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.
Generate text embeddings via OpenRouter using Qwen3-Embedding-8B.
Install Openrouter Embeddings
$ npx skills add QinghongLin/data2story-skill --skill openrouter-embeddings -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install QinghongLin/data2story-skill openrouter-embeddings --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/QinghongLin/data2story-skill.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/data2story/designer/scripts/openrouter-embeddings .claude/skills/openrouter-embeddings && 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 "openrouter-embeddings" agent skill from https://github.com/QinghongLin/data2story-skill/tree/main/skills/data2story/designer/scripts/openrouter-embeddings into .claude/skills/openrouter-embeddings/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openrouter-embeddings", 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/QinghongLin/data2story-skill/tree/main/skills/data2story/designer/scripts/openrouter-embeddingsType 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 QinghongLin/data2story-skill --skill openrouter-embeddings -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install QinghongLin/data2story-skill openrouter-embeddings --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/QinghongLin/data2story-skill.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/data2story/designer/scripts/openrouter-embeddings .agents/skills/openrouter-embeddings && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "openrouter-embeddings" agent skill from https://github.com/QinghongLin/data2story-skill/tree/main/skills/data2story/designer/scripts/openrouter-embeddings into .agents/skills/openrouter-embeddings/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openrouter-embeddings", 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 QinghongLin/data2story-skill --skill openrouter-embeddings -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install QinghongLin/data2story-skill openrouter-embeddings --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/QinghongLin/data2story-skill.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/data2story/designer/scripts/openrouter-embeddings .cursor/skills/openrouter-embeddings && 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 "openrouter-embeddings" agent skill from https://github.com/QinghongLin/data2story-skill/tree/main/skills/data2story/designer/scripts/openrouter-embeddings into .cursor/skills/openrouter-embeddings/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openrouter-embeddings", 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/QinghongLin/data2story-skill.git --path skills/data2story/designer/scripts/openrouter-embeddings--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 QinghongLin/data2story-skill --skill openrouter-embeddings -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install QinghongLin/data2story-skill openrouter-embeddings --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/QinghongLin/data2story-skill.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/data2story/designer/scripts/openrouter-embeddings .gemini/skills/openrouter-embeddings && 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 "openrouter-embeddings" agent skill from https://github.com/QinghongLin/data2story-skill/tree/main/skills/data2story/designer/scripts/openrouter-embeddings into .gemini/skills/openrouter-embeddings/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openrouter-embeddings", 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 QinghongLin/data2story-skill openrouter-embeddingsInstalls 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 QinghongLin/data2story-skill --skill openrouter-embeddings -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/QinghongLin/data2story-skill.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/data2story/designer/scripts/openrouter-embeddings .github/skills/openrouter-embeddings && 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 "openrouter-embeddings" agent skill from https://github.com/QinghongLin/data2story-skill/tree/main/skills/data2story/designer/scripts/openrouter-embeddings into .github/skills/openrouter-embeddings/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openrouter-embeddings", 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 QinghongLin/data2story-skill --skill openrouter-embeddings -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install QinghongLin/data2story-skill openrouter-embeddings --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/QinghongLin/data2story-skill.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/data2story/designer/scripts/openrouter-embeddings .opencode/skills/openrouter-embeddings && 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 "openrouter-embeddings" agent skill from https://github.com/QinghongLin/data2story-skill/tree/main/skills/data2story/designer/scripts/openrouter-embeddings into .opencode/skills/openrouter-embeddings/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openrouter-embeddings", 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
openrouter-embeddings- GitHub stars
- 155
- Token cost
- ~499 tokens
- SKILL.md length
- 139 words
- Files
- 3 (incl. scripts)
- Skills in repo
- 31
- Repo updated
- First seen
- Licence
- MIT
At a glance
Generate text embeddings via OpenRouter using Qwen3-Embedding-8B.
- Tasks that involve Embeddings
- SKILL.md covers Usage, Flags, Endpoint and Notes
- Runs Python scripts from its folder; calls python3; needs OPENROUTER_API_KEY
- Tasks that involve Model routing and gateways
What it does
Openrouter Embeddings is an agent skill from QinghongLin/data2story-skill. Generate text embeddings via OpenRouter using Qwen3-Embedding-8B.
Its SKILL.md is about 500 tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including scripts (for example `config.json` and `scripts/embed.py`).
It sits in AI & LLM Engineering, covering Embeddings and Model routing and gateways. It works with OpenRouter and Qwen. The repository describes itself as: Data Journalist Agent: Transforming Data into Verifiable Multimodal Story. The licence is MIT.
When your agent uses it
- Tasks that involve Embeddings
- Tasks that involve Model routing and gateways
Example prompts
- “/openrouter-embeddings”
Requirements
- Python 3
- A credential in OPENROUTER_API_KEY
What it can do on your machine
Read from SKILL.md and the folder at commit 63a55c1. 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:
python3
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_KEY
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Openrouter Embeddings loads about 499 tokens when it runs. Until then it costs about 22 tokens; SKILL.md has 139 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
The full file from QinghongLin/data2story-skill at commit 63a55c1, republished under its MIT licence (© QinghongLin). 139 words, ~499 tokens.
Download SKILL.mdSave it as
.claude/skills/openrouter-embeddings/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.- name
- openrouter-embeddings
- description
- Generate text embeddings via OpenRouter using Qwen3-Embedding-8B.
openrouter-embeddings
Text → embedding vector via OpenRouter. Default model: qwen/qwen3-embedding-8b.
