{"kind":"answer-pack","schemaVersion":"hugging-bay.answer-pack.v1","generatedAt":"2026-11-13T23:34:02.411Z","slug":"best-32b-open-models","title":"30B to 34B model records","question":"Which model records are in the 30B to 34B classes?","description":"Compare the model records in this parameter-size group, then check the exact files and context limits. Parameter count alone does not establish quality or memory use.","answerLead":"Compare the model records in this parameter-size group, then check the exact files and context limits. Parameter count alone does not establish quality or memory use.","displayOnly":false,"keywords":["best 32B model","32B open LLM"],"shortAnswer":"Compare the model records in this parameter-size group, then check the exact files and context limits. Parameter count alone does not establish quality or memory use. Catalog matches: unsloth/Qwen3-30B-A3B-Instruct-2507-GGUF, unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF, unsloth/Llama-3.2-3B-Instruct-GGUF, legraphista/glm-4-9b-chat-IMat-GGUF, rippertnt/HyperCLOVAX-SEED-Text-Instruct-1.5B-Q4_K_M-GGUF. Next: Check model files and sizes.","nextStep":{"label":"Check model files and sizes","href":"/artifact/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf/files"},"canonicalUrl":"https://huggingbay.xyz/answers/best-32b-open-models","webUrl":"https://huggingbay.xyz/answers/best-32b-open-models","apiUrl":"https://huggingbay.xyz/api/answers/best-32b-open-models","sourceApiUrl":"https://huggingbay.xyz/api/rankings/best-32b-models","rankingUrl":"https://huggingbay.xyz/rankings/best-32b-models","recommenderUrl":"https://huggingbay.xyz/api/recommender?useCase=local-llm&limit=12","rows":[{"rank":1,"id":"hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf","repo":"unsloth/Qwen3-30B-A3B-Instruct-2507-GGUF","type":"llm","task":"text-generation","license":"apache-2.0","summary":"Model from Hugging Face for llm: unsloth/Qwen3-30B-A3B-Instruct-2507-GGUF · transformers","source":"huggingface","hostingStatus":"unknown","hostedFiles":32,"fileCount":33,"downloads":609270,"stars":318,"trustScore":0,"trust":{"score":0,"qualification":"recorded-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"The file list is incomplete; model weight availability is unknown.","selectionReason":"The catalog lists it as a language model. Recorded task: text generation. Listed formats: gguf. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.","citationUrl":"https://huggingbay.xyz/artifact/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/unsloth/Qwen3-30B-A3B-Instruct-2507-GGUF","readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":32,"mirroredBytes":506769959851,"readinessCheckedAt":"2026-11-13T23:34:02.403Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":null,"publicDownloadableFileCount":32,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-13T23:34:02.403Z","evidence_url":"/api/manifests/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf"},"obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"recommendedFile":null},{"rank":2,"id":"hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf","repo":"unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF","type":"llm","task":"text-generation","license":"apache-2.0","summary":"Model from Hugging Face for text generation: unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF · transformers","source":"huggingface","hostingStatus":"unknown","hostedFiles":32,"fileCount":33,"downloads":243253,"stars":1218,"trustScore":0,"trust":{"score":0,"qualification":"recorded-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"The file list is incomplete; model weight availability is unknown.","selectionReason":"The catalog lists it as a language model. Recorded task: text generation. Listed formats: gguf. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.","citationUrl":"https://huggingbay.xyz/artifact/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF","readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":32,"mirroredBytes":506366317149,"readinessCheckedAt":"2026-11-13T23:34:02.406Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":null,"publicDownloadableFileCount":32,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-13T23:34:02.406Z","evidence_url":"/api/manifests/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf"},"obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"recommendedFile":null},{"rank":3,"id":"hf-model-unsloth-llama-3-2-3b-instruct-gguf","repo":"unsloth/Llama-3.2-3B-Instruct-GGUF","type":"llm","task":"text-generation","license":"llama3.2","summary":"Model from Hugging Face for text generation: unsloth/Llama-3.2-3B-Instruct-GGUF · transformers","source":"huggingface","hostingStatus":"unknown","hostedFiles":1,"fileCount":31,"downloads":241955,"stars":80,"trustScore":0,"trust":{"score":0,"qualification":"recorded-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"The file list is incomplete; model weight availability is unknown.","selectionReason":"The catalog lists it as a language model. Recorded task: text generation. Listed formats: gguf. Recorded license: llama3.2. This listing does not measure quality or prove runtime