Knowledge Base MCP Server (Qdrant)

by devanshtb · ai-ml · mcp-server, glama

Medium setupBest for experimentalTrust score 12/100

Read-only MCP server with hybrid search combining dense semantic and sparse keyword retrieval via Qdrant, enabling document querying and fetching for ChatGPT Deep Research.

Source: https://github.com/devanshtb/mcp-poc-kc

Install

git clone https://github.com/devanshtb/mcp-poc-kc

Use this forAI-extracted

  • →Store and retrieve documents from a vector database for semantic search within AI agent workflows
  • →Persist knowledge base entries indexed in Qdrant for context-aware agent responses
  • →Integrate external knowledge sources with Claude for enhanced reasoning in specialized domains

Works with

Claude CodeClaude Desktop

Tags: mcp-server, glama

Source: glama

About ai-ml MCP servers and Claude skills

ai-ml MCP servers extend what AI agents can do inside Claude Code, Cursor, Copilot, Codex, and Windsurf. The Skiln directory indexes 16,000+ such integrations across 22 categories.

Knowledge Base MCP Server (Qdrant) is one of hundreds of ai-ml entries indexed on Skiln. Browse the full ai-ml category or the complete directory of Claude skills, MCP servers, agents, commands, and hooks.

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Frequently asked questions

How do I install Knowledge Base MCP Server (Qdrant)?

Add the install command above to your Claude Code, Cursor, or Windsurf MCP configuration. Most servers register via npx, a local command, or a Docker image. Refer to the source repository for environment variables and credential requirements.

Which clients support Knowledge Base MCP Server (Qdrant)?

Any MCP-compatible client works: Claude Desktop, Claude Code CLI, Cursor, Windsurf, Zed, and VS Code with the official MCP extension. OpenAI Codex and GitHub Copilot increasingly support MCP via adapter bridges.

Is Knowledge Base MCP Server (Qdrant) free?

The server itself is typically open source. Any upstream service (API keys, paid tiers, hosted infrastructure) may have its own pricing. Check the source repository for details.