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37 lines
2.5 KiB
Markdown
37 lines
2.5 KiB
Markdown
---
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title: "Agentic Tools"
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short_description: "Tools that help AI coding assistants work with Qdrant: a prompt to get started, agent skills that carry solutions architect knowledge, and prompts embedded across the documentation."
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description: "Qdrant agentic tools for AI coding assistants. Start from a single prompt that runs Qdrant locally and installs the Qdrant Advisor, then use agent skills to diagnose and tune search, memory, scaling, and relevance in a running deployment."
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weight: 303
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partition: develop
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---
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# Agentic Tools
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Qdrant provides tools and resources that help AI agents work with Qdrant more effectively.
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Use them to give your agent task-specific guidance, troubleshoot existing deployments, design and evaluate search systems, and apply Qdrant best practices to your specific use case.
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## Start Building
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If you're new to Qdrant, the Start building on Qdrant prompt takes your coding assistant from an empty project to a working search query.
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It stands up a local instance, installs the client with local embeddings, adds the [Qdrant Advisor](/documentation/agentic-tools/skills/#the-qdrant-advisor) skill, and then either runs a quick demo on sample data or builds against your own use case.
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{{< prompt "start-building" >}}
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Qdrant runs in Docker and [FastEmbed](/documentation/fastembed/fastembed-quickstart/) generates embeddings on your machine, so you can go from nothing to a working search query without signing up for anything.
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Collection configuration is important. A mismatched distance metric or a missing payload index can result in slower or lower quality search.
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The prompt is written to make your assistant ask what you are building, then commit to those choices out loud before it writes any code.
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## Agent Skills
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[Agent skills](/documentation/agentic-tools/skills/) encode solutions architect knowledge as structured files your agent loads on demand.
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They're organized around symptoms, so they answer "why is this happening, and what should I check first?"
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Reach for skills when something is already running and behaving unexpectedly: slow search, growing memory, a stuck optimizer, poor relevance.
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## Prompts in the Docs
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Short, ready-to-use prompts appear directly on the documentation pages where they are relevant, so you can use the prompts when you need them instead of looking for them elsewhere.
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Each prompt points to the agent skill your assistant should load. The prompt gets the task started; the skill provides the deeper Qdrant-specific guidance.
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The [prompt index](/documentation/agentic-tools/prompts/) lists all available prompts.
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