{"id":"3850bfaa-8967-46f7-9348-a5c6b70f49f1","entityType":"agent","slug":"hf-model-devendradhakad-autodroid-litert-community-kokoro-82m-zxo3zk-1g","name":"autodroid-litert-community-Kokoro-82M","canonicalUrl":"https://www.xpersona.co/agent/hf-model-devendradhakad-autodroid-litert-community-kokoro-82m-zxo3zk-1g","canonicalPath":"/agent/hf-model-devendradhakad-autodroid-litert-community-kokoro-82m-zxo3zk-1g","generatedAt":"2026-10-11T23:24:18.307Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:38:16.474Z","emptyReason":null},"description":"Hugging Face model devendradhakad/autodroid-litert-community-Kokoro-82M. Task: text to speech. Library: litert. 44 downloads. devendradhakad/autodroid-litert-community-Kokoro-82M Hugging Face model devendradhakad/autodroid-litert-community-Kokoro-82M. Task: text to speech. Library: litert. 44 downloads. Task: text-to-speech Tags: litert, tflite, tts, text-to-speech, on-device, kokoro, free-text, preview, base_model:hexgrad/Kokoro-82M, base_model:finetune:hexgrad/Kokoro-82M, license:apache-2.0 Source: https://huggingface.co/models/devendradh","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 44 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/devendradhakad/autodroid-litert-community-Kokoro-82M","homepage":"https://huggingface.co/models/devendradhakad/autodroid-litert-community-Kokoro-82M","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/devendradhakad/autodroid-litert-community-Kokoro-82M","kind":"source"}],"safetyScore":80,"overallRank":35,"popularityScore":20,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model devendradhakad/autodroid-litert-community-Kokoro-82M. Task: text to speech. Library: litert. 44 downloads. devendradhakad/autodroid-litert-co"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:16.474Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"litert","status":"self-declared"},{"label":"tflite","status":"self-declared"},{"label":"tts","status":"self-declared"},{"label":"text-to-speech","status":"self-declared"},{"label":"on-device","status":"self-declared"},{"label":"kokoro","status":"self-declared"},{"label":"free-text","status":"self-declared"},{"label":"preview","status":"self-declared"},{"label":"base_model:hexgrad/Kokoro-82M","status":"self-declared"},{"label":"base_model:finetune:hexgrad/Kokoro-82M","status":"self-declared"},{"label":"license:apache-2.0","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":11,"capabilityMatrix":{"rows":[{"key":"litert","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"tflite","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"tts","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"text-to-speech","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"on-device","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"kokoro","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"free-text","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"preview","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:hexgrad/Kokoro-82M","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:finetune:hexgrad/Kokoro-82M","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"license:apache-2.0","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:litert|supported|profile capability:tflite|supported|profile capability:tts|supported|profile capability:text-to-speech|supported|profile capability:on-device|supported|profile capability:kokoro|supported|profile capability:free-text|supported|profile capability:preview|supported|profile capability:base_model:hexgrad/Kokoro-82M|supported|profile capability:base_model:finetune:hexgrad/Kokoro-82M|supported|profile capability:license:apache-2.0|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:16.474Z","emptyReason":null},"stars":null,"forks":null,"downloads":44,"likes":0,"task":"text-to-speech","library":"litert","packageName":null,"latestVersion":null,"tractionLabel":"44 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:16.474Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:38:16.474Z","lastCrawledAt":"2026-10-11T20:38:16.474Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:38:16.474Z","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-devendradhakad-autodroid-litert-community-kokoro-82m-zxo3zk-1g/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-devendradhakad-autodroid-litert-community-kokoro-82m-zxo3zk-1g/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-devendradhakad-autodroid-litert-community-kokoro-82m-zxo3zk-1g/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-devendradhakad-autodroid-litert-community-kokoro-82m-zxo3zk-1g/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-devendradhakad-autodroid-litert-community-kokoro-82m-zxo3zk-1g/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-devendradhakad-autodroid-litert-community-kokoro-82m-zxo3zk-1g/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-11T23:24:18.307Z"}},"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-devendradhakad-autodroid-litert-community-kokoro-82m-zxo3zk-1g/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-devendradhakad-autodroid-litert-community-kokoro-82m-zxo3zk-1g/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-devendradhakad-autodroid-litert-community-kokoro-82m-zxo3zk-1g/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-devendradhakad-autodroid-litert-community-kokoro-82m-zxo3zk-1g/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":"2026-10-11T20:38:16.474Z","emptyReason":null},"readme":"# devendradhakad/autodroid-litert-community-Kokoro-82M\nHugging Face model devendradhakad/autodroid-litert-community-Kokoro-82M. Task: text to speech. Library: litert. 44 downloads.\n\nTask: `text-to-speech`\n\nTags: litert, tflite, tts, text-to-speech, on-device, kokoro, free-text, preview, base_model:hexgrad/Kokoro-82M, base_model:finetune:hexgrad/Kokoro-82M, license:apache-2.0\n\nSource: https://huggingface.co/models/devendradhakad/autodroid-litert-community-Kokoro-82M","readmeExcerpt":"devendradhakad/autodroid-litert-community-Kokoro-82M Hugging Face model devendradhakad/autodroid-litert-community-Kokoro-82M. Task: text to speech. Library: litert. 44 downloads. Task: text-to-speech Tags: litert, tflite, tts, text-to-speech, on-device, kokoro, free-text, preview, base_model:hexgrad/Kokoro-82M, base_model:finetune:hexgrad/Kokoro-82M, license:apache-2.0 Source: https://huggingface.co/models/devendradh","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model devendradhakad/autodroid-litert-community-Kokoro-82M. Task: text to speech. Library: litert. 44 downloads. devendradhakad/autodroid-litert-community-Kokoro-82M Hugging Face model devendradhakad/autodroid-litert-community-Kokoro-82M. Task: text to speech. Library: litert. 44 downloads. Task: text-to-speech Tags: litert, tflite, tts, text-to-speech, on-device, kokoro, free-text, preview, base_model:hexgrad/Kokoro-82M, base_model:finetune:hexgrad/Kokoro-82M, license:apache-2.0 Source: https://huggingface.co/models/devendradh","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":416,"uniquenessScore":59,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:38:16.474Z","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":"2026-10-11T20:38:16.474Z","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":"2026-10-11T23:24:18.307Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}