{"id":"f35ac944-3a1f-4c30-9ba5-f22c20f2dc44","entityType":"agent","slug":"hf-model-lm-kit-lightonocr-3-4b-lmk-1hps3wh-q","name":"lightonocr-3-4b-lmk","canonicalUrl":"https://www.xpersona.co/agent/hf-model-lm-kit-lightonocr-3-4b-lmk-1hps3wh-q","canonicalPath":"/agent/hf-model-lm-kit-lightonocr-3-4b-lmk-1hps3wh-q","generatedAt":"2026-10-12T20:10:22.316Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:37:55.609Z","emptyReason":null},"description":"Hugging Face model lm-kit/lightonocr-3-4b-lmk. Task: image to text. Library: lm-kit. 62 downloads. lm-kit/lightonocr-3-4b-lmk Hugging Face model lm-kit/lightonocr-3-4b-lmk. Task: image to text. Library: lm-kit. 62 downloads. Task: image-to-text Tags: lm-kit, gguf, lmk, ocr, document-ai, layout-analysis, table-recognition, chart-recognition, image-to-text, multilingual, base_model:lightonai/LightOnOCR-3-4B, base_model:quantized:lightonai/LightOnOCR-3-4B Source: https://huggingface.co/models/lm-kit/lightonocr-3-4b-l","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 62 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/lm-kit/lightonocr-3-4b-lmk","homepage":"https://huggingface.co/models/lm-kit/lightonocr-3-4b-lmk","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/lm-kit/lightonocr-3-4b-lmk","kind":"source"}],"safetyScore":80,"overallRank":36,"popularityScore":22,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model lm-kit/lightonocr-3-4b-lmk. Task: image to text. Library: lm-kit. 62 downloads. lm-kit/lightonocr-3-4b-lmk Hugging Face model lm-kit/lightono"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:37:55.609Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"lm-kit","status":"self-declared"},{"label":"gguf","status":"self-declared"},{"label":"lmk","status":"self-declared"},{"label":"ocr","status":"self-declared"},{"label":"document-ai","status":"self-declared"},{"label":"layout-analysis","status":"self-declared"},{"label":"table-recognition","status":"self-declared"},{"label":"chart-recognition","status":"self-declared"},{"label":"image-to-text","status":"self-declared"},{"label":"multilingual","status":"self-declared"},{"label":"base_model:lightonai/LightOnOCR-3-4B","status":"self-declared"},{"label":"base_model:quantized:lightonai/LightOnOCR-3-4B","status":"self-declared"},{"label":"license:apache-2.0","status":"self-declared"},{"label":"endpoints_compatible","status":"self-declared"},{"label":"conversational","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":15,"capabilityMatrix":{"rows":[{"key":"lm-kit","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"gguf","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"lmk","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"ocr","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"document-ai","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"layout-analysis","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"table-recognition","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"chart-recognition","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"image-to-text","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"multilingual","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:lightonai/LightOnOCR-3-4B","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:quantized:lightonai/LightOnOCR-3-4B","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"},{"key":"conversational","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:lm-kit|supported|profile capability:gguf|supported|profile capability:lmk|supported|profile capability:ocr|supported|profile capability:document-ai|supported|profile capability:layout-analysis|supported|profile capability:table-recognition|supported|profile capability:chart-recognition|supported|profile capability:image-to-text|supported|profile capability:multilingual|supported|profile capability:base_model:lightonai/LightOnOCR-3-4B|supported|profile capability:base_model:quantized:lightonai/LightOnOCR-3-4B|supported|profile capability:license:apache-2.0|supported|profile capability:endpoints_compatible|supported|profile capability:conversational|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:37:55.609Z","emptyReason":null},"stars":null,"forks":null,"downloads":62,"likes":0,"task":"image-to-text","library":"lm-kit","packageName":null,"latestVersion":null,"tractionLabel":"62 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:37:55.609Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:37:55.609Z","lastCrawledAt":"2026-10-11T20:37:55.609Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:37:55.609Z","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-lm-kit-lightonocr-3-4b-lmk-1hps3wh-q/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-lm-kit-lightonocr-3-4b-lmk-1hps3wh-q/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-lm-kit-lightonocr-3-4b-lmk-1hps3wh-q/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-lm-kit-lightonocr-3-4b-lmk-1hps3wh-q/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-lm-kit-lightonocr-3-4b-lmk-1hps3wh-q/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-lm-kit-lightonocr-3-4b-lmk-1hps3wh-q/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-12T20:10:22.315Z"}},"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-lm-kit-lightonocr-3-4b-lmk-1hps3wh-q/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-lm-kit-lightonocr-3-4b-lmk-1hps3wh-q/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-lm-kit-lightonocr-3-4b-lmk-1hps3wh-q/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-lm-kit-lightonocr-3-4b-lmk-1hps3wh-q/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":"2026-10-11T20:37:55.609Z","emptyReason":null},"readme":"# lm-kit/lightonocr-3-4b-lmk\nHugging Face model lm-kit/lightonocr-3-4b-lmk. Task: image to text. Library: lm-kit. 62 downloads.\n\nTask: `image-to-text`\n\nTags: lm-kit, gguf, lmk, ocr, document-ai, layout-analysis, table-recognition, chart-recognition, image-to-text, multilingual, base_model:lightonai/LightOnOCR-3-4B, base_model:quantized:lightonai/LightOnOCR-3-4B\n\nSource: https://huggingface.co/models/lm-kit/lightonocr-3-4b-lmk","readmeExcerpt":"lm-kit/lightonocr-3-4b-lmk Hugging Face model lm-kit/lightonocr-3-4b-lmk. Task: image to text. Library: lm-kit. 62 downloads. Task: image-to-text Tags: lm-kit, gguf, lmk, ocr, document-ai, layout-analysis, table-recognition, chart-recognition, image-to-text, multilingual, base_model:lightonai/LightOnOCR-3-4B, base_model:quantized:lightonai/LightOnOCR-3-4B Source: https://huggingface.co/models/lm-kit/lightonocr-3-4b-l","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model lm-kit/lightonocr-3-4b-lmk. Task: image to text. Library: lm-kit. 62 downloads. lm-kit/lightonocr-3-4b-lmk Hugging Face model lm-kit/lightonocr-3-4b-lmk. Task: image to text. Library: lm-kit. 62 downloads. Task: image-to-text Tags: lm-kit, gguf, lmk, ocr, document-ai, layout-analysis, table-recognition, chart-recognition, image-to-text, multilingual, base_model:lightonai/LightOnOCR-3-4B, base_model:quantized:lightonai/LightOnOCR-3-4B Source: https://huggingface.co/models/lm-kit/lightonocr-3-4b-l","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":404,"uniquenessScore":61,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:37:55.609Z","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":"2026-10-11T20:37:55.609Z","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":"2026-10-12T20:10:22.316Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}