Embeddings via 9Router
decolua/9router
Generates vector embeddings through the 9Router /v1/embeddings endpoint, using models from providers such as OpenAI, Gemini, Mistral and Voyage for RAG and semantic search.
Review screenshots or other images with OpenRouter vision models via bundled Deno scripts.
Install Review Image
$ npx skills add mizchi/skills --skill review-image -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mizchi/skills review-image --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/mizchi/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/review-image .claude/skills/review-image && 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 "review-image" agent skill from https://github.com/mizchi/skills/tree/main/review-image into .claude/skills/review-image/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-image", 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/mizchi/skills/tree/main/review-imageType 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 mizchi/skills --skill review-image -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mizchi/skills review-image --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mizchi/skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/review-image .agents/skills/review-image && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "review-image" agent skill from https://github.com/mizchi/skills/tree/main/review-image into .agents/skills/review-image/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-image", 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 mizchi/skills --skill review-image -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mizchi/skills review-image --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mizchi/skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/review-image .cursor/skills/review-image && 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 "review-image" agent skill from https://github.com/mizchi/skills/tree/main/review-image into .cursor/skills/review-image/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-image", 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/mizchi/skills.git --path review-image--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 mizchi/skills --skill review-image -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mizchi/skills review-image --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mizchi/skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/review-image .gemini/skills/review-image && 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 "review-image" agent skill from https://github.com/mizchi/skills/tree/main/review-image into .gemini/skills/review-image/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-image", 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 mizchi/skills review-imageInstalls 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 mizchi/skills --skill review-image -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/mizchi/skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/review-image .github/skills/review-image && 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 "review-image" agent skill from https://github.com/mizchi/skills/tree/main/review-image into .github/skills/review-image/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-image", 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 mizchi/skills --skill review-image -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install mizchi/skills review-image --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mizchi/skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/review-image .opencode/skills/review-image && 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 "review-image" agent skill from https://github.com/mizchi/skills/tree/main/review-image into .opencode/skills/review-image/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-image", 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
review-image- GitHub stars
- 360
- Token cost
- ~1.3k tokens
- SKILL.md length
- 451 words
- Files
- 7 (incl. scripts)
- Skills in repo
- 69
- Repo updated
- First seen
- Licence
- None found
At a glance
Review screenshots or other images with OpenRouter vision models via bundled Deno scripts.
- Quick VRT sanity checks
- SKILL.md covers When to use, Requirements, Invocation and Scripts, plus 2 more sections
- Runs TypeScript scripts from its folder; calls deno; needs OPENROUTER_API_KEY and OPENROUTER_KEY
- Invalid-image screening
What it does
Review Image is an agent skill from mizchi/skills. Review screenshots or other images with OpenRouter vision models via bundled Deno scripts. Use for quick VRT sanity checks, invalid-image screening, or CI gates. scripts/review-image.ts returns freeform feedback; scripts/review-image-ci.ts returns strict pass|fail JSON and exits non-zero on fail.
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 8 other files, including scripts (for example `README.md`, `agents/openai.yaml` and `scripts/review-image-ci.ts`).
It sits in AI & LLM Engineering, covering Model routing and gateways and Computer vision. It works with Deno and OpenRouter. The repository describes itself as: Agent skills by mizchi, distributed via APM.
When your agent uses it
- Quick VRT sanity checks
- Invalid-image screening
Example prompts
- “/review-image”
Requirements
- Node.js
- A credential in OPENROUTER_API_KEY
- A credential in OPENROUTER_KEY
What it can do on your machine
Read from SKILL.md and the folder at commit 62f5808. 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 4 files in scripts/ (TypeScript), which the agent can run.
Shell commands in SKILL.md call:
deno
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names these keys or tokens, usually read from environment variables:
OPENROUTER_API_KEYOPENROUTER_KEY
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Review Image loads about 1.3k tokens when it runs. Until then it costs about 79 tokens; SKILL.md has 451 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 451 words (~1,271 tokens).
“Use this skill when you want a cheap vision-model opinion on an image before doing heavier work.”
- name
- review-image
Files
SKILL.md and 6 other files (scripts) in review-image of mizchi/skills.
