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vision_llm

Send multimodal queries (text + image) to the vision subsystem and WAIT for the response.

Skill by bob-ros2

IndexedApache-2.0
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Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/bob-ros2-vision-llm

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About

Send multimodal queries (text + image) to the vision subsystem and WAIT for the response.

Use cases: ml

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
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Install scripts
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Runs as
Python package

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/vision-llm

What's inside

Skill name
vision_llm
Description
Send multimodal queries (text + image) to the vision subsystem and WAIT for the response.
License
Apache-2.0
Instructions
39 lines in SKILL.md · view on GitHub

Before installing

  • Ships executable scripts

Agent Skills spec issues

  • name: only lowercase letters, digits and single hyphens allowed

Files (5)

  • SKILL.md
  • .ament_ignore · scripts/
  • __init__.py · scripts/
  • send_vision_request.py · scripts/
  • vision_query.py · scripts/

SKILL.md (first lines)

# Vision LLM Skill

## Description
This skill allows Eva to analyze and describe images by interfacing with the `brain_vision` node (Gemma 3). Unlike basic publishers, this skill is **synchronous/blocking**: it sends a prompt and an image path, then waits until the vision model returns the full text description.

## Usage

### 1. Synchronous Query (Recommended)
Use this for a direct answer. The script will block until the response is received from the specialist topic. The tool output (stdout) will contain the actual visual analysis.
```python
# The result of this tool call is the actual image description.
execute_skill_script("vision_llm", "scripts/send_vision_request.py", "--prompt 'Describe this image details' --image_path /tmp/vision_image.jpg")
```

### 2. JSON Generation Only (Testing)
Generate the `bob_llm` multimodal JSON format without ROS communication.
```python
execute_skill_script("vision_llm", "scripts/vision_query.py", "--prompt 'What is here?' --image_path /path/to/img.jpg")
```

## Parameters
- `--prompt`: The text query for the Vision LLM (required).
- `--image_path`: Absolute local path to the image file (required).
- `--timeout`: Maximum wait time in seconds (default: 60.0).
- `--topic`: Target ROS topic (default: `/eva/vision/prompt`).

## Scripts
1. **scripts/send_vision_request.py**: MAIN ENTRY POINT. Sends the request and waits for the response.
2. **scripts/vision_query.py**: Utility for JSON formatting.

## Prerequisites
- `brain_vision` node (e.g., Gemma 3) must be running.
- ROS 2 Orchestrator must be active for topic routing.
- The image file must be readable by the script.

## Technical Details
- Subscribe: `/eva/logic/internal/specialist_response` (to capture the vision response).
- Publish: `/eva/vision/prompt`.
- Output: The result is printed directly to `stdout` for the caller (Eva) to consume.

From bob-ros2/bob_central, Apache-2.0.

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Last commit (this folder)
Apr 25, 2026 (6 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
Apache-2.0
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

vision_llm skill. Agent Mart. https://agentmart.dev/skills/bob-ros2-vision-llm (last updated 2026-10-24)