{"id":"a99df42e-415b-47c6-a0a9-336ebc2a782a","entityType":"agent","slug":"hf-model-shinzmann-naija-reviewer-8b-v2-79lhm9-u","name":"naija-reviewer-8b-v2","canonicalUrl":"https://www.xpersona.co/agent/hf-model-shinzmann-naija-reviewer-8b-v2-79lhm9-u","canonicalPath":"/agent/hf-model-shinzmann-naija-reviewer-8b-v2-79lhm9-u","generatedAt":"2026-10-14T21:44:47.875Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:39:03.928Z","emptyReason":null},"description":"Hugging Face model Shinzmann/naija-reviewer-8b-v2. Task: text generation. Library: transformers. 26 downloads. 1 likes. Shinzmann/naija-reviewer-8b-v2 Hugging Face model Shinzmann/naija-reviewer-8b-v2. Task: text generation. Library: transformers. 26 downloads. 1 likes. Task: text-generation Tags: transformers, safetensors, llama, text-generation, llama-3.1, lora, qlora, gguf, llama-cpp, ollama, nigerian, nigerian-pidgin Source: https://huggingface.co/models/Shinzmann/naija-reviewer-8b-v2","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 26 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/Shinzmann/naija-reviewer-8b-v2","homepage":"https://huggingface.co/models/Shinzmann/naija-reviewer-8b-v2","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/Shinzmann/naija-reviewer-8b-v2","kind":"source"}],"safetyScore":80,"overallRank":33.5,"popularityScore":17,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model Shinzmann/naija-reviewer-8b-v2. Task: text generation. Library: transformers. 26 downloads. 1 likes. Shinzmann/naija-reviewer-8b-v2 Hugging F"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:39:03.928Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"transformers","status":"self-declared"},{"label":"safetensors","status":"self-declared"},{"label":"llama","status":"self-declared"},{"label":"text-generation","status":"self-declared"},{"label":"llama-3.1","status":"self-declared"},{"label":"lora","status":"self-declared"},{"label":"qlora","status":"self-declared"},{"label":"gguf","status":"self-declared"},{"label":"llama-cpp","status":"self-declared"},{"label":"ollama","status":"self-declared"},{"label":"nigerian","status":"self-declared"},{"label":"nigerian-pidgin","status":"self-declared"},{"label":"reviews","status":"self-declared"},{"label":"recommendation","status":"self-declared"},{"label":"agent","status":"self-declared"},{"label":"conversational","status":"self-declared"},{"label":"en","status":"self-declared"},{"label":"pcm","status":"self-declared"},{"label":"yo","status":"self-declared"},{"label":"ha","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":20,"capabilityMatrix":{"rows":[{"key":"transformers","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":"llama","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"text-generation","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"llama-3.1","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"lora","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"qlora","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":"llama-cpp","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"ollama","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"nigerian","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"nigerian-pidgin","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"reviews","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"recommendation","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"agent","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"conversational","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":"pcm","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"yo","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"ha","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:transformers|supported|profile capability:safetensors|supported|profile capability:llama|supported|profile capability:text-generation|supported|profile capability:llama-3.1|supported|profile capability:lora|supported|profile capability:qlora|supported|profile capability:gguf|supported|profile capability:llama-cpp|supported|profile capability:ollama|supported|profile capability:nigerian|supported|profile capability:nigerian-pidgin|supported|profile capability:reviews|supported|profile capability:recommendation|supported|profile capability:agent|supported|profile capability:conversational|supported|profile capability:en|supported|profile capability:pcm|supported|profile capability:yo|supported|profile capability:ha|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:39:03.928Z","emptyReason":null},"stars":null,"forks":null,"downloads":26,"likes":1,"task":"text-generation","library":"transformers","packageName":null,"latestVersion":null,"tractionLabel":"26 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:39:03.928Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:39:03.928Z","lastCrawledAt":"2026-10-11T20:39:03.928Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:39:03.928Z","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-shinzmann-naija-reviewer-8b-v2-79lhm9-u/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-shinzmann-naija-reviewer-8b-v2-79lhm9-u/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-shinzmann-naija-reviewer-8b-v2-79lhm9-u/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-shinzmann-naija-reviewer-8b-v2-79lhm9-u/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-shinzmann-naija-reviewer-8b-v2-79lhm9-u/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-shinzmann-naija-reviewer-8b-v2-79lhm9-u/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-14T21:44:47.875Z"}},"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-shinzmann-naija-reviewer-8b-v2-79lhm9-u/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-shinzmann-naija-reviewer-8b-v2-79lhm9-u/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-shinzmann-naija-reviewer-8b-v2-79lhm9-u/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-shinzmann-naija-reviewer-8b-v2-79lhm9-u/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":"2026-10-11T20:39:03.928Z","emptyReason":null},"readme":"# Shinzmann/naija-reviewer-8b-v2\nHugging Face model Shinzmann/naija-reviewer-8b-v2. Task: text generation. Library: transformers. 26 downloads. 1 likes.\n\nTask: `text-generation`\n\nTags: transformers, safetensors, llama, text-generation, llama-3.1, lora, qlora, gguf, llama-cpp, ollama, nigerian, nigerian-pidgin\n\nSource: https://huggingface.co/models/Shinzmann/naija-reviewer-8b-v2","readmeExcerpt":"Shinzmann/naija-reviewer-8b-v2 Hugging Face model Shinzmann/naija-reviewer-8b-v2. Task: text generation. Library: transformers. 26 downloads. 1 likes. Task: text-generation Tags: transformers, safetensors, llama, text-generation, llama-3.1, lora, qlora, gguf, llama-cpp, ollama, nigerian, nigerian-pidgin Source: https://huggingface.co/models/Shinzmann/naija-reviewer-8b-v2","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model Shinzmann/naija-reviewer-8b-v2. Task: text generation. Library: transformers. 26 downloads. 1 likes. Shinzmann/naija-reviewer-8b-v2 Hugging Face model Shinzmann/naija-reviewer-8b-v2. Task: text generation. Library: transformers. 26 downloads. 1 likes. Task: text-generation Tags: transformers, safetensors, llama, text-generation, llama-3.1, lora, qlora, gguf, llama-cpp, ollama, nigerian, nigerian-pidgin Source: https://huggingface.co/models/Shinzmann/naija-reviewer-8b-v2","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":396,"uniquenessScore":61,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:39:03.928Z","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":"2026-10-11T20:39:03.928Z","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":"2026-10-14T21:44:47.875Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}