CLIP Image-Text Matching
Orchestra-Research/AI-Research-SKILLs
Explains OpenAI's CLIP model for zero-shot image classification, image-text similarity, semantic image search and content moderation, with install steps and code patterns.
See and understand images when you (the current model) have no native vision.
Install Vision
$ npx skills add aiskillstore/marketplace --skill vision -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aiskillstore/marketplace vision --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/kotot/vision .claude/skills/vision && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "vision" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/kotot/vision into .claude/skills/vision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vision", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/aiskillstore/marketplace/tree/main/skills/kotot/visionType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add aiskillstore/marketplace --skill vision -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aiskillstore/marketplace vision --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/kotot/vision .agents/skills/vision && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "vision" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/kotot/vision into .agents/skills/vision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vision", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aiskillstore/marketplace --skill vision -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aiskillstore/marketplace vision --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/kotot/vision .cursor/skills/vision && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "vision" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/kotot/vision into .cursor/skills/vision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vision", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/aiskillstore/marketplace.git --path skills/kotot/vision--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add aiskillstore/marketplace --skill vision -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aiskillstore/marketplace vision --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/kotot/vision .gemini/skills/vision && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "vision" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/kotot/vision into .gemini/skills/vision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vision", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install aiskillstore/marketplace visionInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add aiskillstore/marketplace --skill vision -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/kotot/vision .github/skills/vision && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "vision" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/kotot/vision into .github/skills/vision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vision", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aiskillstore/marketplace --skill vision -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aiskillstore/marketplace vision --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/kotot/vision .opencode/skills/vision && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "vision" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/kotot/vision into .opencode/skills/vision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vision", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
vision- GitHub stars
- 430
- Token cost
- ~1.1k tokens
- SKILL.md length
- 398 words
- Files
- 3 (incl. scripts)
- Skills in repo
- 1,044
- Repo updated
- First seen
- Licence
- None found
At a glance
See and understand images when you (the current model) have no native vision.
- References a local image file
- SKILL.md covers When to use, How to use, Configuration (required, set… and Notes
- Runs Python scripts from its folder; calls python3 and pip; needs VISION_API_KEY
- An image URL and you cannot view it yourself
What it does
Vision is an agent skill from aiskillstore/marketplace. See and understand images when you (the current model) have no native vision. Use this WHENEVER you need to look at, read, describe, OCR, or reason about the contents of an image, screenshot, photo, diagram, chart, UI mockup, or scanned page — including when the user references a local image file or an image URL and you cannot view it yourself. Also triggers on: 看图 / 识图 / 截图 / 图片内容 / OCR 文字识别 / 这张图是什么. Delegates the actual seeing to a configurable OpenAI-compatible vision model via a small script.
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including scripts (for example `scripts/see.py` and `skill-report.json`).
It sits in AI & LLM Engineering, covering Computer vision and UI design. It works with OpenAI. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.
When your agent uses it
- References a local image file
- An image URL and you cannot view it yourself
- : 看图 / 识图 / 截图 / 图片内容 / OCR 文字识别 / 这张图是什么
Example prompts
- “/vision”
Requirements
- Python 3
- A credential in VISION_API_KEY
What it can do on your machine
Read from SKILL.md and the folder at commit 755bc35. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3pip
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use pip, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names these keys or tokens, usually read from environment variables:
VISION_API_KEY
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Vision loads about 1.1k tokens when it runs. Until then it costs about 127 tokens; SKILL.md has 398 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 398 words (~1,097 tokens).
“You do not have native vision, but you can still "see" an image by running the bundled script, which sends the image to a configurable OpenAI-compatible vision model and returns a text answer.”
- name
- vision
Files
SKILL.md and 2 other files (scripts) in skills/kotot/vision of aiskillstore/marketplace.
