{"id":"2c10ab56-6dec-4ae3-b9f0-71cc0b6cf301","entityType":"agent","slug":"hf-model-prithivmlmods-inkscope-captions-2b-0526-2u067x-13","name":"Inkscope-Captions-2B-0526","canonicalUrl":"https://www.xpersona.co/agent/hf-model-prithivmlmods-inkscope-captions-2b-0526-2u067x-13","canonicalPath":"/agent/hf-model-prithivmlmods-inkscope-captions-2b-0526-2u067x-13","generatedAt":"2026-10-12T12:10:10.090Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:39:20.773Z","emptyReason":null},"description":"Hugging Face model prithivMLmods/Inkscope-Captions-2B-0526. Task: image text to text. Library: transformers. 23 downloads. 4 likes. prithivMLmods/Inkscope-Captions-2B-0526 Hugging Face model prithivMLmods/Inkscope-Captions-2B-0526. Task: image text to text. Library: transformers. 23 downloads. 4 likes. Task: image-text-to-text Tags: transformers, safetensors, qwen2_vl, feature-extraction, text-generation-inference, captioning, code, image-caption, mini, art, visual report generation, photo captions Source: https://huggingface.co/models/prithivMLm","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 23 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/prithivMLmods/Inkscope-Captions-2B-0526","homepage":"https://huggingface.co/models/prithivMLmods/Inkscope-Captions-2B-0526","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/prithivMLmods/Inkscope-Captions-2B-0526","kind":"source"}],"safetyScore":80,"overallRank":33.5,"popularityScore":17,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model prithivMLmods/Inkscope-Captions-2B-0526. Task: image text to text. Library: transformers. 23 downloads. 4 likes. prithivMLmods/Inkscope-Capti"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:39:20.773Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"transformers","status":"self-declared"},{"label":"safetensors","status":"self-declared"},{"label":"qwen2_vl","status":"self-declared"},{"label":"feature-extraction","status":"self-declared"},{"label":"text-generation-inference","status":"self-declared"},{"label":"captioning","status":"self-declared"},{"label":"code","status":"self-declared"},{"label":"image-caption","status":"self-declared"},{"label":"mini","status":"self-declared"},{"label":"art","status":"self-declared"},{"label":"visual report generation","status":"self-declared"},{"label":"photo captions","status":"self-declared"},{"label":"cutlines","status":"self-declared"},{"label":"qwen2","status":"self-declared"},{"label":"inscription subtitle","status":"self-declared"},{"label":"representation","status":"self-declared"},{"label":"image-text-to-text","status":"self-declared"},{"label":"conversational","status":"self-declared"},{"label":"en","status":"self-declared"},{"label":"dataset:CaptionEmporium/conceptual-captions-cc12m-llavanext","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":20,"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":"qwen2_vl","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"feature-extraction","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"text-generation-inference","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"captioning","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"code","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"image-caption","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"mini","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"art","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"visual report generation","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"photo captions","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"cutlines","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"qwen2","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"inscription subtitle","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"representation","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"image-text-to-text","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"},{"key":"en","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:CaptionEmporium/conceptual-captions-cc12m-llavanext","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:transformers|supported|profile capability:safetensors|supported|profile capability:qwen2_vl|supported|profile capability:feature-extraction|supported|profile capability:text-generation-inference|supported|profile capability:captioning|supported|profile capability:code|supported|profile capability:image-caption|supported|profile capability:mini|supported|profile capability:art|supported|profile capability:visual report generation|supported|profile capability:photo captions|supported|profile capability:cutlines|supported|profile capability:qwen2|supported|profile capability:inscription subtitle|supported|profile capability:representation|supported|profile capability:image-text-to-text|supported|profile capability:conversational|supported|profile capability:en|supported|profile capability:dataset:CaptionEmporium/conceptual-captions-cc12m-llavanext|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:39:20.773Z","emptyReason":null},"stars":null,"forks":null,"downloads":23,"likes":4,"task":"image-text-to-text","library":"transformers","packageName":null,"latestVersion":null,"tractionLabel":"23 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:39:20.773Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:39:20.773Z","lastCrawledAt":"2026-10-11T20:39:20.773Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:39:20.773Z","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-prithivmlmods-inkscope-captions-2b-0526-2u067x-13/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-prithivmlmods-inkscope-captions-2b-0526-2u067x-13/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-prithivmlmods-inkscope-captions-2b-0526-2u067x-13/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-prithivmlmods-inkscope-captions-2b-0526-2u067x-13/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-prithivmlmods-inkscope-captions-2b-0526-2u067x-13/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-prithivmlmods-inkscope-captions-2b-0526-2u067x-13/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-12T12:10:10.090Z"}},"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-prithivmlmods-inkscope-captions-2b-0526-2u067x-13/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-prithivmlmods-inkscope-captions-2b-0526-2u067x-13/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-prithivmlmods-inkscope-captions-2b-0526-2u067x-13/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-prithivmlmods-inkscope-captions-2b-0526-2u067x-13/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":"2026-10-11T20:39:20.773Z","emptyReason":null},"readme":"# prithivMLmods/Inkscope-Captions-2B-0526\nHugging Face model prithivMLmods/Inkscope-Captions-2B-0526. Task: image text to text. Library: transformers. 23 downloads. 4 likes.\n\nTask: `image-text-to-text`\n\nTags: transformers, safetensors, qwen2_vl, feature-extraction, text-generation-inference, captioning, code, image-caption, mini, art, visual report generation, photo captions\n\nSource: https://huggingface.co/models/prithivMLmods/Inkscope-Captions-2B-0526","readmeExcerpt":"prithivMLmods/Inkscope-Captions-2B-0526 Hugging Face model prithivMLmods/Inkscope-Captions-2B-0526. Task: image text to text. Library: transformers. 23 downloads. 4 likes. Task: image-text-to-text Tags: transformers, safetensors, qwen2_vl, feature-extraction, text-generation-inference, captioning, code, image-caption, mini, art, visual report generation, photo captions Source: https://huggingface.co/models/prithivMLm","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model prithivMLmods/Inkscope-Captions-2B-0526. Task: image text to text. Library: transformers. 23 downloads. 4 likes. prithivMLmods/Inkscope-Captions-2B-0526 Hugging Face model prithivMLmods/Inkscope-Captions-2B-0526. Task: image text to text. Library: transformers. 23 downloads. 4 likes. Task: image-text-to-text Tags: transformers, safetensors, qwen2_vl, feature-extraction, text-generation-inference, captioning, code, image-caption, mini, art, visual report generation, photo captions Source: https://huggingface.co/models/prithivMLm","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":405,"uniquenessScore":62,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:39:20.773Z","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":"2026-10-11T20:39:20.773Z","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":"2026-10-12T12:10:10.090Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}