{"id":"5d47087b-9231-4be4-8e67-9ef4dce7d7a1","entityType":"agent","slug":"crewai-vatsashivam-crewai-research-pipeline","name":"crewai-research-pipeline","canonicalUrl":"https://www.xpersona.co/agent/crewai-vatsashivam-crewai-research-pipeline","canonicalPath":"/agent/crewai-vatsashivam-crewai-research-pipeline","generatedAt":"2026-10-10T07:21:06.196Z","source":"GITHUB_REPOS","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-09T22:15:07.943Z","emptyReason":null},"description":"Multi-agent research pipeline using CrewAI with Researcher, Analyst, Writer and Reviewer agents. CrewAI Research Pipeline Small CrewAI workflow with researcher, analyst, writer, and reviewer agents. Setup Update .env with your API key. Run The script stores CrewAI runtime data in a local .crewai directory, which is ignored by Git. The final reviewed article is written to outputs/final_article.md.","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/VatsaShivam/crewai-research-pipeline","homepage":null,"primaryLinks":[{"label":"View Source","url":"https://github.com/VatsaShivam/crewai-research-pipeline","kind":"source"}],"safetyScore":66,"overallRank":18,"popularityScore":0,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Multi-agent research pipeline using CrewAI with Researcher, Analyst, Writer and Reviewer agents. CrewAI Research Pipeline Small CrewAI workflow with researcher,"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-09T22:15:07.943Z","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":"2026-10-09T22:15:07.943Z","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":"2026-10-09T22:15:07.939Z","emptyReason":null},"lastUpdatedAt":"2026-10-09T22:15:07.943Z","lastCrawledAt":"2026-10-09T22:15:07.939Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-16T22:15:07.939Z","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-vatsashivam-crewai-research-pipeline/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/crewai-vatsashivam-crewai-research-pipeline/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/crewai-vatsashivam-crewai-research-pipeline/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/crewai-vatsashivam-crewai-research-pipeline/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/crewai-vatsashivam-crewai-research-pipeline/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/crewai-vatsashivam-crewai-research-pipeline/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":["OPENCLEW"]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"GITHUB_REPOS","generatedAt":"2026-10-10T07:21:06.196Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/crewai-vatsashivam-crewai-research-pipeline/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/crewai-vatsashivam-crewai-research-pipeline/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/crewai-vatsashivam-crewai-research-pipeline/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/crewai-vatsashivam-crewai-research-pipeline/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":"2026-10-09T22:15:07.943Z","emptyReason":null},"readme":"# CrewAI Research Pipeline\n\nSmall CrewAI workflow with researcher, analyst, writer, and reviewer agents.\n\n## Setup\n\n```powershell\npython -m venv crewai\ncrewai\\Scripts\\pip install -r requirements.txt\nCopy-Item .env.example .env\n```\n\nUpdate `.env` with your API key.\n\n## Run\n\n```powershell\ncrewai\\Scripts\\python.exe main.py\n```\n\nThe script stores CrewAI runtime data in a local `.crewai` directory, which is ignored by Git.\nThe final reviewed article is written to `outputs/final_article.md`.\n","readmeExcerpt":"CrewAI Research Pipeline Small CrewAI workflow with researcher, analyst, writer, and reviewer agents. Setup Update .env with your API key. Run The script stores CrewAI runtime data in a local .crewai directory, which is ignored by Git. The final reviewed article is written to outputs/final_article.md.","codeSnippets":[],"executableExamples":[{"language":"powershell","snippet":"python -m venv crewai\ncrewai\\Scripts\\pip install -r requirements.txt\nCopy-Item .env.example .env"},{"language":"powershell","snippet":"crewai\\Scripts\\python.exe main.py"}],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":["python"],"docsSourceLabel":"GITHUB REPOS","editorialOverview":"Multi-agent research pipeline using CrewAI with Researcher, Analyst, Writer and Reviewer agents. CrewAI Research Pipeline Small CrewAI workflow with researcher, analyst, writer, and reviewer agents. Setup Update .env with your API key. Run The script stores CrewAI runtime data in a local .crewai directory, which is ignored by Git. The final reviewed article is written to outputs/final_article.md.","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":374,"uniquenessScore":62,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-09T22:15:07.943Z","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":"2026-10-09T22:15:07.943Z","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":"2026-10-10T07:21:06.196Z","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"}]}}}