- SKILL.md
- scripts/see.py
- skill-report.json
Open the folder on GitHubat commit 755bc35
Compare with similar skills
Vision next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Vision this skillaiskillstore/marketplace | 430 | — | ~1.1k | Automated safety check: Pass | None | |
| CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~1.7k | Automated safety check: Pass | MIT | |
| I4h Workflow Dataset AnnotateNVIDIA/skills | 3.5k | 1 repos | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Openai Visionbenchflow-ai/skillsbench | 1.8k | — | ~5k | Automated safety check: Pass | Apache-2.0 | |
| ModLens Image Vision Bridgeliustack/modlens | 4.2k | — | ~1.3k | Automated safety check: Notes | MIT | |
| Visionxiincs/claude-code-vision-skill | 170 | — | ~1.2k | Automated safety check: Pass | MIT |
Similar skills
- Official
I4h Workflow Dataset Annotate
NVIDIA/skills
Grade or filter workflow HDF5 episodes with an OpenAI-compatible vision model.
Openai Vision
benchflow-ai/skillsbench
Analyze images and multi-frame sequences using OpenAI GPT vision models
ModLens Image Vision Bridge
liustack/modlens
Gives text-only models sight by running the modlens CLI on an image path or URL and returning structured JSON evidence with transcribed text, layout and semantics.
Vision
xiincs/claude-code-vision-skill
Call vision models (Doubao, Qwen, DeepSeek, OpenAI) to analyze images.
Fix PR Design Notes
different-ai/openwork
Reads the advisory design review attached to a pull request's screenshots, fixes the flagged UI problems in product code, and proves each note is gone.
More from aiskillstore/marketplace
All 1,044 skills in this repoCode Stats
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Analyze codebase with tokei (fast line counts by language) and difft (semantic AST-aware diffs).
Data Processing
aiskillstore/marketplace
Process JSON with jq and YAML/TOML with yq. An agent skill from aiskillstore/marketplace.
Doc Scanner
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Scans for project documentation files (AGENTS.md, CLAUDE.md, GEMINI.md, COPILOT.md, CURSOR.md, WARP.md, and 15+ other formats) and synthesizes guidance.
File Search
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Modern file and content search using fd, ripgrep (rg), and fzf.
Find Replace
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Modern find-and-replace using sd (simpler than sed) and batch replacement patterns.
Project Planner
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Detects stale project plans and suggests session commands. An agent skill from aiskillstore/marketplace.
Related
Works with
Questions about Vision
What does Vision do?
See and understand images when you (the current model) have no native vision. Vision is an agent skill from aiskillstore/marketplace. See and understand images when you (the current model) have no native vision.
When should I use Vision?
Vision fits situations like: references a local image file; an image URL and you cannot view it yourself; : 看图 / 识图 / 截图 / 图片内容 / OCR 文字识别 / 这张图是什么.
How do I install Vision in Claude Code?
Run `npx skills add aiskillstore/marketplace --skill vision -a claude-code`. Or copy the skill folder (skills/kotot/vision in aiskillstore/marketplace) into .claude/skills/vision in your project. Claude Code loads it when a task matches its description.
How do I install Vision in Codex?
Run `npx skills add aiskillstore/marketplace --skill vision -a codex`. Or copy the skill folder (skills/kotot/vision in aiskillstore/marketplace) into .agents/skills/vision in your project. Codex loads it when a task matches its description.
Can I use Vision in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aiskillstore/marketplace --skill vision -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/vision, .gemini/skills/vision, .github/skills/vision and .opencode/skills/vision in your project.
What does Vision need to run?
Going by SKILL.md and its folder, Vision needs Python for the scripts in its folder, the command-line tools its instructions call (python3 and pip) and credentials named VISION_API_KEY. Our summary lists: Python 3; A credential in VISION_API_KEY.
Does Vision access the network?
SKILL.md contains no URLs. Its commands use pip, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Vision safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Vision use?
No licence was found for Vision or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Vision use?
About 1.1k tokens (SKILL.md is roughly 4.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Vision?
Skills that share tags, products or a category with Vision: CLIP Image-Text Matching (Orchestra-Research/AI-Research-SKILLs, 13k stars), I4h Workflow Dataset Annotate (NVIDIA/skills, 3.5k stars), Openai Vision (benchflow-ai/skillsbench, 1.8k stars) and ModLens Image Vision Bridge (liustack/modlens, 4.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Vision?
aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 430 GitHub stars. The repository holds 1,044 skills in this directory. The repository was last updated on October 9, 2026.
Source: aiskillstore/marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.