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Explorer/MCP/webtoolbox/qdrant-search-mcp
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Qdrant Search MCP

webtoolbox/qdrant-search-mcp

An MCP server for semantic code search using Qdrant vector database, enabling natural language queries to find relevant code snippets across indexed codebases.

↗webtoolbox/qdrant-search-mcpExternal link; availability not verifiedLicenseMIT LicenseRemote-capable
The Newcomer
Hasn't been around long. Nothing caught our attention, but there isn't much history to go on yet.
Time indexed (3mo)
0toolsRemote/ HTTP3moindexed
Checked Jul 1, 2026
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First indexed Jul 1, 2026
Server Profile
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Tools catalogued
0
No tools reported by this server.
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Hosting
Remote / HTTP
Runs on the internet. No access to your filesystem, SSH keys, or environment variables.
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Registry presence
Not verified
Not yet verified by the Official MCP Registry.
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Liveness
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No liveness checks recorded yet.
Publisher Verification
Not listed on the Official MCP Registry.
Source repository is available for review.
↗webtoolbox/qdrant-search-mcpExternal link; availability not verified
Environment variables (8)
At least one of these required
QDRANT_URL · QDRANT_API_KEY · COLLECTION_NAME · OPENROUTER_API_KEY
At least one of these required
QDRANT_URL · QDRANT_API_KEY · COLLECTION_NAME · OPENAI_API_KEY
At least one of these required
QDRANT_URL · QDRANT_API_KEY · COLLECTION_NAME · EMBEDDING_URL
QDRANT_URLstringOPTIONAL
URL of the Qdrant instance
EMBEDDING_URLstringOPTIONAL
URL for local embedding service (required if using local provider)
OPENAI_API_KEYstringOPTIONAL
API key for OpenAI (required if using openai provider)
QDRANT_API_KEYstringOPTIONAL
API key for Qdrant
COLLECTION_NAMEstringOPTIONAL
Name of the Qdrant collection
Show all 8 environment variables
EMBEDDING_MODELstringOPTIONALdefault: qwen/qwen3-embedding-8b
Embedding model name
EMBEDDING_PROVIDERstringOPTIONALdefault: openrouter
Embedding provider: openrouter, openai, or local
OPENROUTER_API_KEYstringOPTIONAL
API key for OpenRouter (required if using openrouter provider)

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