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    "excerpt": "process = Process.sequential # or Process.hierarchical",
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    "excerpt": "CrewAI integrates with multiple LLM providers through providers native sdks, giving you the flexibility to choose the right model for your specific use case",
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    "url": "https://docs.crewai.com/en/concepts/cli.md",
    "excerpt": "The CrewAI CLI provides a set of commands to interact with CrewAI, allowing you to create, train, run, and manage crews & flows",
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    "excerpt": "We added the CLI command crewai test to make it easy to test your crew. This command will run your crew for a specified number of iterations and provide detailed performance metrics",
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    "url": "https://docs.crewai.com/en/observability/overview.md",
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    "excerpt": "CrewAI AMP includes a Visual Agent Builder that simplifies agent creation and configuration without writing code. Design your agents visually and test them in real-time.",
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    "url": "https://docs.crewai.com/en/installation",
    "excerpt": "Run the following command to install crewai CLI: uv tool install crewai",
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    "url": "https://docs.crewai.com/en/installation",
    "excerpt": "Run the following command to install `crewai` CLI:",
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    "id": "crewai-docs-17",
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    "url": "https://docs.crewai.com/en/concepts/agents.md",
    "excerpt": "In the CrewAI framework, an `Agent` is an autonomous unit that can: * Perform specific tasks * Make decisions based on its role and goal * Use tools to accomplish objectives",
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    "excerpt": "A crew in crewAI represents a collaborative group of agents working together to achieve a set of tasks.",
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    "excerpt": "Flows allow developers to combine and coordinate coding tasks and Crews efficiently, providing a robust framework for building sophisticated AI automations.",
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    "url": "https://docs.crewai.com/en/concepts/memory.md",
    "excerpt": "Memory uses an LLM to analyze content when saving (inferring scope, categories, and importance) and supports adaptive-depth recall with composite scoring",
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    "url": "https://docs.crewai.com/en/concepts/tools.md",
    "excerpt": "CrewAI tools empower agents with capabilities ranging from web searching and data analysis to collaboration and delegating tasks among coworkers.",
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    "url": "https://docs.crewai.com/en/concepts/llms.md",
    "excerpt": "The YAML configuration allows you to: * Version control your agent settings * Easily switch between different models",
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    "url": "https://docs.crewai.com/en/concepts/cli.md",
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    "url": "https://docs.crewai.com/en/concepts/cli.md",
    "excerpt": "These older commands still work but print a yellow deprecation warning.",
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    "url": "https://docs.crewai.com/en/concepts/testing.md",
    "excerpt": "We added the CLI command `crewai test` to make it easy to test your crew.",
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    "excerpt": "Deploy your crews to a managed infrastructure and monitor their execution in real-time.",
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    "url": "https://github.com/crewAIInc/crewAI",
    "excerpt": "It gives developers autonomous agent collaboration through Crews and precise, event-driven control through Flows.",
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    "excerpt": "Tracing & Observability: Monitor and track your AI agents and workflows in real-time, including metrics, logs, and traces.",
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    "url": "https://docs.crewai.com/en/installation",
    "excerpt": "Run the following command to install `crewai` CLI:\n    \n    \n    uv tool install crewai\n    ",
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    "excerpt": "CrewAI integrates with multiple LLM providers through providers native sdks, giving you the flexibility to choose the right model for your specific use case.",
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    "url": "https://docs.crewai.com/en/concepts/cli.md",
    "excerpt": "The CrewAI CLI provides a set of commands to interact with CrewAI, allowing you to create, train, run, and manage crews & flows.",
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    "excerpt": "We added the CLI command `crewai test` to make it easy to test your crew. This command will run your crew for a specified number of iterations and provide detailed performance metrics.",
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    "excerpt": "Use the `mcps` field directly on agents for seamless MCP tool integration. The DSL supports both **string references** (for quick setup) and **structured configurations**",
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    "url": "https://docs.crewai.com/en/enterprise/introduction",
    "excerpt": "Deploy your crews to a managed infrastructure with a few clicks... Access your deployed crews via REST API for integration with existing systems",
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    "url": "https://docs.crewai.com/en/enterprise/introduction",
    "excerpt": "Webhook Streaming\n\nStream real-time events and updates to your systems",
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    "url": "https://docs.crewai.com/en/enterprise/introduction",
    "excerpt": "Crew Studio\n\nCreate and customize crews using a no-code/low-code interface",
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    "url": "https://docs.crewai.com/en/enterprise/introduction",
    "excerpt": "Tool Repository\n\nPublish and install tools to enhance your crews’ capabilities",
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    "excerpt": "Retrieve -- results ranked by composite score (semantic + recency + importance)",
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    "excerpt": "A tool in CrewAI is a skill or function that agents can utilize to perform various actions.\nThis includes tools from the [CrewAI Toolkit] and [LangChain Tools]",
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    "excerpt": "POST /resume](https://docs.crewai.com/edge/en/api-reference/resume.md): Resume crew execution with human feedback",
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    "url": "https://docs.crewai.com/_llms/en/edge.md",
    "excerpt": "POST /kickoff](https://docs.crewai.com/edge/en/api-reference/kickoff.md): Start a crew execution\n- [GET /status/{kickoff_id}](https://docs.crewai.com/edge/en/api-reference/status.md): Get execution status",
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    "url": "https://news.ycombinator.com/item?id=43354219",
    "excerpt": "Show HN: built AI agents with CrewAI to automate an old Gmail account—categorizing emails, drafting replies, Slack alerts for high-priority mail, and auto-deleting low-priority messages. Uses CrewAI's `knowledge_source` param to feed writing style/context to draft-writing agents, and `@after_kickoff` decorator for cleanup tasks.",
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    "excerpt": "On a CrewAI-based personal email agent: 'Local personal agents are going to be a major app type... They run locally on my computer with my full credentials and has access to everything. Once I'm past my trust issues, I'd use these a lot.'",
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    "url": "https://news.ycombinator.com/item?id=44561985",
    "excerpt": "Competitor (Portia) founder's take: 'We think Crew AI is great. It's just that a lot of businesses we spoke to want the autonomy/decision making of an LLM but with guardrails you can dial up or down... Our multi-agent runs also have persistent states and deterministic hooks so you can pause an agent... where Crew AI lacks that.'",
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    "url": "https://hn.algolia.com/api/v1/items/47132187",
    "excerpt": "In a thread titled 'Does anyone use CrewAI or LangChain anymore?', one reply simply states: 'No. They suck.'",
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    "excerpt": "PROBE docs-md: HTTP 200 at https://docs.crewai.com/en/installation.md > ## Documentation Index\n> Fetch the complete documentation index at: https://docs.crewai.com/llms.txt\n> Use this file t",
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