support.","citationUrl":"https://huggingbay.xyz/artifact/hf-model-unsloth-llama-3-2-3b-instruct-gguf","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-llama-3-2-3b-instruct-gguf/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-llama-3-2-3b-instruct-gguf/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-llama-3-2-3b-instruct-gguf/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-llama-3-2-3b-instruct-gguf/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-unsloth-llama-3-2-3b-instruct-gguf","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-llama-3-2-3b-instruct-gguf/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-llama-3-2-3b-instruct-gguf/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-llama-3-2-3b-instruct-gguf/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-llama-3-2-3b-instruct-gguf/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-llama-3-2-3b-instruct-gguf/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-unsloth-llama-3-2-3b-instruct-gguf","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-llama-3-2-3b-instruct-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-llama-3-2-3b-instruct-gguf/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-unsloth-llama-3-2-3b-instruct-gguf&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-unsloth-llama-3-2-3b-instruct-gguf","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-unsloth-llama-3-2-3b-instruct-gguf","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-llama-3-2-3b-instruct-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-llama-3-2-3b-instruct-gguf/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-unsloth-llama-3-2-3b-instruct-gguf","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-unsloth-llama-3-2-3b-instruct-gguf&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/unsloth/Llama-3.2-3B-Instruct-GGUF","readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":1,"mirroredBytes":2019377600,"readinessCheckedAt":"2026-11-13T23:34:02.407Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":null,"publicDownloadableFileCount":1,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-13T23:34:02.407Z","evidence_url":"/api/manifests/hf-model-unsloth-llama-3-2-3b-instruct-gguf"},"obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"recommendedFile":null},{"rank":4,"id":"hf-model-legraphista-glm-4-9b-chat-imat-gguf","repo":"legraphista/glm-4-9b-chat-IMat-GGUF","type":"llm","task":"text-generation","license":"unknown","summary":"Model from Hugging Face for text generation: legraphista/glm-4-9b-chat-IMat-GGUF · gguf","source":"huggingface","hostingStatus":"unknown","hostedFiles":1,"fileCount":30,"downloads":1013638,"stars":5,"trustScore":0,"trust":{"score":0,"qualification":"recorded-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"The file list is incomplete; model weight availability is unknown.","selectionReason":"The catalog lists it as a language model. Recorded task: text generation. Listed formats: gguf. This listing does not measure quality or prove runtime support.","citationUrl":"https://huggingbay.xyz/artifact/hf-model-legraphista-glm-4-9b-chat-imat-gguf","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-legraphista-glm-4-9b-chat-imat-gguf/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-legraphista-glm-4-9b-chat-imat-gguf/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-legraphista-glm-4-9b-chat-imat-gguf/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-legraphista-glm-4-9b-chat-imat-gguf/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-legraphista-glm-4-9b-chat-imat-gguf","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-legraphista-glm-4-9b-chat-imat-gguf/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-legraphista-glm-4-9b-chat-imat-gguf/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-legraphista-glm-4-9b-chat-imat-gguf/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-legraphista-glm-4-9b-chat-imat-gguf/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-legraphista-glm-4-9b-chat-imat-gguf/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-legraphista-glm-4-9b-chat-imat-gguf","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-legraphista-glm-4-9b-chat-imat-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-legraphista-glm-4-9b-chat-imat-gguf/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-legraphista-glm-4-9b-chat-imat-gguf&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-legraphista-glm-4-9b-chat-imat-gguf","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-legraphista-glm-4-9b-chat-imat-gguf","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-legraphista-glm-4-9b-chat-imat-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-legraphista-glm-4-9b-chat-imat-gguf/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-legraphista-glm-4-9b-chat-imat-gguf","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-legraphista-glm-4-9b-chat-imat-gguf&limit=100","mirrorRequestUrl":null,"upstreamUrl":null,"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":1,"mirroredBytes":8262026432,"readinessCheckedAt":"2026-11-13T23:34:02.407Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":null,"publicDownloadableFileCount":1,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-13T23:34:02.407Z","evidence_url":"/api/manifests/hf-model-legraphista-glm-4-9b-chat-imat-gguf"},"obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"recommendedFile":null},{"rank":5,"id":"hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf","repo":"rippertnt/HyperCLOVAX-SEED-Text-Instruct-1.5B-Q4_K_M-GGUF","type":"llm","task":"text-generation","license":"unknown","summary":"Model