PhotoQuilt

by hugging-appsco.huggingface.hugging-apps/photo-quilt

How the score works

Arbitrary-resolution photomosaics via tiled denoising

  • Remote endpoint
  • 1 tool

Uptime

Checked  · every day

100%from 7 days of checks

Up without downtime on 7 of 7 days with data.

  • No downtime
  • Degraded
  • Down over 5 minutes
  • No data
  • Not checked yet

Response time

Median 1201 ms, slowest 5% 1260 ms for the handshake and the tool list, over 30 days.

1500 ms750 ms0

How far each check got

  • Reached the address 100%
  • Completed the handshake 100%
  • Listed its tools 100%

1 tool at the last answer.

Every day
DayResultChecksMedian
6 Nov (today)No downtime11174 ms
5 NovNo downtime1of 11251 ms
4 NovNo downtime1of 11111 ms
3 NovNo downtime1of 11201 ms
2 NovNo downtime1of 11202 ms
1 NovNo downtime1of 1972 ms
31 OctNo downtime11206 ms

A failure counts as down time only when a second check five minutes later fails too. How we check

Connect to the publisher's own endpoint

Run in a terminal:

claude mcp add --transport sse photo-quilt https://hugging-apps-photo-quilt.hf.space/gradio_api/mcp/sse
For agents: the install prompt

Every step above as one Markdown text, for an assistant installing it for you.

# Install the MCP server PhotoQuilt (`co.huggingface.hugging-apps/photo-quilt`)

Its page: https://plug.directory/servers/co.huggingface.hugging-apps/photo-quilt

It runs on the publisher's servers; the client connects to its URL.

Use the section for the person's client.

## Claude Desktop

Paste into Settings › Connectors › Add custom connector:

```text
https://hugging-apps-photo-quilt.hf.space/gradio_api/mcp/sse
```

## Claude Code

Run in a terminal:

```sh
claude mcp add --transport sse photo-quilt https://hugging-apps-photo-quilt.hf.space/gradio_api/mcp/sse
```

## Cursor, Devin Desktop, LM Studio, Gemini CLI, oterm, ECA

Merge into the place for the person's client:

- Cursor: ~/.cursor/mcp.json
- Devin Desktop: ~/.config/devin/mcp_config.json
- LM Studio: mcp.json (Program › Install › Edit mcp.json)
- Gemini CLI: ~/.gemini/settings.json
- oterm: config.json in oterm's data folder (~/Library/Application Support/oterm on macOS, ~/.local/share/oterm on Linux, %APPDATA%\oterm on Windows)
- ECA: ~/.config/eca/config.json (global) or .eca/config.json in the project

```json
{
  "mcpServers": {
    "photo-quilt": {
      "url": "https://hugging-apps-photo-quilt.hf.space/gradio_api/mcp/sse"
    }
  }
}
```

## VS Code

Merge into .vscode/mcp.json:

```json
{
  "servers": {
    "photo-quilt": {
      "type": "sse",
      "url": "https://hugging-apps-photo-quilt.hf.space/gradio_api/mcp/sse"
    }
  }
}
```

## Zed

This server's endpoint speaks only SSE, which this client's documentation does not list among its transports; use another client for it.

## Cline, AnythingLLM, Augment Code

Merge into the place for the person's client:

- Cline: cline_mcp_settings.json (MCP Servers › Configure › Configure MCP Servers)
- AnythingLLM: anythingllm_mcp_servers.json in the AnythingLLM storage plugins directory
- Augment Code: Augment Settings Panel – MCP section – Import from JSON (VS Code extension)

```json
{
  "mcpServers": {
    "photo-quilt": {
      "type": "sse",
      "url": "https://hugging-apps-photo-quilt.hf.space/gradio_api/mcp/sse"
    }
  }
}
```

## Continue

Merge into ~/.continue/config.yaml:

```yaml
mcpServers:
  - name: "photo-quilt"
    type: sse
    url: "https://hugging-apps-photo-quilt.hf.space/gradio_api/mcp/sse"
```

## Goose

This server's endpoint speaks only SSE, which this client's documentation does not list among its transports; use another client for it.

## Codex

This server's endpoint speaks only SSE, which this client's documentation does not list among its transports; use another client for it.

## mcp-client-cli, TUUI, BoltAI, Bob Shell, Kiro, Kiro CLI

This server's endpoint speaks only SSE, which this client's documentation does not list among its transports; use another client for it.

## Agenvoy

This server's endpoint speaks only SSE, which this client's documentation does not list among its transports; use another client for it.

## Amp

Merge into ~/.config/amp/settings.json (user) or .amp/settings.json (workspace):

```json
{
  "amp.mcpServers": {
    "photo-quilt": {
      "url": "https://hugging-apps-photo-quilt.hf.space/gradio_api/mcp/sse"
    }
  }
}
```

Then restart the client, or reload its MCP servers, and ask it to list the server's tools to confirm it started.

Tools 1

  • photo_quilt_generate_photomosaic Generate an arbitrary-resolution photomosaic via bootstrapped tiled denoising. Faithful to the reference implementation (github.com/KooroshRH/PhotoQuilt/flux2), the generation runs the four phases on the distilled FLUX.2 [klein] transformer: 1. Bootstrap: generate a low-res image from the prompt (kept as raw latents). 2. Latent upscale: bicubically upscale the bootstrap latents to the target resolution. 3. Noise inject: re-noise the upscaled latent canvas at step ``steps - noise_steps``. 4. Tiled denoise: run the remaining steps in ONE pipeline call with the transformer in window-attention mode — the latent sequence is split into fixed overlapping windows, each window attends only over its own tokens + its own text stream, and overlapping windows are merged by scatter-mean at the attention level. This latent/attention-level tiling is what produces the visible quilted mosaic.

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