{"id":"5bd38d02-42b4-45ac-bf89-4dacd981d704","entityType":"agent","slug":"gitlab-public-projects-kudoai-ai-personas","name":"ai-personas","canonicalUrl":"https://www.xpersona.co/agent/gitlab-public-projects-kudoai-ai-personas","canonicalPath":"/agent/gitlab-public-projects-kudoai-ai-personas","generatedAt":"2026-10-09T16:55:00.971Z","source":"GITLAB_PUBLIC_PROJECTS","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-09T01:20:57.336Z","emptyReason":null},"description":"💬 Epic prompts to turbo-charge your LLM chatbots. 💬 Epic prompts to turbo-charge your LLM chatbots.. AI LLMs NLP artificial intelligence chatbot chatgpt claude dataset genai genaistack kudoai llm machine learning natural language processing openai prompt prompt-engineering prompt-toolkit prompts template roleplay. KudoAI / ai-personas gitlab agent","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.","installCommand":null,"sourceUrl":"https://gitlab.com/KudoAI/ai-personas","homepage":"https://gitlab.com/KudoAI/ai-personas","primaryLinks":[{"label":"View Source","url":"https://gitlab.com/KudoAI/ai-personas","kind":"source"}],"safetyScore":79,"overallRank":61.5,"popularityScore":13,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"💬 Epic prompts to turbo-charge your LLM chatbots. 💬 Epic prompts to turbo-charge your LLM chatbots.. AI LLMs NLP artificial intelligence chatbot chatgpt claud"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-09T01:20:57.336Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"AI","status":"self-declared"},{"label":"LLMs","status":"self-declared"},{"label":"NLP","status":"self-declared"},{"label":"artificial intelligence","status":"self-declared"},{"label":"chatbot","status":"self-declared"},{"label":"chatgpt","status":"self-declared"},{"label":"claude","status":"self-declared"},{"label":"dataset","status":"self-declared"},{"label":"genai","status":"self-declared"},{"label":"genaistack","status":"self-declared"},{"label":"kudoai","status":"self-declared"},{"label":"llm","status":"self-declared"},{"label":"machine learning","status":"self-declared"},{"label":"natural language processing","status":"self-declared"},{"label":"openai","status":"self-declared"},{"label":"prompt","status":"self-declared"},{"label":"prompt-engineering","status":"self-declared"},{"label":"prompt-toolkit","status":"self-declared"},{"label":"prompts template","status":"self-declared"},{"label":"roleplay","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":20,"capabilityMatrix":{"rows":[{"key":"AI","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"LLMs","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":"artificial intelligence","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"chatbot","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"chatgpt","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"claude","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"genai","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"genaistack","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"kudoai","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"llm","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"machine learning","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"natural language processing","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"openai","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"prompt","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"prompt-engineering","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"prompt-toolkit","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"prompts template","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"roleplay","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:AI|supported|profile capability:LLMs|supported|profile capability:NLP|supported|profile capability:artificial intelligence|supported|profile capability:chatbot|supported|profile capability:chatgpt|supported|profile capability:claude|supported|profile capability:dataset|supported|profile capability:genai|supported|profile capability:genaistack|supported|profile capability:kudoai|supported|profile capability:llm|supported|profile capability:machine learning|supported|profile capability:natural language processing|supported|profile capability:openai|supported|profile capability:prompt|supported|profile capability:prompt-engineering|supported|profile capability:prompt-toolkit|supported|profile capability:prompts template|supported|profile capability:roleplay|supported|profile"}},"adoption":{"evidence":{"source":"no-adoption-signals","verified":false,"confidence":"low","updatedAt":"2026-10-09T01:20:57.336Z","emptyReason":"No source adoption metrics were available."},"stars":null,"forks":null,"downloads":null,"packageName":null,"latestVersion":null,"tractionLabel":null},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-09T01:20:57.336Z","emptyReason":null},"lastUpdatedAt":"2026-10-09T01:20:57.336Z","lastCrawledAt":"2026-10-09T01:20:57.336Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-12T01:20:57.336Z","lastVerifiedAt":null,"highlights":[]},"execution":{"evidence":{"source":"GitLab","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/gitlab-public-projects-kudoai-ai-personas/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-kudoai-ai-personas/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-kudoai-ai-personas/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-kudoai-ai-personas/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-kudoai-ai-personas/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-kudoai-ai-personas/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"GITLAB_PUBLIC_PROJECTS","generatedAt":"2026-10-09T16:55:00.971Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-kudoai-ai-personas/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-kudoai-ai-personas/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-kudoai-ai-personas/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-kudoai-ai-personas/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":"GitLab","verified":false,"confidence":"high","updatedAt":"2026-10-09T01:20:57.336Z","emptyReason":null},"readme":"💬 Epic prompts to turbo-charge your LLM chatbots.. AI LLMs NLP artificial intelligence chatbot chatgpt claude dataset genai genaistack kudoai llm machine learning natural language processing openai prompt prompt-engineering prompt-toolkit prompts template roleplay. KudoAI / ai-personas gitlab agent","readmeExcerpt":"💬 Epic prompts to turbo-charge your LLM chatbots.. AI LLMs NLP artificial intelligence chatbot chatgpt claude dataset genai genaistack kudoai llm machine learning natural language processing openai prompt prompt-engineering prompt-toolkit prompts template roleplay. KudoAI / ai-personas gitlab agent","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"GitLab","editorialOverview":"💬 Epic prompts to turbo-charge your LLM chatbots. 💬 Epic prompts to turbo-charge your LLM chatbots.. AI LLMs NLP artificial intelligence chatbot chatgpt claude dataset genai genaistack kudoai llm machine learning natural language processing openai prompt prompt-engineering prompt-toolkit prompts template roleplay. KudoAI / ai-personas gitlab agent","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":358,"uniquenessScore":67,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-09T01:20:57.336Z","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":"2026-10-09T01:20:57.336Z","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":"2026-10-09T16:55:00.971Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/gitlab_public_projects","protocols":[]}}}