Qdrant

• v0.8.1 Latest Dec 10, 2025

  This is mainly a patch release to avoid compatibility issues with `fastmcp>2.7` and `pydantic>2.11`.
  
  ## What's Changed
  * allow specifying custom embedding provider by @generall in https://github.com/qdrant/mcp-server-qdrant/pull/82
  * fix: return None if no results where found by @tbung in https://github.com/qdrant/mcp-server-qdrant/pull/83
  * fix: pin pydantic <2.12.0 to avoid compatibility issues by @thelinuxkid in https://github.com/qdrant/mcp-server-qdrant/pull/97
  
  ## New Contributors
  * @tbung made their first contribution in https://github.com/qdrant/mcp-server-qdrant/pull/83
  * @thelinuxkid made their first contribution in https://github.com/qdrant/mcp-server-qdrant/pull/97
  
  **Full Changelog**: https://github.com/qdrant/mcp-server-qdrant/compare/v0.8.0...v0.8.1

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• v0.8.0 Jun 27, 2025

  # Change Log
  
  This release introduces major changes to the architecture and the usage patterns of the server.
  
  ## Features 🎸   
  * #39 - the server is now represented by a class QdrantMCPServer, which can be inherited to build project oriented mcp servers @generall @kacperlukawski 
  * #58 - add configurable filters to find tool by @generall @joein 
  * #57 - migrate to fastmcp 2 by @generall @joein 
  * #65 - add fastmcp >= 2.7.0 compatibility by @joein 
  * #29 - add default collection to find and store tools by @kacperlukawski 
  * #32 - add dockerfile template by @kacperlukawski 
  * #37 #38 #46 - extend readme and ai editors coverage by @kacperlukawski @mbaiza27 
  
  Thanks to everyone who contributed to the current release
  @mbaiza27 @kacperlukawski @generall @joein 
  
   
  

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• v0.7.1 Mar 11, 2025

  This release consists of a single yet important change. Right now, `mcp-server-qdrant` does not only act as a personal assistant capable of remembering facts about the user. By configuring the tool descriptions, we can freely use it in multiple scenarios, like code search or knowledge base on any topic.
  
  ## What's Changed
  * Custom tool descriptions by @kacperlukawski in https://github.com/qdrant/mcp-server-qdrant/pull/29
  
  **Full Changelog**: https://github.com/qdrant/mcp-server-qdrant/compare/v0.7.0...v0.7.1

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• v0.7.0 Mar 10, 2025

  ## Breaking changes
  > [!IMPORTANT]  
  > Command parameters are no longer supported! All the configuration has to be done with environmental variables.
  
  ## What's Changed
  * Change license to Apache 2.0 by @kacperlukawski in https://github.com/qdrant/mcp-server-qdrant/pull/18
  * Refactor server and embedding provider to improve modularity by @kacperlukawski in https://github.com/qdrant/mcp-server-qdrant/pull/19
  * Refactor: use FastMCP by @kacperlukawski in https://github.com/qdrant/mcp-server-qdrant/pull/22
  * Add GH workflow for running the tests in Python 3.10-3.12 by @kacperlukawski in https://github.com/qdrant/mcp-server-qdrant/pull/23
  * Handle parameters with environmental variables only by @kacperlukawski in https://github.com/qdrant/mcp-server-qdrant/pull/24
  * Add metadata support by @kacperlukawski in https://github.com/qdrant/mcp-server-qdrant/pull/25
  * Bump version to 0.7.0 by @kacperlukawski in https://github.com/qdrant/mcp-server-qdrant/pull/27
  
  
  **Full Changelog**: https://github.com/qdrant/mcp-server-qdrant/compare/v0.6.0...v0.7.0

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• v0.6.0 Mar 5, 2025

  ## What's Changed
  * Add pre-commit to ensure consistent formatting by @kacperlukawski in https://github.com/qdrant/mcp-server-qdrant/pull/13
  * Fix pre-commit action by @kacperlukawski in https://github.com/qdrant/mcp-server-qdrant/pull/14
  * add MCP server badge by @punkpeye in https://github.com/qdrant/mcp-server-qdrant/pull/11
  * Abstract the embedding providers by @kacperlukawski in https://github.com/qdrant/mcp-server-qdrant/pull/12
  * Bump version to 0.6.0 by @kacperlukawski in https://github.com/qdrant/mcp-server-qdrant/pull/17
  
  ## New Contributors
  * @punkpeye made their first contribution in https://github.com/qdrant/mcp-server-qdrant/pull/11
  
  **Full Changelog**: https://github.com/qdrant/mcp-server-qdrant/compare/v0.5.2...v0.6.0

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