from Hugging Face for llm: rippertnt/HyperCLOVAX-SEED-Text-Instruct-1.5B-Q4_K_M-GGUF · unknown","source":"huggingface","hostingStatus":"unknown","hostedFiles":1,"fileCount":7,"downloads":999338,"stars":5,"trustScore":0,"trust":{"score":0,"qualification":"recorded-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"The file list is incomplete; model weight availability is unknown.","selectionReason":"The catalog lists it as a language model. Recorded task: text generation. Listed formats: gguf. This listing does not measure quality or prove runtime support.","citationUrl":"https://huggingbay.xyz/artifact/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf&limit=100","mirrorRequestUrl":null,"upstreamUrl":null,"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":1,"mirroredBytes":1133974368,"readinessCheckedAt":"2026-11-13T23:34:02.407Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":null,"publicDownloadableFileCount":1,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-13T23:34:02.407Z","evidence_url":"/api/manifests/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf"},"obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"recommendedFile":null},{"rank":6,"id":"hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf","repo":"bartowski/DeepSeek-Coder-V2-Lite-Instruct-GGUF","type":"llm","task":"text-generation","license":"unknown","summary":"Model from Hugging Face for text generation: bartowski/DeepSeek-Coder-V2-Lite-Instruct-GGUF · unknown","source":"huggingface","hostingStatus":"unknown","hostedFiles":1,"fileCount":26,"downloads":455099,"stars":191,"trustScore":0,"trust":{"score":0,"qualification":"recorded-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"The file list is incomplete; model weight availability is unknown.","selectionReason":"The catalog lists it as a language model. Recorded task: text generation. Listed formats: gguf. This listing does not measure quality or prove runtime support.","citationUrl":"https://huggingbay.xyz/artifact/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf&limit=100","mirrorRequestUrl":null,"upstreamUrl":null,"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":1,"mirroredBytes":10364416768,"readinessCheckedAt":"2026-11-13T23:34:02.407Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":null,"publicDownloadableFileCount":1,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-13T23:34:02.407Z","evidence_url":"/api/manifests/hf-model-bartowski-deepseek-coder-v2-lite-instruct-gguf"},"obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"recommendedFile":null},{"rank":7,"id":"hf-model-speakleash-bielik-11b-v3-0-instruct-awq","repo":"speakleash/Bielik-11B-v3.0-Instruct-awq","type":"llm","task":"text-generation","license":"apache-2.0","summary":"Model from Hugging Face for text generation: speakleash/Bielik-11B-v3.0-Instruct-awq · transformers","source":"huggingface","hostingStatus":"unknown","hostedFiles":9,"fileCount":13,"downloads":535890,"stars":3,"trustScore":0,"trust":{"score":0,"qualification":"recorded-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"The file list is incomplete; model weight availability is unknown.","selectionReason":"The catalog lists it as a language model. Recorded task: text generation. Listed formats: safetensors. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.","citationUrl":"https://huggingbay.xyz/artifact/hf-model-speakleash-bielik-11b-v3-0-instruct-awq","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-speakleash-bielik-11b-v3-0-instruct-awq/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-speakleash-bielik-11b-v3-0-instruct-awq/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-speakleash-bielik-11b-v3-0-instruct-awq/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-speakleash-bielik-11b-v3-0-instruct-awq/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-speakleash-bielik-11b-v3-0-instruct-awq","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-speakleash-bielik-11b-v3-0-instruct-awq/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-speakleash-bielik-11b-v3-0-instruct-awq/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-speakleash-bielik-11b-v3-0-instruct-awq/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-speakleash-bielik-11b-v3-0-instruct-awq/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-speakleash-bielik-11b-v3-0-instruct-awq/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-speakleash-bielik-11b-v3-0-instruct-awq","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-speakleash-bielik-11b-v3-0-instruct-awq/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-speakleash-bielik-11b-v3-0-instruct-awq/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-speakleash-bielik-11b-v3-0-instruct-awq&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-speakleash-bielik-11b-v3-0-instruct-awq","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-speakleash-bielik-11b-v3-0-instruct-awq","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-speakleash-bielik-11b-v3-0-instruct-awq/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-speakleash-bielik-11b-v3-0-instruct-awq/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-speakleash-bielik-11b-v3-0-instruct-awq","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-speakleash-bielik-11b-v3-0-instruct-awq&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/speakleash/Bielik-11B-v3.0-Instruct-awq","readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":9,"mirroredBytes":6196678544,"readinessCheckedAt":"2026-11-13T23:34:02.408Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":null,"publicDownloadableFileCount":9,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-13T23:34:02.408Z","evidence_url":"/api/manifests/hf-model-speakleash-bielik-11b-v3-0-instruct-awq"},"obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"recommendedFile":null},{"rank":8,"id":"hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4","repo":"hugging-quants/Meta-Llama-3.1-8B-Instruct-AWQ-INT4","type":"llm","task":"text-generation","license":"llama3.1","summary":"Model