{"id":"9e29209c-25cf-40f1-af32-344dd7ad0baf","entityType":"agent","slug":"hf-model-srpone-gr-lite-e","name":"gr-lite","canonicalUrl":"https://www.xpersona.co/agent/hf-model-srpone-gr-lite-e","canonicalPath":"/agent/hf-model-srpone-gr-lite-e","generatedAt":"2026-10-12T12:40:15.620Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:36:17.901Z","emptyReason":null},"description":"Hugging Face model srpone/gr-lite. Task: image feature extraction. Library: transformers. 1,336 downloads. 7 likes. srpone/gr-lite Hugging Face model srpone/gr-lite. Task: image feature extraction. Library: transformers. 1,336 downloads. 7 likes. Task: image-feature-extraction Tags: transformers, safetensors, gr_lite, fashion, image-retrieval, vision-transformer, dino, image-feature-extraction, custom_code, en, arxiv:2601.14706, base_model:facebook/dinov3-vitl16-pretrain-lvd1689m Source: https://huggingface.co/models/srpone/gr-lit","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 1.3K downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/srpone/gr-lite","homepage":"https://huggingface.co/models/srpone/gr-lite","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/srpone/gr-lite","kind":"source"}],"safetyScore":80,"overallRank":44,"popularityScore":38,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model srpone/gr-lite. Task: image feature extraction. Library: transformers. 1,336 downloads. 7 likes. srpone/gr-lite Hugging Face model srpone/gr-"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:17.901Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"transformers","status":"self-declared"},{"label":"safetensors","status":"self-declared"},{"label":"gr_lite","status":"self-declared"},{"label":"fashion","status":"self-declared"},{"label":"image-retrieval","status":"self-declared"},{"label":"vision-transformer","status":"self-declared"},{"label":"dino","status":"self-declared"},{"label":"image-feature-extraction","status":"self-declared"},{"label":"custom_code","status":"self-declared"},{"label":"en","status":"self-declared"},{"label":"arxiv:2601.14706","status":"self-declared"},{"label":"base_model:facebook/dinov3-vitl16-pretrain-lvd1689m","status":"self-declared"},{"label":"base_model:finetune:facebook/dinov3-vitl16-pretrain-lvd1689m","status":"self-declared"},{"label":"license:apache-2.0","status":"self-declared"},{"label":"endpoints_compatible","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":15,"capabilityMatrix":{"rows":[{"key":"transformers","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"safetensors","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"gr_lite","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"fashion","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"image-retrieval","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"vision-transformer","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dino","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"image-feature-extraction","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"custom_code","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"en","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:2601.14706","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:facebook/dinov3-vitl16-pretrain-lvd1689m","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:finetune:facebook/dinov3-vitl16-pretrain-lvd1689m","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":"endpoints_compatible","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:transformers|supported|profile capability:safetensors|supported|profile capability:gr_lite|supported|profile capability:fashion|supported|profile capability:image-retrieval|supported|profile capability:vision-transformer|supported|profile capability:dino|supported|profile capability:image-feature-extraction|supported|profile capability:custom_code|supported|profile capability:en|supported|profile capability:arxiv:2601.14706|supported|profile capability:base_model:facebook/dinov3-vitl16-pretrain-lvd1689m|supported|profile capability:base_model:finetune:facebook/dinov3-vitl16-pretrain-lvd1689m|supported|profile capability:license:apache-2.0|supported|profile capability:endpoints_compatible|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:17.901Z","emptyReason":null},"stars":null,"forks":null,"downloads":1336,"likes":7,"task":"image-feature-extraction","library":"transformers","packageName":null,"latestVersion":null,"tractionLabel":"1.3K downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:17.901Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:36:17.901Z","lastCrawledAt":"2026-10-11T20:36:17.901Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:34:42.899Z","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-srpone-gr-lite-e/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-srpone-gr-lite-e/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-srpone-gr-lite-e/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-srpone-gr-lite-e/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-srpone-gr-lite-e/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-srpone-gr-lite-e/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-12T12:40:15.620Z"}},"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-srpone-gr-lite-e/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-srpone-gr-lite-e/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-srpone-gr-lite-e/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-srpone-gr-lite-e/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":"2026-10-11T20:36:17.901Z","emptyReason":null},"readme":"# srpone/gr-lite\nHugging Face model srpone/gr-lite. Task: image feature extraction. Library: transformers. 1,336 downloads. 7 likes.\n\nTask: `image-feature-extraction`\n\nTags: transformers, safetensors, gr_lite, fashion, image-retrieval, vision-transformer, dino, image-feature-extraction, custom_code, en, arxiv:2601.14706, base_model:facebook/dinov3-vitl16-pretrain-lvd1689m\n\nSource: https://huggingface.co/models/srpone/gr-lite","readmeExcerpt":"srpone/gr-lite Hugging Face model srpone/gr-lite. Task: image feature extraction. Library: transformers. 1,336 downloads. 7 likes. Task: image-feature-extraction Tags: transformers, safetensors, gr_lite, fashion, image-retrieval, vision-transformer, dino, image-feature-extraction, custom_code, en, arxiv:2601.14706, base_model:facebook/dinov3-vitl16-pretrain-lvd1689m Source: https://huggingface.co/models/srpone/gr-lit","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model srpone/gr-lite. Task: image feature extraction. Library: transformers. 1,336 downloads. 7 likes. srpone/gr-lite Hugging Face model srpone/gr-lite. Task: image feature extraction. Library: transformers. 1,336 downloads. 7 likes. Task: image-feature-extraction Tags: transformers, safetensors, gr_lite, fashion, image-retrieval, vision-transformer, dino, image-feature-extraction, custom_code, en, arxiv:2601.14706, base_model:facebook/dinov3-vitl16-pretrain-lvd1689m Source: https://huggingface.co/models/srpone/gr-lit","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":384,"uniquenessScore":66,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:36:17.901Z","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":"2026-10-11T20:36:17.901Z","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":"2026-10-12T12:40:15.620Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}