{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-01T03:19:33.172Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-mlx-community-all-minilm-l6-v2-bf16","repo":"mlx-community/all-MiniLM-L6-v2-bf16","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":46152725,"readinessCheckedAt":"2026-11-01T03:12:25.459Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":46152725,"readinessCheckedAt":"2026-11-01T03:12:25.459Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-mlx-community-all-minilm-l6-v2-bf16","owner":"mlx-community","name":"all-MiniLM-L6-v2-bf16","repo":"mlx-community/all-MiniLM-L6-v2-bf16","type":"embedding","summary":"Model from Hugging Face for sentence similarity: mlx-community/all-MiniLM-L6-v2-bf16 · sentence transformers","cardDescription":"Turns text into vectors for search and similarity matching.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":46447280,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"mlx-community","sourceUrl":"https://huggingface.co/mlx-community/all-MiniLM-L6-v2-bf16","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","safetensors","bert","feature-extraction","sentence-similarity","transformers","mlx","en","dataset:s2orc","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:ms_marco","dataset:gooaq","dataset:yahoo_answers_topics","dataset:code_search_net","dataset:search_qa","dataset:eli5","dataset:snli","dataset:multi_nli","dataset:wikihow","dataset:natural_questions"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["mlx","gitattributes","md","json","safetensors","py","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["s2orc","flax-sentence-embeddings/stackexchange_xml","ms_marco","gooaq","yahoo_answers_topics","code_search_net","search_qa","eli5","snli","multi_nli","wikihow","natural_questions"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/mlx-community/all-MiniLM-L6-v2-bf16","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en s2orc flax-sentence-embeddings/stackexchange_xml ms_marco gooaq yahoo_answers_topics code_search_net search_qa eli5 snli multi_nli wikihow natural_questions safetensors transformers dataset:flax-sentence-embeddings/stackexchange_xml dataset:embedding-data/sentence-compression dataset:embedding-data/flickr30k-captions dataset:embedding-data/altlex dataset:embedding-data/simple-wiki dataset:embedding-data/qqp dataset:embedding-data/specter dataset:embedding-data/paq_pairs dataset:embedding-data/wikianswers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","s2orc","flax-sentence-embeddings/stackexchange_xml","ms_marco","gooaq","yahoo_answers_topics","code_search_net","search_qa","eli5","snli","multi_nli","wikihow","natural_questions","safetensors","transformers","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:embedding-data/sentence-compression","dataset:embedding-data/flickr30k-captions","dataset:embedding-data/altlex","dataset:embedding-data/simple-wiki","dataset:embedding-data/qqp","dataset:embedding-data/specter","dataset:embedding-data/paq_pairs","dataset:embedding-data/wikianswers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"README.md","sizeBytes":1491},{"lfs":false,"path":"config.json","sizeBytes":601},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":116},{"lfs":false,"path":"data_config.json","sizeBytes":39265},{"lfs":true,"path":"model.safetensors","sizeBytes":45437786},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":7616},{"lfs":false,"path":"modules.json","sizeBytes":349},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":53},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":695},{"lfs":false,"path":"tokenizer.json","sizeBytes":711661},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1464},{"lfs":false,"path":"train_script.py","sizeBytes":13156},{"lfs":false,"path":"vocab.txt","sizeBytes":231508}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"recorded runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or execution status claim is available until recorded evaluation is integrated."]},"sizeBytes":46447280,"sizeKnown":true,"sizeLabel":"44.3 MB","sizeReason":"","declaredSizeBytes":46447280,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":193,"stars":1,"citations":0,"updatedAt":"2026-09-22T21:59:39.587Z","createdAt":"2026-06-30T02:32:02.469Z","version":"hf-main","upstream":{"gated":false,"repoId":"mlx-community/all-MiniLM-L6-v2-bf16","private":false,"repoUrl":"https://huggingface.co/mlx-community/all-MiniLM-L6-v2-bf16","disabled":false,"provider":"huggingface","repoType":"model","revision":"b6691709eacd8f0afcc3faace288cf50e611f3aa","fetchedAt":"2026-09-22T21:59:11.308Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-22T21:59:39.587Z","mirroredBy":"mirror-batch-worker","totalFiles":14,"hostedFiles":8,"mirroredBytes":46152725,"mirroredFiles":8,"storageProvider":"gcs","hosted":true,"downloadable":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"found":true,"current":true,"state":"complete-bytes","completeBytes":true,"completeRunnable":false,"verified":false,"runReady":false,"commandsAvailable":false,"authority":"postgres-executable-state-snapshot","snapshotId":"hbes_2e4cddb130f5c5541024d77d52334e29958b8a2ed0acdf31476af4934e52fbab","artifactId":"hf-model-mlx-community-all-minilm-l6-v2-bf16","representationId":"rep-2824fc693bc9d55dfa3c0d7d48831d4c79fc14fd35aac618a65940f1216a88b1","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-2824fc693bc9d55dfa3c0d7d48831d4c79fc14fd35aac618a65940f1216a88b1","artifactId":"hf-model-mlx-community-all-minilm-l6-v2-bf16","format":"mlx","source":{"provider":"huggingface","identity":"mlx-community/all-MiniLM-L6-v2-bf16","revision":"b6691709eacd8f0afcc3faace288cf50e611f3aa","immutable":true},"files":[{"path":"config.json","role":"config","sizeBytes":601,"sha256":"sha256:5727690c3017ea01620af3018fa0b5ebb278c6282a4d085c38708fd40cfc9c69","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:95892a7c3a857e413f2405d65f227ac843865e93436be5fa14a0881c15dabd44"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":116,"sha256":"