Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Let AI assistants paint, edit and export images in a running GIMP 3, with 80 tools.
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
Elige la app de IA que usas y copia la configuración.
Necesitas
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Abre Claude Desktop → Settings → Developer → Edit Config y pega esto en claude_desktop_config.json
{
"mcpServers": {
"gimp3": {
"command": "uvx",
"args": [
"gimp3-mcp"
]
}
}
}Ejecuta esto en tu terminal
claude mcp add gimp3 -- uvx gimp3-mcpPégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"gimp3": {
"command": "uvx",
"args": [
"gimp3-mcp"
]
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"gimp3": {
"type": "stdio",
"command": "uvx",
"args": [
"gimp3-mcp"
]
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Este se ejecuta en tu computadora, y ChatGPT solo puede conectarse a servidores en internet. Elige otra app.
Tu elección se guarda en una cookie en este dispositivo; no necesitas cuenta.
Esta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Se ejecuta en tu computadora; la lista de herramientas aparece en tu app de IA después de instalarlo.
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 7 nov 2026
El nombre en el registro se verificó con la cuenta de GitHub tifyr, dueña del repo
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Este se ejecuta en tu computadora; no hay endpoint en internet
Se ejecuta en tu computadora y usa ajustes locales en su lugar
Se ejecuta en tu computadora; solo podemos leer listas de herramientas de endpoints en internet
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Superó 1 de 1 revisiones básicas aplicables. No hemos leído el código. Antes de agregar una clave o un token, revisa qué acceso pide el servidor y usa una clave que tenga solo los permisos que necesitas.
El registro no indica ninguna clave obligatoria, aunque algunos servidores te piden iniciar sesión la primera vez que los usas.
Se ejecuta en tu computadora. Tu app de IA lo inicia cuando hace falta, y los datos no pasan por los servidores del creador (a menos que el propio servidor llame a un servicio en línea).
El repo de GitHub cambió por última vez –, y la última versión (0.2.0) llegó al registro hace 2 meses.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. También necesitas Python (uv) en tu computadora.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, Systemdox
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Your architecture in your agents' context: checks, specs, ADRs and docs over MCP, at write time.
Copiado tal cual del repo del creador. PopNx MCP no lo ha revisado ni lo respalda. Se quitaron HTML, imágenes y scripts. Los enlaces llevan fuera de este sitio.
gimp3-mcp lets an AI assistant work in a running GIMP 3.2. You describe what you want; the assistant creates or opens images, paints, edits, and exports them, and looks at the image between steps to check its work.
It has two parts: a GIMP plugin that runs inside GIMP, and an MCP server that your AI client (Claude Desktop, Claude Code, or any other MCP client) starts. Together they give the assistant 80 tools, from brush strokes and color adjustments to layers, text, and batch export.
gimp3-mcp started as a fork of gimp-mcp by maorcc and its contributors, and is now developed separately. See Credits and How it differs from gimp-mcp.
Each example is a prompt you can give the assistant, followed by the tools it will typically use.
Paint a picture
Create an 800×800 canvas and paint a ginger cat sitting front-on, in loose painterly strokes.
Look at the canvas after each round of strokes.
`new_canvas` → `paint_stroke` in rounds (textured brushes, tapered strokes, smudging) → `get_state_snapshot` or the `preview` option to look → `sample_color` to pick up colors already on the canvas.
Touch up a photo
Open ~/Pictures/harbor.jpg, auto-level it, add a little contrast and warmth,
sharpen slightly, and export a 2048-pixel-wide JPEG to ~/Pictures/harbor-edit.jpg.
`open_image` → `auto_levels` → `adjust_brightness_contrast` → `adjust_color_balance` → `sharpen` → `scale_to_fit` → `export_image`.
Make a graphic
Make a 1200×630 banner with a dark navy background (#1b2a4a) and the title "Summer Sale"
in large white text with a soft drop shadow, then export it for the web.
`new_canvas` → `add_text` → `apply_drop_shadow` → `export_web_optimized`.
Inspect details
Show me the top-left 300×300 pixels of the current image, enlarged.
get_state_snapshot with a region.
