Qdrant (official)
Last tested 2026-10-22
Score 90/100 · Last tested 2026-10-22 · Version tested 0.8.1 · Package mcp-server-qdrant · Repo qdrant/mcp-server-qdrant
Summary: Qdrant (official) completed an MCP handshake without credentials and exposed 2 tools.
Test results
| Test | Result | Points | Evidence |
|---|---|---|---|
| install | pass | 20 | uv pip install mcp-server-qdrant (Python venv, Linux) succeeded in 0s. |
| handshake | pass | 30 | MCP initialize + tools/list over stdio succeeded with no credentials; 2 tools listed in 3.0s. |
| maintenance | partial | 15 | Repo pushed 48 days before test. |
| docs | pass | 15 | README over 3,000 chars; install instructions present; mcpServers config example present. Automated check of the package's own README (PyPI long_description (package README)). |
| license | pass | 10 | Apache-2.0 (OSI-approved). |
Local-model readiness
Schema context cost: ~232 tokens for 2 tools (1,120 bytes) · about 3% of an 8k context. Method: tiktoken cl100k_base over compact JSON of name+description+inputSchema (approximate).
Small-model friendly (schema heuristic, not a model result): high.
Small-model task runs: Not yet tested.
Functional tasks (0/0 passed, tested 2026-10-22)
| Task | Tool | Result | Evidence |
|---|---|---|---|
| store entity | qdrant-store | not run | not run: blocked by test environment (sandbox DNS/fake-IP, no bundled browser download, no backing service, or browser extension required) |
| retrieve entity | qdrant-find | not run | not run: blocked by test environment (sandbox DNS/fake-IP, no bundled browser download, no backing service, or browser extension required) |
Not tested
We did not test behavior with real credentials, security, or performance under load. These are planned; see methodology.
Tools listed
qdrant-find, qdrant-store
Config used in our test
{
"mcpServers": {
"qdrant-official": {
"command": "uvx",
"args": [
"mcp-server-qdrant"
]
}
}
}FAQ
Is Qdrant (official) deprecated?
No. mcp-server-qdrant was not deprecated or archived when we last tested it on 2026-10-22.
What replaces Qdrant (official)?
Nothing; Qdrant (official) is not deprecated as of 2026-10-22.
Does Qdrant (official) need an API key?
No. It completed an MCP handshake with no credentials and listed 2 tools.
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