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qdrant-mcp-server

MCP server for semantic search using local Qdrant vector database and OpenAI embeddings

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// key findings
🚨
Known vulnerabilities in dependencies: 1 critical, 1 high
Affects packages this MCP installs at runtime. Upgrade or remove the affected dependency.
🔐
You'll be asked for 4 credentials: COHERE_API_KEY, OPENAI_API_KEY, QDRANT_API_KEY, VOYAGE_API_KEY
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// known CVEs in dependencies1 critical1 high1 low

Disclosed vulnerabilities in this server's declared npm dependencies (via OSV). Whether each is reachable depends on the installed versions.

criticalvitest@4.0.18GHSA-5xrq-8626-4rwp

When Vitest UI server is listening, arbitrary file can be read and executed

highpicomatch@4.0.3GHSA-c2c7-rcm5-vvqj

Picomatch has a ReDoS vulnerability via extglob quantifiers

lowpicomatch@4.0.3GHSA-3v7f-55p6-f55p

Picomatch: Method Injection in POSIX Character Classes causes incorrect Glob Matching

Depend on this server? Get alerted when its CVEs change.Watch this server free →
// required environment variables
This server reads these from process.env. You'll be asked to provide them before it can run.
configCODE_BATCH_SIZENumber of chunks to embed in one batch 100
configCODE_CHUNK_OVERLAPOverlap between chunks in characters 300
configCODE_CHUNK_SIZEMaximum chunk size in characters 2500
configCODE_ENABLE_ASTEnable AST-aware chunking (tree-sitter) true
configCODE_ENABLE_HYBRID
configCODE_SEARCH_LIMIT
🔐 secretCOHERE_API_KEYCohere API key -
configEMBEDDING_BASE_URLCustom API URL Provider-specific
configEMBEDDING_DIMENSIONS
configEMBEDDING_MAX_REQUESTS_PER_MINUTERate limit Provider-specific
configEMBEDDING_MODELModel name Provider-specific
configEMBEDDING_PROVIDER"": "openai", // or "cohere", "voyage"
configEMBEDDING_RETRY_ATTEMPTSRetry count 3
configEMBEDDING_RETRY_DELAYInitial retry delay (ms) 1000
configGIT_BATCH_RETRY_ATTEMPTSRetry attempts for failed batches 3
configGIT_BATCH_SIZENumber of chunks to embed in one batch 100
configGIT_ENABLE_HYBRIDEnable hybrid search with sparse vectors true
configGIT_INCLUDE_DIFFInclude truncated diff in chunks true
configGIT_INCLUDE_FILESInclude changed file list in chunks true
configGIT_MAX_CHUNK_SIZEMaximum characters per chunk 3000
configGIT_MAX_COMMITSMaximum commits to index per run 5000
configGIT_MAX_DIFF_SIZEMaximum diff size in bytes per commit 5000
configGIT_SEARCH_LIMITDefault search result limit 10
configGIT_TIMEOUTTimeout for git commands (ms) 300000
configHTTP_PORTTRANSPORT_MODE=http =3000 node build/index.js
configHTTP_REQUEST_TIMEOUT_MSRequest timeout for HTTP transport (ms) 300000
configLOG_LEVELLogging level (fatal/error/warn/info/debug/trace/silent) info
🔐 secretOPENAI_API_KEY"": "sk-...", // provider-specific API key
configPROMPTS_CONFIG_FILENote: By default, the server looks for prompts.json in the project root directory. If the file exists, prompts are automatically loaded. You can specify a custom path using the environment variable.
🔐 secretQDRANT_API_KEYFor Qdrant Cloud or secured instances, add --env =your-key or set in env config.
configQDRANT_URL"": "http://localhost:6333"
configTRANSPORT_MODEhttp HTTP_PORT=3000 node build/index.js
🔐 secretVOYAGE_API_KEYVoyage AI API key -
// full audit trail
The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.
// improvement guidance — verified publishers only
We have 5 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/mhalder-qdrant-mcp-server-1l5g3w)](https://m8ven.ai/mcp/mhalder-qdrant-mcp-server-1l5g3w)
commit: b0759b014b4dbc128077f8936c0d573f283cbeee
code hash: b6fd962861888cb4d3f3baca1b510bf308a73ff9ad247bb68313dbbe17f2747f
verified: 6/15/2026, 1:12:51 PM
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