{"id":"e4f9cee1-2804-4ae4-9456-d80a1a2f56dd","entityType":"agent","slug":"hf-model-minishlab-potion-base-2m","name":"potion-base-2M","canonicalUrl":"https://www.xpersona.co/agent/hf-model-minishlab-potion-base-2m","canonicalPath":"/agent/hf-model-minishlab-potion-base-2m","generatedAt":"2026-10-12T15:57:25.287Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:35:56.237Z","emptyReason":null},"description":"Hugging Face model minishlab/potion-base-2M. Library: model2vec. 19,671 downloads. 19 likes. minishlab/potion-base-2M Hugging Face model minishlab/potion-base-2M. Library: model2vec. 19,671 downloads. 19 likes. Tags: model2vec, onnx, safetensors, embeddings, static-embeddings, mteb, sentence-transformers, dataset:minishlab/tokenlearn-c4-en-bge-base-v1.5, license:mit Source: https://huggingface.co/models/minishlab/potion-base-2M","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 19.7K downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/minishlab/potion-base-2M","homepage":"https://huggingface.co/models/minishlab/potion-base-2M","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/minishlab/potion-base-2M","kind":"source"}],"safetyScore":80,"overallRank":51,"popularityScore":52,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model minishlab/potion-base-2M. Library: model2vec. 19,671 downloads. 19 likes. minishlab/potion-base-2M Hugging Face model minishlab/potion-base-2"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:35:56.237Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"model2vec","status":"self-declared"},{"label":"onnx","status":"self-declared"},{"label":"safetensors","status":"self-declared"},{"label":"embeddings","status":"self-declared"},{"label":"static-embeddings","status":"self-declared"},{"label":"mteb","status":"self-declared"},{"label":"sentence-transformers","status":"self-declared"},{"label":"dataset:minishlab/tokenlearn-c4-en-bge-base-v1.5","status":"self-declared"},{"label":"license:mit","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":9,"capabilityMatrix":{"rows":[{"key":"model2vec","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"onnx","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":"embeddings","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"static-embeddings","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"mteb","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"sentence-transformers","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:minishlab/tokenlearn-c4-en-bge-base-v1.5","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:model2vec|supported|profile capability:onnx|supported|profile capability:safetensors|supported|profile capability:embeddings|supported|profile capability:static-embeddings|supported|profile capability:mteb|supported|profile capability:sentence-transformers|supported|profile capability:dataset:minishlab/tokenlearn-c4-en-bge-base-v1.5|supported|profile capability:license:mit|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:35:56.237Z","emptyReason":null},"stars":null,"forks":null,"downloads":19671,"likes":19,"task":null,"library":"model2vec","packageName":null,"latestVersion":null,"tractionLabel":"19.7K downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:35:56.237Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:35:56.237Z","lastCrawledAt":"2026-10-11T20:35:56.237Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:31:14.481Z","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-minishlab-potion-base-2m/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-minishlab-potion-base-2m/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-minishlab-potion-base-2m/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-minishlab-potion-base-2m/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-minishlab-potion-base-2m/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-minishlab-potion-base-2m/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-12T15:57:25.287Z"}},"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-minishlab-potion-base-2m/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-minishlab-potion-base-2m/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-minishlab-potion-base-2m/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-minishlab-potion-base-2m/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":"2026-10-11T20:35:56.237Z","emptyReason":null},"readme":"# minishlab/potion-base-2M\nHugging Face model minishlab/potion-base-2M. Library: model2vec. 19,671 downloads. 19 likes.\n\nTags: model2vec, onnx, safetensors, embeddings, static-embeddings, mteb, sentence-transformers, dataset:minishlab/tokenlearn-c4-en-bge-base-v1.5, license:mit\n\nSource: https://huggingface.co/models/minishlab/potion-base-2M","readmeExcerpt":"minishlab/potion-base-2M Hugging Face model minishlab/potion-base-2M. Library: model2vec. 19,671 downloads. 19 likes. Tags: model2vec, onnx, safetensors, embeddings, static-embeddings, mteb, sentence-transformers, dataset:minishlab/tokenlearn-c4-en-bge-base-v1.5, license:mit Source: https://huggingface.co/models/minishlab/potion-base-2M","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model minishlab/potion-base-2M. Library: model2vec. 19,671 downloads. 19 likes. minishlab/potion-base-2M Hugging Face model minishlab/potion-base-2M. Library: model2vec. 19,671 downloads. 19 likes. Tags: model2vec, onnx, safetensors, embeddings, static-embeddings, mteb, sentence-transformers, dataset:minishlab/tokenlearn-c4-en-bge-base-v1.5, license:mit Source: https://huggingface.co/models/minishlab/potion-base-2M","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":381,"uniquenessScore":64,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:35:56.237Z","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":"2026-10-11T20:35:56.237Z","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":"2026-10-12T15:57:25.287Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}