Work with many images
Export every open image as WebP into ~/Desktop/export.
list_images → batch_export.
Anything the tools don't cover
Use GIMP's Python API to list every path in the image and how many strokes each has.
call_api runs Python inside GIMP.
The assistant writes these calls, not you, but they show what the tools accept. Each block is the arguments for the named tool.
get_state_snapshot: look at part of an image (coordinates are image pixels; the result is scaled to fit max_size):
{"image_index": 0, "max_size": 512,
"region": {"x": 140, "y": 80, "width": 240, "height": 300}}
paint_stroke: paint a round of strokes and get a preview back:
{"preview": true, "strokes": [
{"points": [[100, 400], [300, 330], [520, 380]], "brush": "Oils 01", "size": 120, "color": "#3b6e8f"}, {"points": [[140, 420], [300, 370]], "brush": "Bristles 02", "size": 40, "color": "#d9a441", "opacity": 80}, {"points": [[250, 360], [330, 350]], "tool": "smudge", "size": 50, "pressure": "none", "strength": 40} ]}
call_api: evaluate Python inside GIMP:
{"api_path": "exec", "args": ["pyGObject-eval", ["len(Gimp.get_images())"]]}
AI client (Claude Desktop, Claude Code, ...)
│ MCP over stdio ▼ gimp_mcp_server.py MCP server: tool definitions and descriptions │ JSON over TCP, localhost:9877 ▼ gimp-mcp-plugin.py GIMP plugin: runs inside GIMP │ PyGObject ▼ GIMP 3.2
The client starts the MCP server. The server turns each tool call into a JSON command and sends it to the plugin, which carries it out with GIMP's Python API and returns the result. The plugin runs one command at a time.
uvx and fetches Python 3.11 or newer when neededStart GIMP once so it creates its settings folder, then run:
uvx gimp3-mcp install-plugin
This copies the plugin into plug-ins/gimp-mcp-plugin/ inside GIMP's settings folder, and downloads the server so your AI client starts quickly later. It uses the newest GIMP 3.x folder it finds, looking in ~/Library/Application Support/GIMP on macOS, %APPDATA%\GIMP on Windows, and ~/.config/GIMP, ~/snap/gimp/current/.config/GIMP and ~/.var/app/org.gimp.GIMP/config/GIMP on Linux. If your GIMP keeps its settings elsewhere, pass --gimp-dir; Edit > Preferences > Folders > Plug-ins shows the folder GIMP is using. GIMP creates a new settings folder for each minor version, so run the command again after upgrading GIMP. Restart GIMP after installing.
Choose Tools > MCP > Start MCP Server. No image needs to be open. The server listens on localhost:9877 until GIMP quits, so start it again each time you start GIMP. The same menu has Check MCP Server and Restart MCP Server.
Claude Desktop. Add the server to claude_desktop_config.json, which is at ~/Library/Application Support/Claude/ on macOS and %APPDATA%\Claude\ on Windows:
{
"mcpServers": { "gimp": { "command": "uvx", "args": ["gimp3-mcp"] } } }
Quit and reopen Claude Desktop. Claude Desktop lets you turn a connector's tools on and off individually. If the assistant says a tool such as new_canvas isn't available, enable it in the gimp connector's tool settings and start a new chat.
Claude Code.
claude mcp add --scope user gimp -- uvx gimp3-mcp
Other MCP clients. Configure a stdio server with the command uvx and the argument gimp3-mcp.
Ask the assistant to "check the GIMP connection". It calls check_server, which reports whether the plugin is reachable and which GIMP version is running.
The server provides 80 tools. Each tool's own description, which the assistant sees, documents its parameters and results.
