{"id":"460ac923-d9ae-4102-b967-159e02104344","entityType":"agent","slug":"hf-model-ai4bharat-indicner","name":"IndicNER","canonicalUrl":"https://www.xpersona.co/agent/hf-model-ai4bharat-indicner","canonicalPath":"/agent/hf-model-ai4bharat-indicner","generatedAt":"2026-10-12T19:56:49.804Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:35:58.881Z","emptyReason":null},"description":"Hugging Face model ai4bharat/IndicNER. Task: token classification. Library: transformers. 9,280 downloads. 37 likes. ai4bharat/IndicNER Hugging Face model ai4bharat/IndicNER. Task: token classification. Library: transformers. 9,280 downloads. 37 likes. Task: token-classification Tags: transformers, pytorch, bert, token-classification, ner, Pytorch, transformer, multilingual, nlp, indicnlp, as, bn Source: https://huggingface.co/models/ai4bharat/IndicNER","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 9.3K downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/ai4bharat/IndicNER","homepage":"https://huggingface.co/models/ai4bharat/IndicNER","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/ai4bharat/IndicNER","kind":"source"}],"safetyScore":80,"overallRank":49,"popularityScore":48,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model ai4bharat/IndicNER. Task: token classification. Library: transformers. 9,280 downloads. 37 likes. ai4bharat/IndicNER Hugging Face model ai4bh"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:35:58.881Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"transformers","status":"self-declared"},{"label":"pytorch","status":"self-declared"},{"label":"bert","status":"self-declared"},{"label":"token-classification","status":"self-declared"},{"label":"ner","status":"self-declared"},{"label":"Pytorch","status":"self-declared"},{"label":"transformer","status":"self-declared"},{"label":"multilingual","status":"self-declared"},{"label":"nlp","status":"self-declared"},{"label":"indicnlp","status":"self-declared"},{"label":"as","status":"self-declared"},{"label":"bn","status":"self-declared"},{"label":"gu","status":"self-declared"},{"label":"hi","status":"self-declared"},{"label":"kn","status":"self-declared"},{"label":"ml","status":"self-declared"},{"label":"mr","status":"self-declared"},{"label":"or","status":"self-declared"},{"label":"pa","status":"self-declared"},{"label":"ta","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":20,"capabilityMatrix":{"rows":[{"key":"transformers","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"pytorch","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"bert","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"token-classification","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"ner","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"Pytorch","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"transformer","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":"nlp","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"indicnlp","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"as","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"bn","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"gu","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"hi","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"kn","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"ml","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"mr","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"or","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"pa","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"ta","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:transformers|supported|profile capability:pytorch|supported|profile capability:bert|supported|profile capability:token-classification|supported|profile capability:ner|supported|profile capability:Pytorch|supported|profile capability:transformer|supported|profile capability:multilingual|supported|profile capability:nlp|supported|profile capability:indicnlp|supported|profile capability:as|supported|profile capability:bn|supported|profile capability:gu|supported|profile capability:hi|supported|profile capability:kn|supported|profile capability:ml|supported|profile capability:mr|supported|profile capability:or|supported|profile capability:pa|supported|profile capability:ta|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:35:58.881Z","emptyReason":null},"stars":null,"forks":null,"downloads":9280,"likes":37,"task":"token-classification","library":"transformers","packageName":null,"latestVersion":null,"tractionLabel":"9.3K downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:35:58.881Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:35:58.881Z","lastCrawledAt":"2026-10-11T20:35:58.881Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:31:17.073Z","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-ai4bharat-indicner/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-ai4bharat-indicner/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-ai4bharat-indicner/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-ai4bharat-indicner/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-ai4bharat-indicner/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-ai4bharat-indicner/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-12T19:56:49.804Z"}},"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-ai4bharat-indicner/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-ai4bharat-indicner/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-ai4bharat-indicner/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-ai4bharat-indicner/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":"2026-10-11T20:35:58.881Z","emptyReason":null},"readme":"# ai4bharat/IndicNER\nHugging Face model ai4bharat/IndicNER. Task: token classification. Library: transformers. 9,280 downloads. 37 likes.\n\nTask: `token-classification`\n\nTags: transformers, pytorch, bert, token-classification, ner, Pytorch, transformer, multilingual, nlp, indicnlp, as, bn\n\nSource: https://huggingface.co/models/ai4bharat/IndicNER","readmeExcerpt":"ai4bharat/IndicNER Hugging Face model ai4bharat/IndicNER. Task: token classification. Library: transformers. 9,280 downloads. 37 likes. Task: token-classification Tags: transformers, pytorch, bert, token-classification, ner, Pytorch, transformer, multilingual, nlp, indicnlp, as, bn Source: https://huggingface.co/models/ai4bharat/IndicNER","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model ai4bharat/IndicNER. Task: token classification. Library: transformers. 9,280 downloads. 37 likes. ai4bharat/IndicNER Hugging Face model ai4bharat/IndicNER. Task: token classification. Library: transformers. 9,280 downloads. 37 likes. Task: token-classification Tags: transformers, pytorch, bert, token-classification, ner, Pytorch, transformer, multilingual, nlp, indicnlp, as, bn Source: https://huggingface.co/models/ai4bharat/IndicNER","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":354,"uniquenessScore":67,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:35:58.881Z","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":"2026-10-11T20:35:58.881Z","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":"2026-10-12T19:56:49.804Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}