# ai.outfitmaker/outfit-assistant (remote · outfitmaker.ai)

Your own closet in your AI: outfits from clothes you own, rendered on a model inline.

- Trust score: 77/100 (medium)
- Change this week: +3
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-10-04

## Components

- remote · `outfitmaker.ai`: 38/100, [markdown](https://verifymcp.io/servers/ai-outfitmaker-outfit-assistant/mcp-wardrobe.md), [page](https://verifymcp.io/servers/ai-outfitmaker-outfit-assistant/mcp-wardrobe)
- remote · `outfitmaker.ai`: 77/100 (this document), [markdown](https://verifymcp.io/servers/ai-outfitmaker-outfit-assistant/outfitmaker.md), [page](https://verifymcp.io/servers/ai-outfitmaker-outfit-assistant/outfitmaker)

## Channel facts

- Endpoint: `https://outfitmaker.ai/mcp`
- Transports: `streamable-http`
- Auth: `none`
- Version: `2.0.0`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, 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 2026-10-04.

- **Endpoint Security**: 80/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one.
  - HTTPS is enforced; there's no plaintext access path.
  - The HSTS (Strict-Transport-Security) header is present.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 44/100
  - 0% of prompts and resources have a non-trivial description (not blank, and not just the item's name).
  - AI-judged instruction clarity (good).
  - Tool/resource definitions use about 338 tokens (~67/item across 5 items; 3 tools + 2 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 67/100
  - Stability observed for 20 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 3 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 4 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a current MCP spec version (2026-07-28).

## Install

### How do I install the ai.outfitmaker/outfit-assistant MCP server?

ai.outfitmaker/outfit-assistant is a hosted endpoint at https://outfitmaker.ai/mcp, so there is nothing to install locally. 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 --transport http ai-outfitmaker-outfit-assistant 'https://outfitmaker.ai/mcp'
```

### Cursor

```json
{
  "mcpServers": {
    "ai-outfitmaker-outfit-assistant": {
      "url": "https://outfitmaker.ai/mcp"
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "ai-outfitmaker-outfit-assistant": {
      "type": "http",
      "url": "https://outfitmaker.ai/mcp"
    }
  }
}
```

### Codex

```toml
[mcp_servers.ai-outfitmaker-outfit-assistant]
url = "https://outfitmaker.ai/mcp"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "ai-outfitmaker-outfit-assistant": {
      "type": "remote",
      "url": "https://outfitmaker.ai/mcp",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add ai-outfitmaker-outfit-assistant --url 'https://outfitmaker.ai/mcp' --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  ai-outfitmaker-outfit-assistant:
    url: "https://outfitmaker.ai/mcp"
```

### Netclaw

```json
{
  "McpServers": {
    "ai-outfitmaker-outfit-assistant": {
      "Transport": "http",
      "Url": "https://outfitmaker.ai/mcp"
    }
  }
}
```

### Vellum

```bash
assistant mcp add ai-outfitmaker-outfit-assistant -t streamable-http -u 'https://outfitmaker.ai/mcp'
```

### Other

