pulsemcp verified Safe content atomic mcp-remote

Qdrant Vector Database

MCP-Qdrant Server provides a vector database integration for AI assistants, combining a Qdrant vector database with a specialized server that enables knowledge storage and retrieval. The implementation uses Docker containers to run both the Qdrant database and the MCP server, with the server utilizing the sentence-transformers embedding model to convert natural language into vector representations. It exposes two primary tools: one for storing code snippets with natural language descriptions, and another for searching the knowledge base using semantic queries. This setup is particularly useful for AI assistants that need to maintain persistent memory of code examples and technical knowledge across conversations.

Cognium trust score

100%

Tier

Verified

Composite of vulnerability cleanliness, spec conformance, provenance, stability, and usage signals — scanned and weighted by Cognium. Human and agent signals are tracked separately. Last scanned 2026-09-28.

Scan details: Circle-IR · 2026-09-28 · Appeal

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Metadata

Version: 1.0.0
Skill type: atomic
Execution layer: mcp-remote
Category: database
Source: PulseMCP
Repository: github.com/changjunpark/mcp-qdrant-server-with-qdrant-db
Author type: human
Last scanned: 2026-09-28
Updated: 2026-09-28

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MCP

Resolve Qdrant Vector Database from your agent

Streamable HTTP transport at https://api.skillsregistry.net/mcp. No auth for read tools. Discovery: .well-known/mcp.json.

One command in your shell — Claude Code wires it up and verifies the connection. Run /mcp in any session to confirm.

claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp

Swap --scope user for --scope project to commit it to .mcp.json.

Your client Same endpoint everywhere; only the config key differs. The full list is in the descriptor.

Claude Desktop · Settings → Connectors → Add custom connector

https://api.skillsregistry.net/mcp

Paste the URL as the connector endpoint. No authentication.

ChatGPT · Settings → Connectors → Create (developer mode) → MCP server URL

https://api.skillsregistry.net/mcp

Authentication: none. Works in chat and deep research — the server exposes the connector search and fetch tools.

Codex CLI · ~/.codex/config.toml

[mcp_servers.skillsregistry]
url = "https://api.skillsregistry.net/mcp"