{"id":"6aaf01d9-a33c-48a3-b367-d450bd052c01","entityType":"agent","slug":"hf-model-imageomics-mmla-1kgh4iz-f","name":"mmla","canonicalUrl":"https://www.xpersona.co/agent/hf-model-imageomics-mmla-1kgh4iz-f","canonicalPath":"/agent/hf-model-imageomics-mmla-1kgh4iz-f","generatedAt":"2026-10-12T11:20:10.885Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:38:22.666Z","emptyReason":null},"description":"Hugging Face model imageomics/mmla. Task: object detection. Library: ultralytics. 39 downloads. 2 likes. imageomics/mmla Hugging Face model imageomics/mmla. Task: object detection. Library: ultralytics. 39 downloads. 2 likes. Task: object-detection Tags: ultralytics, biology, CV, images, animals, object-detection, YOLO, fine-tuned, zebra, giraffe, onager, dog Source: https://huggingface.co/models/imageomics/mmla","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 39 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/imageomics/mmla","homepage":"https://huggingface.co/models/imageomics/mmla","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/imageomics/mmla","kind":"source"}],"safetyScore":80,"overallRank":34.5,"popularityScore":19,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model imageomics/mmla. Task: object detection. Library: ultralytics. 39 downloads. 2 likes. imageomics/mmla Hugging Face model imageomics/mmla. Tas"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:22.666Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"ultralytics","status":"self-declared"},{"label":"biology","status":"self-declared"},{"label":"CV","status":"self-declared"},{"label":"images","status":"self-declared"},{"label":"animals","status":"self-declared"},{"label":"object-detection","status":"self-declared"},{"label":"YOLO","status":"self-declared"},{"label":"fine-tuned","status":"self-declared"},{"label":"zebra","status":"self-declared"},{"label":"giraffe","status":"self-declared"},{"label":"onager","status":"self-declared"},{"label":"dog","status":"self-declared"},{"label":"en","status":"self-declared"},{"label":"dataset:imageomics/mmla_mpala","status":"self-declared"},{"label":"dataset:imageomics/mmla_wilds","status":"self-declared"},{"label":"dataset:imageomics/mmla_opc","status":"self-declared"},{"label":"arxiv:2504.07744","status":"self-declared"},{"label":"base_model:Ultralytics/YOLO11","status":"self-declared"},{"label":"base_model:finetune:Ultralytics/YOLO11","status":"self-declared"},{"label":"doi:10.57967/hf/7327","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":20,"capabilityMatrix":{"rows":[{"key":"ultralytics","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"biology","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"CV","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"images","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"animals","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"object-detection","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"YOLO","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"fine-tuned","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"zebra","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"giraffe","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"onager","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dog","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":"dataset:imageomics/mmla_mpala","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:imageomics/mmla_wilds","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:imageomics/mmla_opc","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:2504.07744","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:Ultralytics/YOLO11","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:finetune:Ultralytics/YOLO11","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"doi:10.57967/hf/7327","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:ultralytics|supported|profile capability:biology|supported|profile capability:CV|supported|profile capability:images|supported|profile capability:animals|supported|profile capability:object-detection|supported|profile capability:YOLO|supported|profile capability:fine-tuned|supported|profile capability:zebra|supported|profile capability:giraffe|supported|profile capability:onager|supported|profile capability:dog|supported|profile capability:en|supported|profile capability:dataset:imageomics/mmla_mpala|supported|profile capability:dataset:imageomics/mmla_wilds|supported|profile capability:dataset:imageomics/mmla_opc|supported|profile capability:arxiv:2504.07744|supported|profile capability:base_model:Ultralytics/YOLO11|supported|profile capability:base_model:finetune:Ultralytics/YOLO11|supported|profile capability:doi:10.57967/hf/7327|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:22.666Z","emptyReason":null},"stars":null,"forks":null,"downloads":39,"likes":2,"task":"object-detection","library":"ultralytics","packageName":null,"latestVersion":null,"tractionLabel":"39 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:22.666Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:38:22.666Z","lastCrawledAt":"2026-10-11T20:38:22.666Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:38:22.666Z","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-imageomics-mmla-1kgh4iz-f/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-imageomics-mmla-1kgh4iz-f/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-imageomics-mmla-1kgh4iz-f/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-imageomics-mmla-1kgh4iz-f/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-imageomics-mmla-1kgh4iz-f/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-imageomics-mmla-1kgh4iz-f/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-12T11:20:10.885Z"}},"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-imageomics-mmla-1kgh4iz-f/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-imageomics-mmla-1kgh4iz-f/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-imageomics-mmla-1kgh4iz-f/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-imageomics-mmla-1kgh4iz-f/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":"2026-10-11T20:38:22.666Z","emptyReason":null},"readme":"# imageomics/mmla\nHugging Face model imageomics/mmla. Task: object detection. Library: ultralytics. 39 downloads. 2 likes.\n\nTask: `object-detection`\n\nTags: ultralytics, biology, CV, images, animals, object-detection, YOLO, fine-tuned, zebra, giraffe, onager, dog\n\nSource: https://huggingface.co/models/imageomics/mmla","readmeExcerpt":"imageomics/mmla Hugging Face model imageomics/mmla. Task: object detection. Library: ultralytics. 39 downloads. 2 likes. Task: object-detection Tags: ultralytics, biology, CV, images, animals, object-detection, YOLO, fine-tuned, zebra, giraffe, onager, dog Source: https://huggingface.co/models/imageomics/mmla","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model imageomics/mmla. Task: object detection. Library: ultralytics. 39 downloads. 2 likes. imageomics/mmla Hugging Face model imageomics/mmla. Task: object detection. Library: ultralytics. 39 downloads. 2 likes. Task: object-detection Tags: ultralytics, biology, CV, images, animals, object-detection, YOLO, fine-tuned, zebra, giraffe, onager, dog Source: https://huggingface.co/models/imageomics/mmla","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":353,"uniquenessScore":68,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:38:22.666Z","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":"2026-10-11T20:38:22.666Z","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":"2026-10-12T11:20:10.885Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}