# 10ML Perfume Finder (pypi · perfume-finder-mcp)

Free perfume MCP server and fragrance API: 6,000+ perfumes, note pyramids, accords, similar scents.

- Trust score: 34/100 (low)
- Change this week: +15
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-11-05

## Components

- remote · `mcp.10ml.com`: 78/100, [markdown](https://verifymcp.io/servers/com-10ml-perfume-finder/mcp.md), [page](https://verifymcp.io/servers/com-10ml-perfume-finder/mcp)
- npm · `@10ml/perfume-finder-mcp`: 33/100, [markdown](https://verifymcp.io/servers/com-10ml-perfume-finder/10ml-perfume-finder-mcp.md), [page](https://verifymcp.io/servers/com-10ml-perfume-finder/10ml-perfume-finder-mcp)
- npm · `perfume-mcp`: 33/100, [markdown](https://verifymcp.io/servers/com-10ml-perfume-finder/perfume-mcp.md), [page](https://verifymcp.io/servers/com-10ml-perfume-finder/perfume-mcp)
- pypi · `perfume-finder-mcp`: 34/100 (this document), [markdown](https://verifymcp.io/servers/com-10ml-perfume-finder/perfume-finder-mcp.md), [page](https://verifymcp.io/servers/com-10ml-perfume-finder/perfume-finder-mcp)
- pypi · `perfume-mcp`: 34/100, [markdown](https://verifymcp.io/servers/com-10ml-perfume-finder/perfume-mcp-2.md), [page](https://verifymcp.io/servers/com-10ml-perfume-finder/perfume-mcp-2)

## Channel facts

- Registry: `pypi`
- Package: `perfume-finder-mcp`
- Version: `2.5.4`
- Transport: `stdio`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-11-05.

- **Supply Chain Security**: 100/100
  - No malware found by supply-chain analysis.
  - No known CVEs affecting this package version or its production dependencies.
  - Runs hatchling.build at install time, a recognised build step with no custom scripting around it.
  - 0 of 28 dependencies flagged as unhealthy.
- **Provenance & Transparency**: 19/100
  - Repository check failed: no source repository is declared.
  - Provenance check failed: no build-provenance attestation is published.
  - Clear OSI-approved license (MIT).
  - Actively maintained (last published 8 days ago).
  - Security-disclosure policy not yet verified: we couldn't inspect the source repository.
- **Schema Quality & AI Usability**: 0/100
  - Schema quality not yet verified: this package installed, but its server did not start, so we have no schema to assess.
- **Stability & Change Management**: 0/100
  - Stability not yet verified: this package installed, but its server did not start, so we have no schema to compare.
- **Tool Coverage**: 0/100
  - Tool coverage not yet verified: this package installed, but its server did not start, so we have no tool definitions to assess.
- **Tool Safety**: 0/100
  - Tool safety not yet verified: this package installed, but its server did not start, so we have no tool text to scan.
- **Capabilities**: 0/100
  - Protocol version not yet verified: this package installed, but its server did not start, so we never saw its MCP handshake.

**Unverified: 5 categories.** Categories scored 0 because our sandbox has not given us the schema these checks need to read. That is a gap on our side rather than a finding about the package, and we only credit what we can confirm, so the score stands at 0 until the capture succeeds. We are working through the fleet, so this normally clears without any action from you.

## Install

### How do I install the 10ML Perfume Finder MCP server?

10ML Perfume Finder runs locally as a PyPI package, launched with uvx perfume-finder-mcp. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

### Claude

```bash
claude mcp add com-10ml-perfume-finder -- uvx perfume-finder-mcp
```

### Cursor

```json
{
  "mcpServers": {
    "com-10ml-perfume-finder": {
      "command": "uvx",
      "args": [
        "perfume-finder-mcp"
      ]
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "com-10ml-perfume-finder": {
      "command": "uvx",
      "args": [
        "perfume-finder-mcp"
      ]
    }
  }
}
```

### Codex

```bash
codex mcp add com-10ml-perfume-finder -- uvx perfume-finder-mcp
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "com-10ml-perfume-finder": {
      "type": "local",
      "command": [
        "uvx",
        "perfume-finder-mcp"
      ],
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add com-10ml-perfume-finder --command uvx --arg perfume-finder-mcp
```

