{"id":"5177b7c8-a8a7-4701-963d-e9432e048f7a","entityType":"agent","slug":"hf-model-cmsmanhattan-jirackprecisiontokenizer","name":"JiRackPrecisionTokenizer","canonicalUrl":"https://www.xpersona.co/agent/hf-model-cmsmanhattan-jirackprecisiontokenizer","canonicalPath":"/agent/hf-model-cmsmanhattan-jirackprecisiontokenizer","generatedAt":"2026-10-12T16:52:38.351Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:35:54.255Z","emptyReason":null},"description":"Hugging Face model CMSManhattan/JiRackPrecisionTokenizer. Task: robotics. 66,971 downloads. CMSManhattan/JiRackPrecisionTokenizer Hugging Face model CMSManhattan/JiRackPrecisionTokenizer. Task: robotics. 66,971 downloads. Task: robotics Tags: qwen2, tokenizer, bpe, byte-level-bpe, chatml, routing, moe, robotics, qwen, qwen2.5, jirack, jirack_precision Source: https://huggingface.co/models/CMSManhattan/JiRackPrecisionTokenizer","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 67K downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/CMSManhattan/JiRackPrecisionTokenizer","homepage":"https://huggingface.co/models/CMSManhattan/JiRackPrecisionTokenizer","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/CMSManhattan/JiRackPrecisionTokenizer","kind":"source"}],"safetyScore":80,"overallRank":54,"popularityScore":58,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model CMSManhattan/JiRackPrecisionTokenizer. Task: robotics. 66,971 downloads. CMSManhattan/JiRackPrecisionTokenizer Hugging Face model CMSManhatta"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:35:54.255Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"qwen2","status":"self-declared"},{"label":"tokenizer","status":"self-declared"},{"label":"bpe","status":"self-declared"},{"label":"byte-level-bpe","status":"self-declared"},{"label":"chatml","status":"self-declared"},{"label":"routing","status":"self-declared"},{"label":"moe","status":"self-declared"},{"label":"robotics","status":"self-declared"},{"label":"qwen","status":"self-declared"},{"label":"qwen2.5","status":"self-declared"},{"label":"jirack","status":"self-declared"},{"label":"jirack_precision","status":"self-declared"},{"label":"deepseek","status":"self-declared"},{"label":"deepseek-r1","status":"self-declared"},{"label":"multilingual","status":"self-declared"},{"label":"license:mit","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":16,"capabilityMatrix":{"rows":[{"key":"qwen2","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"tokenizer","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"bpe","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"byte-level-bpe","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"chatml","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"routing","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"moe","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"robotics","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"qwen","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"qwen2.5","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"jirack","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"jirack_precision","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"deepseek","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"deepseek-r1","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":"license:mit","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:qwen2|supported|profile capability:tokenizer|supported|profile capability:bpe|supported|profile capability:byte-level-bpe|supported|profile capability:chatml|supported|profile capability:routing|supported|profile capability:moe|supported|profile capability:robotics|supported|profile capability:qwen|supported|profile capability:qwen2.5|supported|profile capability:jirack|supported|profile capability:jirack_precision|supported|profile capability:deepseek|supported|profile capability:deepseek-r1|supported|profile capability:multilingual|supported|profile capability:license:mit|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:35:54.255Z","emptyReason":null},"stars":null,"forks":null,"downloads":66971,"likes":0,"task":"robotics","library":null,"packageName":null,"latestVersion":null,"tractionLabel":"67K downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:35:54.255Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:35:54.255Z","lastCrawledAt":"2026-10-11T20:35:54.255Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:31:12.012Z","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-cmsmanhattan-jirackprecisiontokenizer/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-cmsmanhattan-jirackprecisiontokenizer/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-cmsmanhattan-jirackprecisiontokenizer/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-cmsmanhattan-jirackprecisiontokenizer/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-cmsmanhattan-jirackprecisiontokenizer/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-cmsmanhattan-jirackprecisiontokenizer/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-12T16:52:38.351Z"}},"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-cmsmanhattan-jirackprecisiontokenizer/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-cmsmanhattan-jirackprecisiontokenizer/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-cmsmanhattan-jirackprecisiontokenizer/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-cmsmanhattan-jirackprecisiontokenizer/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":"2026-10-11T20:35:54.255Z","emptyReason":null},"readme":"# CMSManhattan/JiRackPrecisionTokenizer\nHugging Face model CMSManhattan/JiRackPrecisionTokenizer. Task: robotics. 66,971 downloads.\n\nTask: `robotics`\n\nTags: qwen2, tokenizer, bpe, byte-level-bpe, chatml, routing, moe, robotics, qwen, qwen2.5, jirack, jirack_precision\n\nSource: https://huggingface.co/models/CMSManhattan/JiRackPrecisionTokenizer","readmeExcerpt":"CMSManhattan/JiRackPrecisionTokenizer Hugging Face model CMSManhattan/JiRackPrecisionTokenizer. Task: robotics. 66,971 downloads. Task: robotics Tags: qwen2, tokenizer, bpe, byte-level-bpe, chatml, routing, moe, robotics, qwen, qwen2.5, jirack, jirack_precision Source: https://huggingface.co/models/CMSManhattan/JiRackPrecisionTokenizer","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model CMSManhattan/JiRackPrecisionTokenizer. Task: robotics. 66,971 downloads. CMSManhattan/JiRackPrecisionTokenizer Hugging Face model CMSManhattan/JiRackPrecisionTokenizer. Task: robotics. 66,971 downloads. Task: robotics Tags: qwen2, tokenizer, bpe, byte-level-bpe, chatml, routing, moe, robotics, qwen, qwen2.5, jirack, jirack_precision Source: https://huggingface.co/models/CMSManhattan/JiRackPrecisionTokenizer","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":347,"uniquenessScore":67,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:35:54.255Z","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":"2026-10-11T20:35:54.255Z","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":"2026-10-12T16:52:38.351Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}