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

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