Mcp Qdrant Embedding Search — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited Mcp Qdrant Embedding Search (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
MCP server that searches documents in Qdrant using embeddings from LMStudio.
Takes a text query, converts it to a vector via LMStudio's OpenAI-compatible API, and performs semantic search in Qdrant.
text-embedding-qwen3-embedding-4b){
"mcpServers": {
"qdrant-docs": {
"command": "npx",
"args": ["-y", "mcp-qdrant-embedding-search"],
"env": {
"QDRANT_URL": "http://localhost:6333",
"QDRANT_COLLECTION": "my_docs",
"LMSTUDIO_URL": "http://localhost:1234"
}
}
}
}git clone https://github.com/plixplox/mcp-qdrant-embedding-search.git
cd mcp-qdrant-embedding-search
npm install
npm run build{
"mcpServers": {
"qdrant-docs": {
"command": "node",
"args": ["/path/to/mcp-qdrant-embedding-search/dist/index.js"],
"env": {
"QDRANT_COLLECTION": "my_docs"
}
}
}
}Search documents by semantic similarity.
| Parameter | Type | Required | Description |
|---|---|---|---|
query | string | yes | Search query text |
limit | number | no | Max results (default: 5) |
collection | string | no | Qdrant collection (default: from config) |
List all available Qdrant collections. No parameters.
All settings are configured via environment variables:
| Variable | Default | Description |
|---|---|---|
LMSTUDIO_URL | http://localhost:1234 | LMStudio server URL |
LMSTUDIO_EMBEDDING_MODEL | text-embedding-qwen3-embedding-4b | Embedding model name |
QDRANT_URL | http://localhost:6333 | Qdrant server URL |
QDRANT_API_KEY | — | Qdrant API key (optional) |
QDRANT_COLLECTION | documents | Default collection to search |
SEARCH_LIMIT | 5 | Default number of results |
TOOL_SEARCH_NAME | search_docs | Custom name for the search tool |
TOOL_SEARCH_DESCRIPTION | Search documentation by semantic similarity... | Custom description for the search tool |
TOOL_LIST_NAME | list_collections | Custom name for the list tool |
TOOL_LIST_DESCRIPTION | List all available Qdrant collections | Custom description for the list tool |
Tool names and descriptions are visible to the LLM and affect when it decides to call them. Customize them to match your use case:
{
"env": {
"TOOL_SEARCH_NAME": "search_api_reference",
"TOOL_SEARCH_DESCRIPTION": "Search the REST API reference. Use when you need endpoint specs, request/response schemas, or auth details."
}
}ISC
~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.