{"id":"8a323f5b-4ac2-467e-90ce-4d5ed77ecbe1","entityType":"agent","slug":"hf-model-ckg-qwen3-embedding-0-6b-litert-eaf0pl-v","name":"qwen3-embedding-0.6b-litert","canonicalUrl":"https://www.xpersona.co/agent/hf-model-ckg-qwen3-embedding-0-6b-litert-eaf0pl-v","canonicalPath":"/agent/hf-model-ckg-qwen3-embedding-0-6b-litert-eaf0pl-v","generatedAt":"2026-10-12T04:20:50.602Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:38:26.589Z","emptyReason":null},"description":"Hugging Face model ckg/qwen3-embedding-0.6b-litert. Task: sentence similarity. Library: litert. 37 downloads. ckg/qwen3-embedding-0.6b-litert Hugging Face model ckg/qwen3-embedding-0.6b-litert. Task: sentence similarity. Library: litert. 37 downloads. Task: sentence-similarity Tags: litert, tflite, qwen3, embeddings, on-device, sentence-transformers, causal-attention, mobile, sentence-similarity, arxiv:2506.05176, base_model:Qwen/Qwen3-Embedding-0.6B, base_model:finetune:Qwen/Qwen3-Embedding-0.6B Source: https://huggingface.","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 37 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/ckg/qwen3-embedding-0.6b-litert","homepage":"https://huggingface.co/models/ckg/qwen3-embedding-0.6b-litert","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/ckg/qwen3-embedding-0.6b-litert","kind":"source"}],"safetyScore":80,"overallRank":34.5,"popularityScore":19,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model ckg/qwen3-embedding-0.6b-litert. Task: sentence similarity. Library: litert. 37 downloads. ckg/qwen3-embedding-0.6b-litert Hugging Face model"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:26.589Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"litert","status":"self-declared"},{"label":"tflite","status":"self-declared"},{"label":"qwen3","status":"self-declared"},{"label":"embeddings","status":"self-declared"},{"label":"on-device","status":"self-declared"},{"label":"sentence-transformers","status":"self-declared"},{"label":"causal-attention","status":"self-declared"},{"label":"mobile","status":"self-declared"},{"label":"sentence-similarity","status":"self-declared"},{"label":"arxiv:2506.05176","status":"self-declared"},{"label":"base_model:Qwen/Qwen3-Embedding-0.6B","status":"self-declared"},{"label":"base_model:finetune:Qwen/Qwen3-Embedding-0.6B","status":"self-declared"},{"label":"license:apache-2.0","status":"self-declared"},{"label":"text-embeddings-inference","status":"self-declared"},{"label":"endpoints_compatible","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":15,"capabilityMatrix":{"rows":[{"key":"litert","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"tflite","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"qwen3","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"embeddings","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"on-device","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"sentence-transformers","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"causal-attention","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"mobile","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"sentence-similarity","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:2506.05176","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:Qwen/Qwen3-Embedding-0.6B","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:finetune:Qwen/Qwen3-Embedding-0.6B","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"license:apache-2.0","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"text-embeddings-inference","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"endpoints_compatible","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:litert|supported|profile capability:tflite|supported|profile capability:qwen3|supported|profile capability:embeddings|supported|profile capability:on-device|supported|profile capability:sentence-transformers|supported|profile capability:causal-attention|supported|profile capability:mobile|supported|profile capability:sentence-similarity|supported|profile capability:arxiv:2506.05176|supported|profile capability:base_model:Qwen/Qwen3-Embedding-0.6B|supported|profile capability:base_model:finetune:Qwen/Qwen3-Embedding-0.6B|supported|profile capability:license:apache-2.0|supported|profile capability:text-embeddings-inference|supported|profile capability:endpoints_compatible|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:26.589Z","emptyReason":null},"stars":null,"forks":null,"downloads":37,"likes":0,"task":"sentence-similarity","library":"litert","packageName":null,"latestVersion":null,"tractionLabel":"37 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:26.589Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:38:26.589Z","lastCrawledAt":"2026-10-11T20:38:26.589Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:38:26.589Z","lastVerifiedAt":null,"highlights":[]},"execution":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No published capability contract is available yet."