| Tool | What it does |
|---|---|
get_state_snapshot | PNG of an image or a region, scaled to fit max_size; the assistant's main way to look |
get_image_bitmap | The same image data with separate max_width/max_height and origin_x/origin_y region keys |
get_image_metadata | Size, color mode, resolution, layers, file |
sample_color | Color at a point of the visible image, as hex, optionally averaged over a radius |
get_pixel_color | Color at one pixel of the visible image or of a single layer |
get_histogram | Mean, median, and spread of a channel of a layer |
get_selection_bounds | Bounding box of the current selection |
list_images | Open images in index order, with names and sizes |
list_layers | Layers from top to bottom, with the active layer marked |
| Tool | What it does |
|---|---|
new_canvas | Create a blank image in a new window |
open_image | Open an image file in a new window |
save_xcf | Save as GIMP's XCF format, keeping layers |
export_image | Export to PNG, JPEG, WebP, or TIFF |
close_image | Close an image opened with new_canvas or open_image (optionally saving XCF first) |
set_active_image | Bring an image's window to the front |
convert_color_mode | Convert to RGB, grayscale, or indexed color |
| Tool | What it does |
|---|---|
paint_stroke | Paint batches of brush strokes: textured brushes, tapered or pressure-varied strokes, airbrush, smudge, eraser |
list_brushes | Brush names for paint_stroke |
draw_line | Straight line with the pencil or paintbrush |
draw_rectangle / draw_ellipse | Rectangle or ellipse outline |
fill_rectangle / fill_ellipse | Filled rectangle or ellipse |
fill_layer | Fill a whole layer with a color |
fill_selection | Fill the selection with a color, GIMP's foreground or background color, a pattern, or transparency |
gradient_fill | Linear or radial gradient |
set_colors | Set GIMP's foreground and background colors |
| Tool | What it does |
|---|---|
adjust_brightness_contrast | Brightness and contrast |
adjust_curves | Curves by channel, with presets or custom points |
adjust_hue_saturation | Hue, saturation, and lightness, for all colors or one color range |
adjust_color_balance | Color balance for shadows, midtones, or highlights |
auto_levels | Stretch the tonal range automatically |
desaturate | Convert a layer to grayscale |
invert_colors | Invert a layer's colors |
| Tool | What it does |
|---|---|
blur / apply_gaussian_blur | Gaussian blur (blur takes separate horizontal and vertical radii) |
sharpen | Unsharp mask |
denoise | Noise reduction |
apply_noise | Add noise or grain |
apply_pixelate | Block mosaic |
apply_emboss | Emboss |
apply_vignette | Darken the edges |
apply_drop_shadow | Soft drop shadow below a layer |
warp_region | Disabled: on GIMP 3.2 it erased the layer instead of warping, so it now returns an error |
| Tool | What it does |
|---|---|
scale_image | Scale to exact dimensions |
scale_to_fit | Scale to fit a box, keeping the aspect ratio |
crop_to_rect | Crop to a rectangle |
crop_to_selection | Crop to the selection, or auto-crop |
rotate_image | Rotate by 90, 180, 270, or any angle |
flip_image | Flip horizontally or vertically |
resize_canvas | Change the canvas size without scaling the content |
| Tool | What it does |
|---|---|
select_rectangle / select_ellipse | Rectangle or ellipse selection, optionally feathered |
select_by_color | Select pixels similar to a color |
select_all / select_none | Select everything or nothing |
invert_selection | Invert the selection |
modify_selection | Grow, shrink, feather, border, or sharpen the selection |
| Tool | What it does |
|---|---|
create_layer | New layer, empty or filled |
duplicate_layer | Copy a layer |
delete_layer | Delete a layer |
rename_layer | Rename a layer |
reorder_layer | Move a layer in the stack |
set_layer_properties | Opacity, blend mode, visibility |
merge_visible_layers | Merge the visible layers |
flatten_image | Flatten all layers |
| Tool | What it does |
|---|---|
add_text | Add a text layer |
edit_text | Change a text layer's text, font, size, or color |
list_fonts | Installed fonts, filtered by name |
| Tool | What it does |
|---|---|
batch_export | Export all open images, or one, to a folder |
batch_resize | Resize all open images |
export_web_optimized | Export JPEG and PNG and report which is smaller |
export_social_media_kit | Export sizes for Instagram, Twitter/X, Facebook, and YouTube |
export_icon_sizes | Export Android or iOS icon sets |
export_sprite_sheet | Combine layers or open images into a sprite sheet |
| Tool | What it does |
|---|---|
check_server | Check that the plugin is reachable |
| restart_server | Reconnect after GIMP
Solo se muestra el principio; lee el resto en el repo