from Hugging Face for text generation: hugging-quants/Meta-Llama-3.1-8B-Instruct-AWQ-INT4 · transformers","source":"huggingface","hostingStatus":"unknown","hostedFiles":9,"fileCount":12,"downloads":244679,"stars":93,"trustScore":0,"trust":{"score":0,"qualification":"recorded-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"The file list is incomplete; model weight availability is unknown.","selectionReason":"The catalog lists it as a language model. Recorded task: text generation. Listed formats: safetensors. Recorded license: llama3.1. This listing does not measure quality or prove runtime support.","citationUrl":"https://huggingbay.xyz/artifact/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/hugging-quants/Meta-Llama-3.1-8B-Instruct-AWQ-INT4","readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":9,"mirroredBytes":5737152215,"readinessCheckedAt":"2026-11-13T23:34:02.408Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":null,"publicDownloadableFileCount":9,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-13T23:34:02.408Z","evidence_url":"/api/manifests/hf-model-hugging-quants-meta-llama-3-1-8b-instruct-awq-int4"},"obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"recommendedFile":null},{"rank":9,"id":"hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq","repo":"QuantTrio/Qwen3-Coder-30B-A3B-Instruct-AWQ","type":"llm","task":"text-generation","license":"apache-2.0","summary":"Model from Hugging Face for text generation: QuantTrio/Qwen3-Coder-30B-A3B-Instruct-AWQ · transformers","source":"huggingface","hostingStatus":"unknown","hostedFiles":13,"fileCount":18,"downloads":311339,"stars":9,"trustScore":0,"trust":{"score":0,"qualification":"recorded-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"The file list is incomplete; model weight availability is unknown.","selectionReason":"The catalog lists it as a language model. Recorded task: text generation. Listed formats: safetensors. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.","citationUrl":"https://huggingbay.xyz/artifact/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/QuantTrio/Qwen3-Coder-30B-A3B-Instruct-AWQ","readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":13,"mirroredBytes":16821600641,"readinessCheckedAt":"2026-11-13T23:34:02.409Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":null,"publicDownloadableFileCount":13,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-13T23:34:02.409Z","evidence_url":"/api/manifests/hf-model-quanttrio-qwen3-coder-30b-a3b-instruct-awq"},"obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"recommendedFile":null},{"rank":10,"id":"hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8","repo":"Qwen/Qwen3-30B-A3B-Instruct-2507-FP8","type":"llm","task":"text-generation","license":"apache-2.0","summary":"Model from Hugging Face for text generation: Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 · transformers","source":"huggingface","hostingStatus":"unknown","hostedFiles":10,"fileCount":14,"downloads":298321,"stars":132,"trustScore":0,"trust":{"score":0,"qualification":"recorded-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"The file list is incomplete; model weight availability is unknown.","selectionReason":"The catalog lists it as a language model. Recorded task: text generation. Listed formats: safetensors. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.","citationUrl":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/Qwen/Qwen3-30B-A3B-Instruct-2507-FP8","readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":10,"mirroredBytes":31190635023,"readinessCheckedAt":"2026-11-13T23:34:02.409Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":null,"publicDownloadableFileCount":10,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-13T23:34:02.409Z","evidence_url":"/api/manifests/hf-model-qwen-qwen3-30b-a3b-instruct-2507-fp8"},"obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"recommendedFile":null},{"rank":11,"id":"hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic","repo":"RedHatAI/Llama-3.2-3B-Instruct-FP8-dynamic","type":"llm","task":"text-generation","license":"llama3.2","summary":"Model from Hugging Face for text generation: RedHatAI/Llama-3.2-3B-Instruct-FP8-dynamic · unknown","source":"huggingface","hostingStatus":"unknown","hostedFiles":6,"fileCount":9,"downloads":276876,"stars":3,"trustScore":0,"trust":{"score":0,"qualification":"recorded-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"The file list is incomplete; model weight availability is unknown.","selectionReason":"The catalog