-llm-powered-tool-to-catch-pcb-schematic-mistake","compare_url":"https://unfragile.ai/compare?artifact=an-llm-powered-tool-to-catch-pcb-schematic-mistake"}},"signature":"6SbnPvzrJ6audZS1wPFVhx+L+J04X4optg6K7y1/17vggE1LLuMWkpB/MCVhOEBeFSfNn6w8kxE1a38d1HdiBA==","signedAt":"2026-06-23T09:42:14.919Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/an-llm-powered-tool-to-catch-pcb-schematic-mistake","artifact":"https://unfragile.ai/an-llm-powered-tool-to-catch-pcb-schematic-mistake","verify":"https://unfragile.ai/api/v1/verify?slug=an-llm-powered-tool-to-catch-pcb-schematic-mistake","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}