- SKILL.md
- README.md
- agents/openai.yaml
- scripts/review-image-ci.ts
- scripts/review-image-ci_test.ts
- scripts/review-image.ts
- scripts/review-image_test.ts
Open the folder on GitHubat commit 62f5808
Compare with similar skills
Review Image 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 |
|---|---|---|---|---|---|---|
| Review Image this skillmizchi/skills | 360 | — | ~1.3k | Automated safety check: Pass | None | |
| Embeddings via 9Routerdecolua/9router | 31k | — | ~604 | Automated safety check: Pass | MIT | |
| FreeRide Free Model ManagerShaivpidadi/FreeRide | 238 | 2 repos | ~1.1k | Automated safety check: Pass | None | |
| Using Ccproxy Inspectorstarbaser/ccproxy | 350 | — | ~2.7k | Automated safety check: Pass | Custom licence | |
| Outsourcereralexgreensh/outsourcerer | 171 | — | ~5.5k | Automated safety check: Notes | Custom licence | |
| Pinme LLMglitternetwork/pinme | 3.8k | — | ~2.8k | Automated safety check: Pass | MIT |
Similar skills
FreeRide Free Model Manager
Shaivpidadi/FreeRide
Configures OpenClaw to use free OpenRouter models, setting the best one as primary and adding ranked fallbacks so rate limits do not interrupt work.
Using Ccproxy Inspector
starbaser/ccproxy
Operates the ccproxy inspector MITM system for intercepting, inspecting, and transforming LLM API traffic.
Outsourcerer
alexgreensh/outsourcerer
Cross-harness orchestrator for AI coding work. An agent skill from alexgreensh/outsourcerer.
Pinme LLM
glitternetwork/pinme
A skill your agent uses when a PinMe project (Worker TypeScript) needs to call OpenRouter-backed LLM APIs, including models, chat/completions, streaming, or OpenRouter web search.
Hyper Jev
disler/ten-levels-of-jev
Integrate and use Jev, TypeSafe AI's System One decision model, in production codebases.
More from mizchi/skills
All 69 skills in this repoPublish Agent Skill
mizchi/skills
Package, publish, verify and update an agent skill through a Claude Code plugin marketplace, APM or the npx skills CLI.
AI Index
mizchi/skills
Method and tooling for measuring how AI-generated a piece of prose reads, in Japanese or English.
Cloudflare Deploy
mizchi/skills
Deploy applications and infrastructure to Cloudflare with the cf CLI and typed cloudflare.config.ts.
Sqlc Gen Moonbit Safety
mizchi/skills
Post-generation safety checks for sqlc-gen-moonbit + Cloudflare D1.
Apm Usage
mizchi/skills
Reference for APM (Agent Package Manager) — apm.yml syntax, install / uninstall / update commands, target detection, lockfile workflow.
Ast Grep Practice
mizchi/skills
Operate ast-grep as a project lint tool. An agent skill from mizchi/skills.
Related
Works with
Categories
Questions about Review Image
What does Review Image do?
Review screenshots or other images with OpenRouter vision models via bundled Deno scripts. Review Image is an agent skill from mizchi/skills. Review screenshots or other images with OpenRouter vision models via bundled Deno scripts.
When should I use Review Image?
Review Image fits situations like: quick VRT sanity checks; invalid-image screening.
How do I install Review Image in Claude Code?
Run `npx skills add mizchi/skills --skill review-image -a claude-code`. Or copy the skill folder (review-image in mizchi/skills) into .claude/skills/review-image in your project. Claude Code loads it when a task matches its description.
How do I install Review Image in Codex?
Run `npx skills add mizchi/skills --skill review-image -a codex`. Or copy the skill folder (review-image in mizchi/skills) into .agents/skills/review-image in your project. Codex loads it when a task matches its description.
Can I use Review Image 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 mizchi/skills --skill review-image -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/review-image, .gemini/skills/review-image, .github/skills/review-image and .opencode/skills/review-image in your project.
What does Review Image need to run?
Going by SKILL.md and its folder, Review Image needs TypeScript for the scripts in its folder, the command-line tools its instructions call (deno) and credentials named OPENROUTER_API_KEY and OPENROUTER_KEY. Our summary lists: Node.js; A credential in OPENROUTER_API_KEY; A credential in OPENROUTER_KEY.
Does Review Image access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Review Image 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 Review Image use?
No licence was found for Review Image or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Review Image use?
About 1.3k tokens (SKILL.md is roughly 5.1k 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 Review Image?
Skills that share tags, products or a category with Review Image: Embeddings via 9Router (decolua/9router, 31k stars), FreeRide Free Model Manager (Shaivpidadi/FreeRide, 238 stars), Using Ccproxy Inspector (starbaser/ccproxy, 350 stars) and Outsourcerer (alexgreensh/outsourcerer, 171 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Review Image?
mizchi (a GitHub user) maintains it in mizchi/skills, which has 360 GitHub stars. The repository holds 69 skills in this directory. The repository was last updated on October 2, 2026.
Source: mizchi/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.