{"id":"45cb1dcf-588a-45a9-88e4-caafcd6a477a","entityType":"agent","slug":"crewai-waleed-agentic-ai-interview-prep-agent-crew","name":"ai-interview-prep-agent-crew","canonicalUrl":"https://www.xpersona.co/agent/crewai-waleed-agentic-ai-interview-prep-agent-crew","canonicalPath":"/agent/crewai-waleed-agentic-ai-interview-prep-agent-crew","generatedAt":"2026-10-10T04:38:25.394Z","source":"GITHUB_REPOS","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-09T15:56:32.112Z","emptyReason":null},"description":"Multi-agent AI system built with CrewAI that analyzes resumes & job descriptions, identifies skill gaps, generates tailored interview questions, and conducts mock interviews — powered by Groq LLM and deployed via Streamlit. AI Interview Prep Agent Crew A 5-agent AI system that helps candidates prepare for job interviews by analyzing their resume against a target job description, identifying skill gaps, and running a full mock interview session. Overview This project uses **CrewAI** to orchestrate 5 specialized agents that work sequentially to turn a resume + job description into a personalized interview prep session: 1. **Resume Analyze","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.","installCommand":null,"sourceUrl":"https://github.com/waleed-agentic/ai-interview-prep-agent-crew","homepage":null,"primaryLinks":[{"label":"View Source","url":"https://github.com/waleed-agentic/ai-interview-prep-agent-crew","kind":"source"}],"safetyScore":66,"overallRank":20.6,"popularityScore":0,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Multi-agent AI system built with CrewAI that analyzes resumes & job descriptions, identifies skill gaps, generates tailored interview questions, and conducts mo"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-09T15:56:32.112Z","emptyReason":null},"protocols":[{"protocol":"OPENCLEW","label":"OpenClaw","status":"self-declared","notes":"Declared in the public agent profile."}],"capabilities":[{"label":"crewai","status":"self-declared"},{"label":"multi-agent","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":3,"capabilityMatrix":{"rows":[{"key":"OPENCLEW","type":"protocol","support":"unknown","confidenceSource":"profile","notes":"Listed on profile"},{"key":"crewai","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"multi-agent","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"protocol:OPENCLEW|unknown|profile capability:crewai|supported|profile capability:multi-agent|supported|profile"}},"adoption":{"evidence":{"source":"no-adoption-signals","verified":false,"confidence":"low","updatedAt":"2026-10-09T15:56:32.112Z","emptyReason":"No source adoption metrics were available."},"stars":0,"forks":0,"downloads":null,"packageName":null,"latestVersion":null,"tractionLabel":null},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-09T15:56:32.084Z","emptyReason":null},"lastUpdatedAt":"2026-10-09T15:56:32.112Z","lastCrawledAt":"2026-10-09T15:56:32.084Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-16T15:56:32.084Z","lastVerifiedAt":null,"highlights":[]},"execution":{"evidence":{"source":"GITHUB REPOS","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/crewai-waleed-agentic-ai-interview-prep-agent-crew/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/crewai-waleed-agentic-ai-interview-prep-agent-crew/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/crewai-waleed-agentic-ai-interview-prep-agent-crew/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/crewai-waleed-agentic-ai-interview-prep-agent-crew/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/crewai-waleed-agentic-ai-interview-prep-agent-crew/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/crewai-waleed-agentic-ai-interview-prep-agent-crew/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":["OPENCLEW"]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"GITHUB_REPOS","generatedAt":"2026-10-10T04:38:25.394Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/crewai-waleed-agentic-ai-interview-prep-agent-crew/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/crewai-waleed-agentic-ai-interview-prep-agent-crew/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/crewai-waleed-agentic-ai-interview-prep-agent-crew/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/crewai-waleed-agentic-ai-interview-prep-agent-crew/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":"GITHUB REPOS","verified":false,"confidence":"high","updatedAt":"2026-10-09T15:56:32.112Z","emptyReason":null},"readme":"#  AI Interview Prep Agent Crew\n\nA 5-agent AI system that helps candidates prepare for job interviews by analyzing their resume against a target job description, identifying skill gaps, and running a full mock interview session.