Usage
Resolve TOOL_DIR = the directory containing this SKILL.md. Commands below use TOOL_DIR as a symbolic placeholder; replace it with the resolved, quoted path before running Bash.
Single text
export OPENROUTER_API_KEY=sk-or-v1-...
python3 TOOL_DIR/scripts/embed.py \
--text "The quick brown fox jumps over the lazy dog" \
--output vec.jsonBatch from JSONL
Input records.jsonl (one JSON per line):
{"id": "row_0", "text": "Every place name in the United States."}
{"id": "row_1", "text": "Nearby stars and potential exoplanets."}Run:
python3 TOOL_DIR/scripts/embed.py \
--jsonl records.jsonl \
--output records_with_embeddings.jsonl \
--batch-size 32Output is the same JSONL with an added embedding field per line.
Flags
| Flag | Default | Description |
|---|---|---|
--text | — | Embed one string (mutually exclusive with --jsonl) |
--jsonl | — | Embed many; each line must have a text field |
--output | required | Output path |
--model | qwen/qwen3-embedding-8b | Any embedding model on OpenRouter |
--batch-size | 32 | Records per API call (jsonl mode) |
--dimensions | — | Optional: truncate to N dims if supported |
Endpoint
POST /api/v1/embeddings — OpenAI-compatible schema.
Request:
{ "model": "qwen/qwen3-embedding-8b", "input": ["text1", "text2", ...] }Response:
{ "data": [ { "embedding": [0.01, -0.02, ...], "index": 0 }, ... ], "model": "...", "usage": {...} }Notes
qwen3-embedding-8boutputs high-dimensional dense vectors suitable for semantic similarity, clustering, RAG.- For cheaper batches, consider
qwen/qwen3-embedding-4bor other listed embedding models (GET /api/v1/embeddings/models).
© QinghongLin, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 2 other files (scripts) in skills/data2story/designer/scripts/openrouter-embeddings of QinghongLin/data2story-skill.
- SKILL.md
- config.json
- scripts/embed.py
Open the folder on GitHubat commit 63a55c1
Compare with similar skills
Openrouter Embeddings 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 |
|---|---|---|---|---|---|---|
| Openrouter Embeddings this skillQinghongLin/data2story-skill | 155 | — | ~499 | Automated safety check: Pass | MIT | |
| Embeddings via 9Routerdecolua/9router | 31k | — | ~604 | Automated safety check: Pass | MIT | |
| Openrouter Imgrtadewald/skills | 185 | — | ~800 | Automated safety check: Notes | None | |
| Page AgentTommy-yw/RunbookHermes | 546 | 3 repos | ~2.3k | Automated safety check: Notes | 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 |
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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
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Operates the ccproxy inspector MITM system for intercepting, inspecting, and transforming LLM API traffic.
Outsourcerer
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Cross-harness orchestrator for AI coding work. An agent skill from alexgreensh/outsourcerer.
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Related
Works with
Categories
Questions about Openrouter Embeddings
What does Openrouter Embeddings do?
Generate text embeddings via OpenRouter using Qwen3-Embedding-8B. Openrouter Embeddings is an agent skill from QinghongLin/data2story-skill. Generate text embeddings via OpenRouter using Qwen3-Embedding-8B.
When should I use Openrouter Embeddings?
Openrouter Embeddings fits situations like: tasks that involve Embeddings; tasks that involve Model routing and gateways.
How do I install Openrouter Embeddings in Claude Code?
Run `npx skills add QinghongLin/data2story-skill --skill openrouter-embeddings -a claude-code`. Or copy the skill folder (skills/data2story/designer/scripts/openrouter-embeddings in QinghongLin/data2story-skill) into .claude/skills/openrouter-embeddings in your project. Claude Code loads it when a task matches its description.
How do I install Openrouter Embeddings in Codex?
Run `npx skills add QinghongLin/data2story-skill --skill openrouter-embeddings -a codex`. Or copy the skill folder (skills/data2story/designer/scripts/openrouter-embeddings in QinghongLin/data2story-skill) into .agents/skills/openrouter-embeddings in your project. Codex loads it when a task matches its description.
Can I use Openrouter Embeddings 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 QinghongLin/data2story-skill --skill openrouter-embeddings -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/openrouter-embeddings, .gemini/skills/openrouter-embeddings, .github/skills/openrouter-embeddings and .opencode/skills/openrouter-embeddings in your project.
What does Openrouter Embeddings need to run?
Going by SKILL.md and its folder, Openrouter Embeddings needs Python for the scripts in its folder, the command-line tools its instructions call (python3) and credentials named OPENROUTER_API_KEY. Our summary lists: Python 3; A credential in OPENROUTER_API_KEY.
Does Openrouter Embeddings 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 Openrouter Embeddings 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 Openrouter Embeddings use?
Openrouter Embeddings is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Openrouter Embeddings use?
About 499 tokens (SKILL.md is roughly 2k 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 Openrouter Embeddings?
Skills that share tags, products or a category with Openrouter Embeddings: Embeddings via 9Router (decolua/9router, 31k stars), Openrouter Img (rtadewald/skills, 185 stars), Page Agent (Tommy-yw/RunbookHermes, 546 stars) and FreeRide Free Model Manager (Shaivpidadi/FreeRide, 238 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Openrouter Embeddings?
QinghongLin (a GitHub user) maintains it in QinghongLin/data2story-skill, which has 155 GitHub stars. The repository holds 31 skills in this directory. The repository was last updated on July 5, 2026.
Source: QinghongLin/data2story-skill on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.