{"id":"8c3205c6-0c78-42c2-9605-d2eb9e2bb7de","entityType":"agent","slug":"hf-model-mradermacher-bobcat-1-2-gguf-tlbg34-s","name":"bobcat-1.2-GGUF","canonicalUrl":"https://www.xpersona.co/agent/hf-model-mradermacher-bobcat-1-2-gguf-tlbg34-s","canonicalPath":"/agent/hf-model-mradermacher-bobcat-1-2-gguf-tlbg34-s","generatedAt":"2026-10-14T01:47:00.925Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:36:35.348Z","emptyReason":null},"description":"Hugging Face model mradermacher/bobcat-1.2-GGUF. Library: transformers. 519 downloads. mradermacher/bobcat-1.2-GGUF Hugging Face model mradermacher/bobcat-1.2-GGUF. Library: transformers. 519 downloads. Tags: transformers, gguf, typed-decisions, vllm, calibration, distillation, classification, guardrails, en, ko, dataset:klue/klue, dataset:kakaobrain/kor_nli Source: https://huggingface.co/models/mradermacher/bobcat-1.2-GGUF","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 519 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/mradermacher/bobcat-1.2-GGUF","homepage":"https://huggingface.co/models/mradermacher/bobcat-1.2-GGUF","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/mradermacher/bobcat-1.2-GGUF","kind":"source"}],"safetyScore":80,"overallRank":41.5,"popularityScore":33,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model mradermacher/bobcat-1.2-GGUF. Library: transformers. 519 downloads. mradermacher/bobcat-1.2-GGUF Hugging Face model mradermacher/bobcat-1.2-G"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:35.348Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"transformers","status":"self-declared"},{"label":"gguf","status":"self-declared"},{"label":"typed-decisions","status":"self-declared"},{"label":"vllm","status":"self-declared"},{"label":"calibration","status":"self-declared"},{"label":"distillation","status":"self-declared"},{"label":"classification","status":"self-declared"},{"label":"guardrails","status":"self-declared"},{"label":"en","status":"self-declared"},{"label":"ko","status":"self-declared"},{"label":"dataset:klue/klue","status":"self-declared"},{"label":"dataset:kakaobrain/kor_nli","status":"self-declared"},{"label":"dataset:e9t/nsmc","status":"self-declared"},{"label":"dataset:AmazonScience/massive","status":"self-declared"},{"label":"dataset:PolyAI/banking77","status":"self-declared"},{"label":"dataset:google/boolq","status":"self-declared"},{"label":"dataset:allenai/ai2_arc","status":"self-declared"},{"label":"dataset:nvidia/HelpSteer2","status":"self-declared"},{"label":"dataset:nvidia/HelpSteer3","status":"self-declared"},{"label":"dataset:nyu-mll/multi_nli","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":20,"capabilityMatrix":{"rows":[{"key":"transformers","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":"typed-decisions","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"vllm","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"calibration","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"distillation","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"classification","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"guardrails","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":"ko","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:klue/klue","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:kakaobrain/kor_nli","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:e9t/nsmc","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:AmazonScience/massive","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:PolyAI/banking77","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:google/boolq","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:allenai/ai2_arc","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:nvidia/HelpSteer2","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:nvidia/HelpSteer3","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:nyu-mll/multi_nli","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:transformers|supported|profile capability:gguf|supported|profile capability:typed-decisions|supported|profile capability:vllm|supported|profile capability:calibration|supported|profile capability:distillation|supported|profile capability:classification|supported|profile capability:guardrails|supported|profile capability:en|supported|profile capability:ko|supported|profile capability:dataset:klue/klue|supported|profile capability:dataset:kakaobrain/kor_nli|supported|profile capability:dataset:e9t/nsmc|supported|profile capability:dataset:AmazonScience/massive|supported|profile capability:dataset:PolyAI/banking77|supported|profile capability:dataset:google/boolq|supported|profile capability:dataset:allenai/ai2_arc|supported|profile capability:dataset:nvidia/HelpSteer2|supported|profile capability:dataset:nvidia/HelpSteer3|supported|profile capability:dataset:nyu-mll/multi_nli|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:35.348Z","emptyReason":null},"stars":null,"forks":null,"downloads":519,"likes":0,"task":null,"library":"transformers","packageName":null,"latestVersion":null,"tractionLabel":"519 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:35.348Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:36:35.348Z","lastCrawledAt":"2026-10-11T20:36:35.348Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:36:35.348Z","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-mradermacher-bobcat-1-2-gguf-tlbg34-s/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-mradermacher-bobcat-1-2-gguf-tlbg34-s/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-mradermacher-bobcat-1-2-gguf-tlbg34-s/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-mradermacher-bobcat-1-2-gguf-tlbg34-s/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-mradermacher-bobcat-1-2-gguf-tlbg34-s/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-mradermacher-bobcat-1-2-gguf-tlbg34-s/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-14T01:47:00.925Z"}},"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-mradermacher-bobcat-1-2-gguf-tlbg34-s/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-mradermacher-bobcat-1-2-gguf-tlbg34-s/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-mradermacher-bobcat-1-2-gguf-tlbg34-s/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-mradermacher-bobcat-1-2-gguf-tlbg34-s/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":"2026-10-11T20:36:35.348Z","emptyReason":null},"readme":"# mradermacher/bobcat-1.2-GGUF\nHugging Face model mradermacher/bobcat-1.2-GGUF. Library: transformers. 519 downloads.\n\nTags: transformers, gguf, typed-decisions, vllm, calibration, distillation, classification, guardrails, en, ko, dataset:klue/klue, dataset:kakaobrain/kor_nli\n\nSource: https://huggingface.co/models/mradermacher/bobcat-1.2-GGUF","readmeExcerpt":"mradermacher/bobcat-1.2-GGUF Hugging Face model mradermacher/bobcat-1.2-GGUF. Library: transformers. 519 downloads. Tags: transformers, gguf, typed-decisions, vllm, calibration, distillation, classification, guardrails, en, ko, dataset:klue/klue, dataset:kakaobrain/kor_nli Source: https://huggingface.co/models/mradermacher/bobcat-1.2-GGUF","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model mradermacher/bobcat-1.2-GGUF. Library: transformers. 519 downloads. mradermacher/bobcat-1.2-GGUF Hugging Face model mradermacher/bobcat-1.2-GGUF. Library: transformers. 519 downloads. Tags: transformers, gguf, typed-decisions, vllm, calibration, distillation, classification, guardrails, en, ko, dataset:klue/klue, dataset:kakaobrain/kor_nli Source: https://huggingface.co/models/mradermacher/bobcat-1.2-GGUF","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":362,"uniquenessScore":66,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:36:35.348Z","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":"2026-10-11T20:36:35.348Z","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":"2026-10-14T01:47:00.925Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}