\n\n##  Overview\n\nThis project uses **CrewAI** to orchestrate 5 specialized agents that work sequentially to turn a resume + job description into a personalized interview prep session:\n\n1. **Resume Analyzer Agent** – Extracts skills, experience, projects, and education from the resume\n2. **JD Analyzer Agent** – Extracts required skills, responsibilities, and qualifications from the job description\n3. **Gap Analyzer Agent** – Compares resume vs JD to identify skill/experience gaps\n4. **Question Generator Agent** – Generates tailored interview questions based on the gap analysis\n5. **Mock Interviewer Agent** – Conducts a simulated mock interview using the generated questions\n\n##  Tech Stack\n\n- **CrewAI** – multi-agent orchestration (sequential process)\n- **Groq (Llama 3.3 70B)** – LLM backend via LiteLLM\n- **Streamlit** – interactive web UI\n- **pyngrok** – public tunnel for Colab deployment\n- **pypdf** – PDF resume upload & text extraction\n- **Google Colab Secrets** – secure API key management\n\n##  Features\n\n-  PDF resume upload support\n-  Secure API key handling via Colab Secrets (no hardcoded keys)\n-  5 specialized agents working in a sequential pipeline\n-  Automated skill-gap analysis between resume and job description\n-  Tailored interview question generation\n-  Interactive mock interview simulation\n-  Deployed as a live web app using Streamlit + ngrok\n\n##  Installation\n\n```bash\npip install crewai crewai-tools litellm pypdf nest_asyncio streamlit pyngrok requests\n```\n\n##  Setup\n\n1. Add your `GROQ_API_KEY` to Google Colab Secrets\n2. Run all notebook cells sequentially\n3. Streamlit app launches automatically via ngrok tunnel\n\n##  How It Works\nResume + Job Description\n↓\nResume Analyzer → JD Analyzer → Gap Analyzer → Question Generator → Mock Interviewer\n↓\nPersonalized Interview Prep Report + Mock Interview Session\n## Author\n\n**Waleed ahmad** — Data Science  student, building agentic AI systems as part of a hands-on learning journey.\n","readmeExcerpt":"AI Interview Prep Agent Crew A 5-agent AI system that helps candidates prepare for job interviews by analyzing their resume against a target job description, identifying skill gaps, and running a full mock interview session. Overview This project uses **CrewAI** to orchestrate 5 specialized agents that work sequentially to turn a resume + job description into a personalized interview prep session: 1. **Resume Analyze","codeSnippets":[],"executableExamples":[{"language":"bash","snippet":"pip install crewai crewai-tools litellm pypdf nest_asyncio streamlit pyngrok requests"}],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":["python"],"docsSourceLabel":"GITHUB REPOS","editorialOverview":"Multi-agent AI system built with CrewAI that analyzes resumes & job descriptions, identifies skill gaps, generates tailored interview questions, and conducts mock interviews — powered by Groq LLM and deployed via Streamlit. AI Interview Prep Agent Crew A 5-agent AI system that helps candidates prepare for job interviews by analyzing their resume against a target job description, identifying skill gaps, and running a full mock interview session. Overview This project uses **CrewAI** to orchestrate 5 specialized agents that work sequentially to turn a resume + job description into a personalized interview prep session: 1. **Resume Analyze","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":423,"uniquenessScore":62,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-09T15:56:32.112Z","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":"2026-10-09T15:56:32.112Z","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":"protocol-neighbors","verified":false,"confidence":"medium","updatedAt":"2026-10-10T04:38:25.394Z","emptyReason":null},"items":[{"id":"8ebccd8e-3863-4187-8355-c3f14e1f9edf","entityType":"agent","canonicalPath":"/agent/iofficeai-aionui","slug":"iofficeai-aionui","name":"AionUi","description":"Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!","url":"https://github.com/iOfficeAI/AionUi","homepage":"https://www.aionui.com","source":"GITHUB_REPOS","protocols":["MCP","OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-10-09T19:11:12.944Z","createdAt":"2026-02-25T03:38:16.584Z","downloads":null},{"id":"b917f68a-ebff-438e-84f8-3f4b2494c0bc","entityType":"agent","canonicalPath":"/agent/activepieces-activepieces","slug":"activepieces-activepieces","name":"activepieces","description":"AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents","url":"https://github.com/activepieces/activepieces","homepage":"https://www.activepieces.com","source":"GITHUB_REPOS","protocols":["OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-04-15T02:22:12.426Z","createdAt":"2026-02-25T03:38:12.412Z","downloads":null},{"id":"5cb26759-3a39-483f-94cf-276a98c13bb8","entityType":"agent","canonicalPath":"/agent/cherryhq-cherry-studio","slug":"cherryhq-cherry-studio","name":"cherry-studio","description":"AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs","url":"https://github.com/CherryHQ/cherry-studio","homepage":"https://cherry-ai.com","source":"GITHUB_REPOS","protocols":["MCP","OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-04-11T14:38:40.986Z","createdAt":"2026-02-25T03:38:19.379Z","downloads":null},{"id":"6f6582d0-5d76-4f0f-b81d-86520247950b","entityType":"agent","canonicalPath":"/agent/copilotkit-copilotkit","slug":"copilotkit-copilotkit","name":"CopilotKit","description":"The Frontend for Agents & Generative UI. React + Angular","url":"https://github.com/CopilotKit/CopilotKit","homepage":"https://docs.copilotkit.ai","source":"GITHUB_REPOS","protocols":["OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-03-25T09:50:57.846Z","createdAt":"2026-02-25T03:39:14.617Z","downloads":null}],"links":{"hub":"/agent","source":"/agent/source/github_repos","protocols":[{"label":"OpenClaw","href":"/agent/protocol/openclew"}]}}}