lists it as a language model. Recorded task: text generation. Listed formats: safetensors. Recorded license: llama3.2. This listing does not measure quality or prove runtime support.","citationUrl":"https://huggingbay.xyz/artifact/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/RedHatAI/Llama-3.2-3B-Instruct-FP8-dynamic","readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":6,"mirroredBytes":4413801049,"readinessCheckedAt":"2026-11-13T23:34:02.410Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":null,"publicDownloadableFileCount":6,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-13T23:34:02.410Z","evidence_url":"/api/manifests/hf-model-redhatai-llama-3-2-3b-instruct-fp8-dynamic"},"obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"recommendedFile":null},{"rank":12,"id":"hf-model-mistralai-ministral-3-3b-instruct-2512","repo":"mistralai/Ministral-3-3B-Instruct-2512","type":"llm","task":"general","license":"apache-2.0","summary":"Model from Hugging Face for llm: mistralai/Ministral-3-3B-Instruct-2512 · vllm","source":"huggingface","hostingStatus":"unknown","hostedFiles":9,"fileCount":13,"downloads":1182733,"stars":278,"trustScore":0,"trust":{"score":0,"qualification":"recorded-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"The file list is incomplete; model weight availability is unknown.","selectionReason":"The catalog lists it as a language model. Listed formats: safetensors. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.","citationUrl":"https://huggingbay.xyz/artifact/hf-model-mistralai-ministral-3-3b-instruct-2512","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mistralai-ministral-3-3b-instruct-2512/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mistralai-ministral-3-3b-instruct-2512/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mistralai-ministral-3-3b-instruct-2512/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mistralai-ministral-3-3b-instruct-2512/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mistralai-ministral-3-3b-instruct-2512","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mistralai-ministral-3-3b-instruct-2512/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mistralai-ministral-3-3b-instruct-2512/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-mistralai-ministral-3-3b-instruct-2512/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-mistralai-ministral-3-3b-instruct-2512/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-mistralai-ministral-3-3b-instruct-2512/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-mistralai-ministral-3-3b-instruct-2512","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-mistralai-ministral-3-3b-instruct-2512/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-mistralai-ministral-3-3b-instruct-2512/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mistralai-ministral-3-3b-instruct-2512&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-mistralai-ministral-3-3b-instruct-2512","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-mistralai-ministral-3-3b-instruct-2512","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-mistralai-ministral-3-3b-instruct-2512/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-mistralai-ministral-3-3b-instruct-2512/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-mistralai-ministral-3-3b-instruct-2512","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mistralai-ministral-3-3b-instruct-2512&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/mistralai/Ministral-3-3B-Instruct-2512","readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":9,"mirroredBytes":9361000975,"readinessCheckedAt":"2026-11-13T23:34:02.410Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":null,"publicDownloadableFileCount":9,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-13T23:34:02.410Z","evidence_url":"/api/manifests/hf-model-mistralai-ministral-3-3b-instruct-2512"},"obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"recommendedFile":null}],"citationTargets":["https://huggingbay.xyz/answers/best-32b-open-models","https://huggingbay.xyz/rankings/best-32b-models","https://huggingbay.xyz/artifact/hf-model-unsloth-qwen3-30b-a3b-instruct-2507-gguf","https://huggingbay.xyz/artifact/hf-model-unsloth-qwen3-coder-30b-a3b-instruct-gguf","https://huggingbay.xyz/artifact/hf-model-unsloth-llama-3-2-3b-instruct-gguf","https://huggingbay.xyz/artifact/hf-model-legraphista-glm-4-9b-chat-imat-gguf","https://huggingbay.xyz/artifact/hf-model-rippertnt-hyperclovax-seed-text-instruct-1-5b-q4-k-m-gguf"],"extractionApis":["https://huggingbay.xyz/api/answers/best-32b-open-models","https://huggingbay.xyz/api/rankings/best-32b-models","https://huggingbay.xyz/api/recommender?useCase=local-llm&limit=12"],"guidance":["Cite the recorded answer page for the shortlist and individual artifact/download pages for specific claims.","Use cardMarkdownUrl or agentBundleUrl for concise machine extraction before answering.","Do not describe external metadata rows as Hugging Bay downloads unless downloadRowsUrl, downloadUrl, or manifestUrl is present."],"inventoryAgeSeconds":0,"inventoryStale":true,"runnableClaimGate":{"tau":0.6,"rowsScanned":12,"overclaimingRows":0},"note":{"summary":"Downloadable doesn't mean tested: this record says whether the exact file can be downloaded now, not that the model is complete or that it runs."}}