Qdrant MCP Server alternatives

MMCP Memory ServiceMCP serverSelf-hosted persistent memory for Claude and agent pipelines, over MCP, REST, OAuth and CLI.Costs not checkedOpen sourcePython · recorded license: Apache-2.0Record checked · Recent push☆ 2.1kGitHub stars↗

Recorded task overlap: retrieval and knowledge. Compare the documented setup and limits before treating it as a substitute. The recorded use cases differ: Qdrant MCP Server — Giving an assistant long-term semantic memory, or searching a code snippet library, backed by Qdrant; MCP Memory Service — Sharing one long-term memory across several agents or frameworks without a cloud service.

CClaude Context (Zilliz)MCP serverSemantic code search over your whole codebase for Claude Code and other coding agents.Costs not checkedOpen sourceTypeScript · recorded license: MITRecord checked☆ 13kGitHub stars↗

Recorded task overlap: retrieval and knowledge. Compare the documented setup and limits before treating it as a substitute. The recorded use cases differ: Qdrant MCP Server — Giving an assistant long-term semantic memory, or searching a code snippet library, backed by Qdrant; Claude Context (Zilliz) — Very large codebases where grep-and-read exploration burns too much context.

Nn8n-mcpMCP serverA MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for youCosts not checkedOpen sourceTypeScript · recorded license: MITRecord checked · Recent push☆ 23kGitHub stars↗

Recorded task overlap: retrieval and knowledge. Compare the documented setup and limits before treating it as a substitute. The recorded use cases differ: Qdrant MCP Server — Giving an assistant long-term semantic memory, or searching a code snippet library, backed by Qdrant; n8n-mcp — Giving an AI assistant deep knowledge of n8n's 2,285 workflow nodes.

GGrounded Docs MCP ServerMCP serverA local, open-source index of version-specific library documentation for AI coding assistants.Costs not checkedOpen sourceTypeScript · recorded license: MITRecord checked · Recent push☆ 1.9kGitHub stars↗

Recorded task overlap: retrieval and knowledge. Compare the documented setup and limits before treating it as a substitute. The recorded use cases differ: Qdrant MCP Server — Giving an assistant long-term semantic memory, or searching a code snippet library, backed by Qdrant; Grounded Docs MCP Server — Coding agents that need version-specific library docs without sending code to a hosted service.

NNotion MCP ServerMCP serverNotion's MCP server for searching, reading and editing a workspace; Notion now recommends its hosted version.Costs not checkedOpen sourceTypeScript · recorded license: MITRecord checked · Recent push☆ 4.7kGitHub stars↗

Recorded task overlap: retrieval and knowledge. Compare the documented setup and limits before treating it as a substitute. The recorded use cases differ: Qdrant MCP Server — Giving an assistant long-term semantic memory, or searching a code snippet library, backed by Qdrant; Notion MCP Server — Letting an assistant search, read and update Notion pages; choose the hosted Remote Notion MCP for new setups.

MMCP Server for Obsidian (mcp-obsidian)MCP serverRead, search, append to and patch notes in an Obsidian vault from an MCP client.Costs not checkedOpen sourcePython · recorded license: MITRecord checked☆ 4.5kGitHub stars↗

Recorded task overlap: retrieval and knowledge. Compare the documented setup and limits before treating it as a substitute. The recorded use cases differ: Qdrant MCP Server — Giving an assistant long-term semantic memory, or searching a code snippet library, backed by Qdrant; MCP Server for Obsidian (mcp-obsidian) — Obsidian users who want an assistant to look things up and write into their vault.

BBasic MemoryMCP serverPersistent AI memory as local Markdown files that both you and the model can read and edit.Costs not checkedOpen sourcePython · recorded license: AGPL-3.0Record checked · Recent push☆ 4.5kGitHub stars↗

Recorded task overlap: retrieval and knowledge. Compare the documented setup and limits before treating it as a substitute. The recorded use cases differ: Qdrant MCP Server — Giving an assistant long-term semantic memory, or searching a code snippet library, backed by Qdrant; Basic Memory — People who want AI memory they can read, edit and keep as plain files.

MMongoDB MCP ServerMCP serverMongoDB's official MCP server for querying databases and managing Atlas clusters from AI agents.Costs not checkedOpen sourceTypeScript · recorded license: Apache-2.0Record checked · Recent push☆ 1.2kGitHub stars↗

Shared terms in the records: assistant, database, official. These text matches do not establish equivalent capabilities. The recorded use cases differ: Qdrant MCP Server — Giving an assistant long-term semantic memory, or searching a code snippet library, backed by Qdrant; MongoDB MCP Server — Exploring collections, writing queries and managing Atlas from an AI coding assistant.