```json
{
  "mcpServers": {
    "ai-outfitmaker-outfit-assistant": {
      "type": "http",
      "url": "https://outfitmaker.ai/mcp"
    }
  }
}
```

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## 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.

### 2026-10-03 (score 77, +1)

No change was recorded against any check on this day. Stability & Change Management went from 60 to 63. That category is still filling its 30-day observation window: 18 days of observed history at the previous scan, 19 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-01 (score 76, +1)

No change was recorded against any check on this day. Stability & Change Management went from 53 to 57. That category is still filling its 30-day observation window: 16 days of observed history at the previous scan, 17 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-29 (score 75, −6)

- [functional improvement] Schema quality: 108 → 67
- [functional] First check of Schema quality: 0
- [functional] Schema quality: excellent → good
- [functional] New resource “outfitmaker-look”
- [functional] New resource “outfitmaker-outfits”
- [functional] Server version: 1.0.0 → 2.0.0

### 2026-09-28 (score 81, +7)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-09-27 (score 74, +1)

No change was recorded against any check on this day. Stability & Change Management went from 40 to 43. That category is still filling its 30-day observation window: 12 days of observed history at the previous scan, 13 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-25 (score 73, +1)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-09-23 (score 72, +1)

No change was recorded against any check on this day. Stability & Change Management went from 27 to 30. That category is still filling its 30-day observation window: 8 days of observed history at the previous scan, 9 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-21 (score 71, +1)

No change was recorded against any check on this day. Stability & Change Management went from 20 to 23. That category is still filling its 30-day observation window: 6 days of observed history at the previous scan, 7 at this one. The score rises as the window fills, whether or not the server changes.

## MCP tools (3)

### `what_to_wear_today` (~134 tokens)

Get a weather-aware outfit suggestion for today or tomorrow. Provide a city for live weather and forecast; optionally an occasion (casual, school, work, date, party, friends, formal). Asked in the evening? Use day=tomorrow — that's what people dress for.

Input parameters:

- `city` (string): City for live weather (optional)
- `day` (string): today = current conditions; tomorrow = full-day forecast with min/max and layering advice (default today)
- `occasion` (string): One of: casual, school, work, date, party, friends, formal (optional, default casual)

### `suggest_outfit` (~152 tokens)

Get curated outfit formulas for an occasion and weather. Occasions: casual, school, work, date, party, friends, formal.

Input parameters:

- `condition` (string): Weather condition — rain/snow change the outfit, clouds do not (optional)
- `occasion` (string, required): The occasion (required)
- `temperature_c` (number): Outside temperature in °C (optional)
- `temperature_max_c` (number): Afternoon high in °C (optional)
- `temperature_min_c` (number): Morning low in °C — with max, unlocks layering advice for big day swings (optional)
- `wind_kmh` (number): Wind speed in km/h — 25+ changes footwear advice (optional)

### `about_outfitmaker` (~39 tokens)

What OutfitMaker is and what connecting your own closet unlocks (AI outfits from your real clothes, daily weather-aware looks, on-model previews).

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/ai-outfitmaker-outfit-assistant/outfitmaker#diagnostics

## Score history

- 2026-10-04: 77
- 2026-10-03: 77
- 2026-10-02: 76
- 2026-10-01: 76
- 2026-09-30: 75
- 2026-09-29: 75
- 2026-09-28: 81
- 2026-09-27: 74
- 2026-09-26: 73
- 2026-09-25: 73
- 2026-09-24: 72
- 2026-09-23: 72
- 2026-09-22: 71
- 2026-09-21: 71
- 2026-09-20: 70
- 2026-09-19: 70
- 2026-09-18: 69
- 2026-09-17: 69
- 2026-09-16: 69
- 2026-09-15: 68
- 2026-09-14: 68

## Common questions

### What is the ai.outfitmaker/outfit-assistant MCP server?

ai.outfitmaker/outfit-assistant is an MCP server listed in the public MCP registry as ai.outfitmaker/outfit-assistant. Your own closet in your AI: outfits from clothes you own, rendered on a model inline. This page covers its hosted endpoint (https://outfitmaker.ai/mcp).

### Is the ai.outfitmaker/outfit-assistant MCP server safe to use?

ai.outfitmaker/outfit-assistant scores 77 out of 100 on VerifyMCP. 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.

### What tools does the ai.outfitmaker/outfit-assistant MCP server expose?

ai.outfitmaker/outfit-assistant exposes 3 tools: what_to_wear_today, suggest_outfit, about_outfitmaker. Their descriptions and schemas cost roughly 325 tokens of context every time the server is loaded.

### Does the ai.outfitmaker/outfit-assistant MCP server require authentication?

No. We connected to ai.outfitmaker/outfit-assistant without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

### Is the ai.outfitmaker/outfit-assistant MCP server still maintained?

ai.outfitmaker/outfit-assistant is still listed as active in the MCP registry. We last reached this channel on 4 October 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

## Links

- Remote endpoint: https://outfitmaker.ai/mcp
- Repository: https://github.com/elasistentepepe/outfitmaker-mcp
- Website: https://outfitmaker.ai/mcp
- Changelog RSS feed: https://verifymcp.io/servers/ai-outfitmaker-outfit-assistant/outfitmaker.xml
- Changelog JSON feed: https://verifymcp.io/servers/ai-outfitmaker-outfit-assistant/outfitmaker.json
- HTML version of this page: https://verifymcp.io/servers/ai-outfitmaker-outfit-assistant/outfitmaker