### Hermes

```yaml
mcp_servers:
  com-10ml-perfume-finder:
    command: "uvx"
    args: ["perfume-finder-mcp"]
```

### Netclaw

```json
{
  "McpServers": {
    "com-10ml-perfume-finder": {
      "Transport": "stdio",
      "Command": "uvx",
      "Arguments": [
        "perfume-finder-mcp"
      ]
    }
  }
}
```

### Vellum

```bash
assistant mcp add com-10ml-perfume-finder -t stdio -c uvx -a perfume-finder-mcp
```

### Other

```json
{
  "mcpServers": {
    "com-10ml-perfume-finder": {
      "command": "uvx",
      "args": [
        "perfume-finder-mcp"
      ]
    }
  }
}
```

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-11-05 (score 34, +15)

- [security improvement] Malware scan: unverified → pass

### 2026-11-04 (score 19, −15)

- [security regression] Malware scan: pass → unverified

### 2026-11-03 (score 34, +15)

- [security improvement] Malware scan: unverified → pass

### 2026-10-31 (score 19, −15)

- [security regression] Malware scan: pass → unverified

### 2026-10-30 (score 34, +15)

- [security improvement] Malware scan: unverified → pass

### 2026-10-29 (score 19, −15)

- [security regression] Malware scan: pass → unverified

### 2026-10-28 (score 34, +10)

- [security regression] Source repository: pass → fail
- [security improvement] Malware scan: unverified → pass
- [functional regression] Security disclosure: fail → unverified
- [functional] Package version: 2.5.3 → 2.5.4

### 2026-10-26 (score 24, −15)

- [security regression] Malware scan: pass → unverified

## MCP tools (0)

Tools for package channels are captured by running the package in an isolated sandbox. The most recent sandbox run could not capture a tool list from this package.

## Diagnostics

Captured diagnostic sections: Provenance, Install scripts, Dependencies. The full working is on the page: https://verifymcp.io/servers/com-10ml-perfume-finder/perfume-finder-mcp#diagnostics

## Score history

- 2026-11-05: 34
- 2026-11-04: 19
- 2026-11-03: 34
- 2026-11-02: 19
- 2026-11-01: 19
- 2026-10-31: 19
- 2026-10-30: 34
- 2026-10-29: 19
- 2026-10-28: 34
- 2026-10-27: 24
- 2026-10-26: 24
- 2026-10-25: 39
- 2026-10-24: 39
- 2026-10-23: 39
- 2026-10-22: 39
- 2026-10-21: 34
- 2026-10-20: 39
- 2026-10-19: 19

## Common questions

### What is the 10ML Perfume Finder MCP server?

10ML Perfume Finder is an MCP server listed in the public MCP registry as com.10ml/perfume-finder. Free perfume MCP server and fragrance API: 6,000+ perfumes, note pyramids, accords, similar scents. This page covers its PyPI package (perfume-finder-mcp).

### Is the 10ML Perfume Finder MCP server safe to use?

10ML Perfume Finder scores 34 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 5 November 2026. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

### Is the 10ML Perfume Finder MCP server still maintained?

10ML Perfume Finder is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

### What licence is the 10ML Perfume Finder MCP server under?

10ML Perfume Finder declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.

### What did VerifyMCP test on the 10ML Perfume Finder MCP server?

VerifyMCP ran 8 checks on 10ML Perfume Finder, covering Malware scan, Known CVEs, Install scripts, Dependency health and 4 more. 6 items could not be completed, a gap on our side rather than a finding about 10ML Perfume Finder: Security disclosure, Schema quality, Stability, Tool coverage and 2 more. 5 categories score 0 for that reason, because we only credit what we can confirm. Endpoint Security and Transport & Reachability do not apply to a PyPI package, so they were not tested. The score does not measure everything, and the scoring documentation lists what it leaves out.

## Links

- PyPI project: https://pypi.org/project/perfume-finder-mcp/
- Socket report: https://socket.dev/pypi/package/perfume-finder-mcp
- Website: https://mcp.10ml.com/
- Changelog RSS feed: https://verifymcp.io/servers/com-10ml-perfume-finder/perfume-finder-mcp.xml
- Changelog JSON feed: https://verifymcp.io/servers/com-10ml-perfume-finder/perfume-finder-mcp/changelog.json
- Trust report (JSON): https://verifymcp.io/servers/com-10ml-perfume-finder/perfume-finder-mcp.json
- HTML version of this page: https://verifymcp.io/servers/com-10ml-perfume-finder/perfume-finder-mcp