sha256:061ca9d39661d6c6d6de5ba27f79a1cd5770ea247f8d46412a68a498dc5ac9f3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:30bcdf432e000d04ff77af9fed7cbd4c481389f7c8791f92a2df0a53fe563873"},{"path":"model.safetensors","role":"weight","sizeBytes":45437786,"sha256":"sha256:11edc3b8f88265f1cff00865d53b040bb78de9290fbb8a971f26e0550c812f80","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d456fa1c01e396da4ba874112e743649ea748bcfc72ac14c262c9f1e14064157"},{"path":"modules.json","role":"support","sizeBytes":349,"sha256":"sha256:84e40c8e006c9b1d6c122e02cba9b02458120b5fb0c87b746c41e0207cf642cf","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7db8f36d0afaed736eb2757a2821daad89d4ed739e6f61bad2bcd1a7581eef90"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":53,"sha256":"sha256:fc1993fde0a95c24ec6c022539d41cf6e2f7c9721e5415d6fb6897472a9cd4b7","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:ac433139a87541ba601c77bd99662db151dce41a3f4986eb89b08011f5d57b1e"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":695,"sha256":"sha256:5d5b662e421ea9fac075174bb0688ee0d9431699900b90662acd44b2a350503a","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7a2c46cd8e615c9e3716a52c5ed9daf6a26100b27801f76ec3a975ac44354377"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":711661,"sha256":"sha256:da0e79933b9ed51798a3ae27893d3c5fa4a201126cef75586296df9b4d2c62a0","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d63c55e19058261fbf571f427139332ef1df9f33c560590aeffb783ed2775ea8"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1464,"sha256":"sha256:ccb4eb21a03e1442ee5c3f85431b9c307960a04579942537d74778dc8080a48c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8d09eac2f2f8da61c0e0a84b4c73077d2b9810cf0c9ce5b41a06bf56340d03f9"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:29e2f9f1bd8a0b40926476dcf51aa38857a33bf8a6f29b703493115f9ea55258","representationDigest":"sha256:9f97bb8e06ce540a8c48eec00a739d08749562b6dcbbdf33d89df3c028181852","evidenceSnapshotDigest":"sha256:91fe29780763bdd1b7c147976897c5bf9c53cd91a0e43d010ac26af30972c51b","evaluatedAt":"2026-09-22T21:59:43.457Z","authorityVersion":"sha256:a1bfd0620dda5bbafdc02bda2311614421deeaa8f0546ec39ddbdb212bd23212","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":8,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":14,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-01T03:12:25.459Z","evidence_url":"/api/manifests/hf-model-mlx-community-all-minilm-l6-v2-bf16"}},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"communityReviewSummary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"quarantined-untrusted-evidence","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"benchmarkEvidenceSummary":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"hostingStatus":"hosted","hosted":true,"fileCount":14,"publicDownloadableFileCount":8,"externalFileCount":14,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":46447280,"label":"44.3 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":193,"upstreamStars":1,"label":"193 upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"mlx-community/all-MiniLM-L6-v2-bf16"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/14 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: mlx-community/all-MiniLM-L6-v2-bf16","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/14 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":6,"totalFiles":14},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-mlx-community-all-minilm-l6-v2-bf16/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"mlx-community/all-MiniLM-L6-v2-bf16"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-01T03:12:25.459Z","evidence_url":"/api/manifests/hf-model-mlx-community-all-minilm-l6-v2-bf16"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-mlx-community-all-minilm-l6-v2-bf16/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mlx-community-all-minilm-l6-v2-bf16","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/agent-bundle","summary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"self-reported-unqualified","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"rating":{"count":0,"average":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"categoryAverages":{},"categoryCounts":{},"helpfulCount":0,"reportCount":0,"reportedReviews":0},"verifiedRuns":0,"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"mlx-community/all-MiniLM-L6-v2-bf16"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/14 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: mlx-community/all-MiniLM-L6-v2-bf16","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/14 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":6,"totalFiles":14},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-mlx-community-all-minilm-l6-v2-bf16/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-mlx-community-all-minilm-l6-v2-bf16","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/distribution"},"supportedClaims":["mlx-community/all-MiniLM-L6-v2-bf16 has 0 self-reported, unqualified Hugging Bay community reviews.","mlx-community/all-MiniLM-L6-v2-bf16 has 0 self-reported run claims; none qualify verification during limited availability.","mlx-community/all-MiniLM-L6-v2-bf16 has 0 self-reported benchmark or performance evidence items; none affect product decisions."],"claimBoundaries":["This endpoint is an unqualified evidence record. Its contents do not affect ranking, Finder, facts, request state, badges, cards, JSON-LD, or reputation.","Do not treat missing reviews as negative quality evidence.","Do not claim Hugging Bay hosts artifact files unless hosted/downloadable endpoints show hosted rows.","Do not infer safety, legality, or production readiness beyond the displayed license, trust, scan, and review evidence."]},"actions":{"readFullReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-mlx-community-all-minilm-l6-v2-bf16"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/agent-bundle"}},"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."}}