Code knowledge and metadata with live update, knowledge library, semantic and vector searches
Code knowledge and metadata with live update, knowledge library, semantic and vector searches
Project-scoped vector database for AI assistants, providing hybrid semantic + keyword search with automatic project detection.
docker run -d -p 6333:6333 -v qdrant_storage:/qdrant/storage qdrant/qdrant - C compiler - Required for compiling Tree-sitter grammars on first use. Tree-sitter grammars are distributed as C source and compiled locally. - macOS: xcode-select --install (Xcode Command Line Tools) - Linux: apt install build-essential (Debian/Ubuntu) or `dnf groupinstall "DevelopmentCompare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.
Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.
| Tool | What it does |
|---|---|
| search | Hybrid semantic + keyword search across indexed content |
| retrieve | Direct document lookup by ID or metadata filter |
| rules | Manage persistent behavioral rules |
| store | Store content, register projects, save notes |
| grep | Exact substring or regex search using FTS5 |
| list | List project files and folder structure |
{
"mcpServers": {
"github-com-chrisgve-workspace-qdrant": {
"command": "docker",
"args": ["run", "-i", "--rm", "qdrant/qdrant"],
"env": {
"QDRANT_URL": "your-value",
"CLAUDE_CONFIG_DIR": "your-value",
"QDRANT_API_KEY": "your-value"
}
}
}
}Add to claude_desktop_config.json, then restart Claude Desktop.
docker run -d -p 6333:6333 -v qdrant_storage:/qdrant/storage qdrant/qdrant - C compiler - Required for compiling Tree-sitter grammars on first use. Tree-sitter grammars are distributed as C source and compiled locally. - macOS: xcode-select --install (Xcode Command Line Tools) - Linux: apt install build-essential (Debian/Ubuntu) or `dnf groupinstall "Development| Variable | Description | Required |
|---|---|---|
| QDRANT_URL | Endpoint or connection string the server talks to. | Yes |
| CLAUDE_CONFIG_DIR | Filesystem location the server is allowed to use. | Optional |
| QDRANT_API_KEY | Credential the server authenticates with. | Yes |
Read, search and edit files inside allowed directories with the Model Context Protocol reference Filesystem server.
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