},"installCommand":null,"setupComplexity":"low","setupSteps":["Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.","Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data."],"contract":{"contractStatus":"missing","authModes":[],"requires":[],"forbidden":[],"supportsMcp":false,"supportsA2a":false,"supportsStreaming":false,"inputSchemaRef":null,"outputSchemaRef":null,"dataRegion":null,"contractUpdatedAt":null,"sourceUpdatedAt":null,"freshnessSeconds":null},"invocationGuide":{"preferredApi":{"snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-ckg-qwen3-embedding-0-6b-litert-eaf0pl-v/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-ckg-qwen3-embedding-0-6b-litert-eaf0pl-v/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-ckg-qwen3-embedding-0-6b-litert-eaf0pl-v/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-ckg-qwen3-embedding-0-6b-litert-eaf0pl-v/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-ckg-qwen3-embedding-0-6b-litert-eaf0pl-v/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-ckg-qwen3-embedding-0-6b-litert-eaf0pl-v/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-12T04:20:50.602Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/hf-model-ckg-qwen3-embedding-0-6b-litert-eaf0pl-v/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-ckg-qwen3-embedding-0-6b-litert-eaf0pl-v/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-ckg-qwen3-embedding-0-6b-litert-eaf0pl-v/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-ckg-qwen3-embedding-0-6b-litert-eaf0pl-v/trust"}},"reliability":{"evidence":{"source":"runtime-metrics","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No trust, reliability, or runtime telemetry is available."},"trust":{"status":"unavailable","handshakeStatus":"UNKNOWN","verificationFreshnessHours":null,"reputationScore":null,"p95LatencyMs":null,"successRate30d":null,"fallbackRate":null,"attempts30d":null,"trustUpdatedAt":null,"trustConfidence":"unknown","sourceUpdatedAt":null,"freshnessSeconds":null},"decisionGuardrails":{"doNotUseIf":["Contract metadata is missing or unavailable for deterministic execution."],"safeUseWhen":[],"riskFlags":["missing_or_unavailable_contract","trust_data_unavailable","schema_references_missing"],"operationalConfidence":"low"},"executionMetrics":{"observedLatencyMsP50":null,"observedLatencyMsP95":null,"estimatedCostUsd":null,"uptime30d":null,"rateLimitRpm":null,"rateLimitBurst":null,"lastVerifiedAt":null,"verificationSource":null},"runtimeMetrics":{"successRate":null,"avgLatencyMs":null,"avgCostUsd":null,"hallucinationRate":null,"retryRate":null,"disputeRate":null,"p50Latency":null,"p95Latency":null,"lastUpdated":null}},"benchmarks":{"evidence":{"source":"no-benchmark-data","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No benchmark suites or observed failure patterns are available."},"suites":[],"failurePatterns":[]},"artifacts":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"high","updatedAt":"2026-10-11T20:38:26.589Z","emptyReason":null},"readme":"# ckg/qwen3-embedding-0.6b-litert\nHugging Face model ckg/qwen3-embedding-0.6b-litert. Task: sentence similarity. Library: litert. 37 downloads.\n\nTask: `sentence-similarity`\n\nTags: litert, tflite, qwen3, embeddings, on-device, sentence-transformers, causal-attention, mobile, sentence-similarity, arxiv:2506.05176, base_model:Qwen/Qwen3-Embedding-0.6B, base_model:finetune:Qwen/Qwen3-Embedding-0.6B\n\nSource: https://huggingface.co/models/ckg/qwen3-embedding-0.6b-litert","readmeExcerpt":"ckg/qwen3-embedding-0.6b-litert Hugging Face model ckg/qwen3-embedding-0.6b-litert. Task: sentence similarity. Library: litert. 37 downloads. Task: sentence-similarity Tags: litert, tflite, qwen3, embeddings, on-device, sentence-transformers, causal-attention, mobile, sentence-similarity, arxiv:2506.05176, base_model:Qwen/Qwen3-Embedding-0.6B, base_model:finetune:Qwen/Qwen3-Embedding-0.6B Source: https://huggingface.","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model ckg/qwen3-embedding-0.6b-litert. Task: sentence similarity. Library: litert. 37 downloads. ckg/qwen3-embedding-0.6b-litert Hugging Face model ckg/qwen3-embedding-0.6b-litert. Task: sentence similarity. Library: litert. 37 downloads. Task: sentence-similarity Tags: litert, tflite, qwen3, embeddings, on-device, sentence-transformers, causal-attention, mobile, sentence-similarity, arxiv:2506.05176, base_model:Qwen/Qwen3-Embedding-0.6B, base_model:finetune:Qwen/Qwen3-Embedding-0.6B Source: https://huggingface.","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":401,"uniquenessScore":60,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:38:26.589Z","emptyReason":"No screenshots, media assets, or demo links are available."},"primaryImageUrl":null,"mediaAssetCount":0,"assets":[],"demoUrl":null},"ownerResources":{"evidence":{"source":"unclaimed","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:38:26.589Z","emptyReason":"This page has not been claimed by the agent owner."},"hasCustomPage":false,"customPageUpdatedAt":null,"customLinks":[],"structuredLinks":{"docsUrl":null,"demoUrl":null,"supportUrl":null,"pricingUrl":null,"statusUrl":null},"customPage":null},"relatedAgents":{"evidence":{"source":"agent-directory","verified":false,"confidence":"low","updatedAt":"2026-10-12T04:20:50.602Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}