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docs/deploy/configuration/export.md

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1. [Enable the export API](#environment-variables) and configure a storage bucket.
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2. [Configure cloud storage credentials](#backend-configuration) for your backend (S3, GCS, or Azure).
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3. [Create an export](#create-an-export) via the client or REST API.
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3. [Create an export](#create-a-collection-export) via the client or REST API.
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## Environment variables
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docs/weaviate/best-practices/code-generation.md

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Weaviate provides two [MCP](https://modelcontextprotocol.io/) servers that integrate with AI development tools like Claude Code, Claude Desktop, Cursor, and VS Code:
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- **[Weaviate MCP Server](../mcp/weaviate-mcp-server.mdx)** — Built into Weaviate itself. Lets AI assistants inspect schemas, search data, and modify objects in your Weaviate instance directly. Enable with `MCP_SERVER_ENABLED=true`.
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- **[Weaviate MCP Server](../mcp/mcp-server.mdx)** — Built into Weaviate itself. Lets AI assistants inspect schemas, search data, and modify objects in your Weaviate instance directly. Enable with `MCP_SERVER_ENABLED=true`.
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- **[Weaviate Docs MCP Server](../mcp/docs-mcp-server.mdx)** — A standalone server that gives AI assistants access to Weaviate's documentation, reducing hallucinations when generating Weaviate code.
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### Weaviate Agent Skills

docs/weaviate/configuration/rbac/manage-roles.mdx

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#### Create a role with `MCP` permissions {#mcp-permissions}
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The [Weaviate MCP server](/weaviate/mcp/weaviate-mcp-server.mdx) uses three granular permissions:
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The [Weaviate MCP server](/weaviate/mcp/mcp-server.mdx) uses three granular permissions:
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| Permission | Tools |
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| :--------- | :---- |
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| `read_mcp` | `weaviate-collections-get-config`, `weaviate-tenants-list`, `weaviate-query-hybrid` |
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| `create_mcp` + `update_mcp` | `weaviate-objects-upsert` |
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MCP tools also require standard collection-level permissions (e.g., `read_data` for search, `create_data` + `update_data` for upsert). See the [MCP server permissions](/weaviate/mcp/weaviate-mcp-server.mdx#permissions) for the full per-tool breakdown.
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MCP tools also require standard collection-level permissions (e.g., `read_data` for search, `create_data` + `update_data` for upsert). See the [MCP server permissions](/weaviate/mcp/mcp-server.mdx#permissions) for the full per-tool breakdown.
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### Grant additional permissions
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## Further resources
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- [Vibe coding - Best practices](../best-practices/code-generation.md)
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- [Weaviate Docs MCP server](./weaviate-docs-mcp-server.mdx)
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- [Weaviate Docs MCP server](./docs-mcp-server.mdx)
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## Questions and feedback
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docs/weaviate/more-resources/faq.md

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> Yes, Weaviate provides two MCP (Model Context Protocol) servers:
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>
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> - **[Weaviate MCP server](/weaviate/mcp/weaviate-mcp-server.mdx)** — Built into Weaviate itself. Exposes tools for inspecting schemas, searching data (vector/hybrid), and modifying objects. Runs on the same port as the REST API at `/v1/mcp`. Disabled by default — enable with `MCP_SERVER_ENABLED=true`.
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> - **[Weaviate Docs MCP server](/weaviate/mcp/weaviate-docs-mcp-server.mdx)** — A standalone server that gives LLMs access to Weaviate's documentation. Useful for AI-assisted development with Weaviate.
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> - **[Weaviate MCP server](/weaviate/mcp/mcp-server.mdx)** — Built into Weaviate itself. Exposes tools for inspecting schemas, searching data (vector/hybrid), and modifying objects. Runs on the same port as the REST API at `/v1/mcp`. Disabled by default — enable with `MCP_SERVER_ENABLED=true`.
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> - **[Weaviate Docs MCP server](/weaviate/mcp/docs-mcp-server.mdx)** — A standalone server that gives LLMs access to Weaviate's documentation. Useful for AI-assisted development with Weaviate.
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>
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> Both servers use the Streamable HTTP transport and work with MCP clients like Claude Code, Claude Desktop, Cursor, and VS Code.
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netlify.toml

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from = "/llms.txt"
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to = "https://weaviate.io/llms.txt"
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status = 301
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[[redirects]]
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from = "/weaviate/mcp/docs-mcp-server"
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to = "/weaviate/mcp/weaviate-docs-mcp-server"
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status = 301

sidebars.js

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type: "doc",
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id: "weaviate/best-practices/code-generation",
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},
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items: ["weaviate/mcp/weaviate-mcp-server","weaviate/mcp/weaviate-docs-mcp-server"],
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items: ["weaviate/mcp/mcp-server","weaviate/mcp/docs-mcp-server"],
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},
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{
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type: "html",

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