Agent skill

Llmquant Options

by LLMQuant in LLMQuant/skills

Router skill for LLMQuant options workflows. An agent skill from LLMQuant/skills.

MITAuto-check passedBusiness, Finance & HR

Install Llmquant Options

skills CLI
$ npx skills add LLMQuant/skills --skill llmquant-options -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install LLMQuant/skills llmquant-options --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/LLMQuant/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/llmquant-options .claude/skills/llmquant-options && rm -rf skills-src

Use ~/.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/

Facts

Skill name
llmquant-options
GitHub stars
229
Token cost
~727 tokens
SKILL.md length
264 words
Files
13 (incl. scripts, assets)
Skills in repo
18
Repo updated
First seen
Licence
MIT

At a glance

Router skill for LLMQuant options workflows. An agent skill from LLMQuant/skills.

  • Works in 5 steps: Identify ticker, expiration, strikes,… → Select the closest workflow below. → Open only the selected workflow and… → …
  • The user needs IV rank
  • SKILL.md covers Routing Rules, Workflow Index and LLMQuant Data Contract
  • Strategy construction

What it does

Llmquant Options is an agent skill from LLMQuant/skills. Router skill for LLMQuant options workflows. Use when the user needs IV rank, option scoring, strategy construction, Greeks, P&L simulation, volatility surface, unusual activity, earnings IV crush, backtests, or hedges.

Its SKILL.md is about 730 tokens, which your agent loads only when the skill is triggered. The skill folder holds 15 other files, including scripts and assets (for example `workflows/bull-put-spread-backtest.md`, `workflows/earnings-iv-crush.md` and `workflows/greeks-dashboard.md`).

It sits in Business, Finance & HR, covering Trading and backtesting. The repository describes itself as: Reusable Skills for LLMQuant Agent, Claude Code, Claude.ai, Cursor, Hermes Agent, OpenClaw and Codex, grounded in LLMQuant Data. The licence is MIT.

When your agent uses it

  • The user needs IV rank
  • Strategy construction
  • Volatility surface
  • Unusual activity

Example prompts

  • “/llmquant-options”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Identify ticker, expiration, strikes, direction, horizon, risk budget, and strategy constraints.
  2. Select the closest workflow below.
  3. Open only the selected workflow and relevant scripts/assets.
  4. Use LLMQuant Data for prices, option chains, IV history, Greeks, option flow, earnings, and event inputs.
  5. Report timestamps, contract metadata, data windows, assumptions, stale notices, and missing inputs.

What it can do on your machine

Read from SKILL.md and the folder at commit 1918237. 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/, which the agent can run.

    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 no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Llmquant Options loads about 727 tokens when it runs. Until then it costs about 59 tokens; SKILL.md has 264 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~59
When it runs · the whole SKILL.md, loaded when a task matches
~727

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 LLMQuant/skills at commit 1918237, republished under its MIT licence (© LLMQuant). 264 words, ~727 tokens.

Download SKILL.mdSave it as .claude/skills/llmquant-options/SKILL.md (or your agent's skills folder). This skill also uses 12 other files; get the full folder from GitHub.
name
llmquant-options
description
Router skill for LLMQuant options workflows. Use when the user needs IV rank, option scoring, strategy construction, Greeks, P&L simulation, volatility surface, unusual activity, earnings IV crush, backtests, or hedges.
input_data_source
LLMQuant Data
category
options

LLMQuant Options

This category routes option, volatility, hedge, and options-backtest workflows.

Routing Rules

  1. Identify ticker, expiration, strikes, direction, horizon, risk budget, and strategy constraints.
  2. Select the closest workflow below.
  3. Open only the selected workflow and relevant scripts/assets.
  4. Use LLMQuant Data for prices, option chains, IV history, Greeks, option flow, earnings, and event inputs.
  5. Report timestamps, contract metadata, data windows, assumptions, stale notices, and missing inputs.

Workflow Index

User intentWorkflow
Evaluate whether implied volatility is cheap or expensive versus history.workflows/iv-rank.md
Score and rank option contracts.workflows/options-score.md
Build a multi-leg option strategy from a market view.workflows/options-strategy.md
Calculate and interpret option Greeks.workflows/greeks-dashboard.md
Simulate option P&L, breakevens, and stress scenarios.workflows/pnl-simulator.md
Analyze IV across strikes and expirations.workflows/volatility-surface.md
Analyze single-expiry skew and smile shape.workflows/volatility-smile.md
Detect and interpret unusual options activity.workflows/unusual-activity.md
Analyze earnings implied moves and IV crush.workflows/earnings-iv-crush.md
Backtest bull put spread signal rules versus controls.workflows/bull-put-spread-backtest.md

LLMQuant Data Contract

Prefer LLMQuant Data when available. The workflows may need these data capabilities:

  • Retrieve option chains with expirations, strikes, bid/ask, volume, open interest, and implied volatility.
  • Retrieve IV history, IV rank, IV percentile, term structure, skew, and volatility surface data.
  • Retrieve Greeks, option flow, unusual activity, strategy backtest inputs, and earnings/event calendars.
  • Retrieve underlying equity prices, realized volatility, drawdowns, and liquidity context.

Fallback:

  • If option data is missing, state the exact chain, IV, Greek, flow, or backtest input needed.
  • If LLMQuant Data or a compatible data MCP is unavailable, ask for option chain exports or user-provided pricing tables.
  • Do not fabricate option quotes, IV, open interest, or Greeks.

© LLMQuant, 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 12 other files (scripts, assets) in skills/llmquant-options of LLMQuant/skills.

  • SKILL.md
  • assets/.gitkeep
  • scripts/.gitkeep
  • workflows/bull-put-spread-backtest.md
  • workflows/earnings-iv-crush.md
  • workflows/greeks-dashboard.md
  • workflows/iv-rank.md
  • workflows/options-score.md
  • workflows/options-strategy.md
  • workflows/pnl-simulator.md
  • workflows/unusual-activity.md
  • workflows/volatility-smile.md
  • workflows/volatility-surface.md

Open the folder on GitHubat commit 1918237

Compare with similar skills

Llmquant Options 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.

Llmquant Options compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Llmquant Options this skillLLMQuant/skills229—~727Automated safety check: PassMIT
Tushare Datazillionare/zillionare3192 repos~2.3kAutomated safety check: PassNone
Tradingview MCPatilaahmettaner/tradingview-mcp5k—~1.3kAutomated safety check: PassMIT
Digital Oraclekomako-workshop/digital-oracle870—~5.9kAutomated safety check: PassMIT
Fintoolsecond-state/fintool3161 repos~5.9kAutomated safety check: PassNone
Polyclawchainstacklabs/polyclaw3601 repos~2kAutomated safety check: PassApache-2.0

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Questions about Llmquant Options

What does Llmquant Options do?

Router skill for LLMQuant options workflows. An agent skill from LLMQuant/skills. Llmquant Options is an agent skill from LLMQuant/skills. Router skill for LLMQuant options workflows.

When should I use Llmquant Options?

Llmquant Options fits situations like: the user needs IV rank; strategy construction; volatility surface; unusual activity.

How do I install Llmquant Options in Claude Code?

Run `npx skills add LLMQuant/skills --skill llmquant-options -a claude-code`. Or copy the skill folder (skills/llmquant-options in LLMQuant/skills) into .claude/skills/llmquant-options in your project. Claude Code loads it when a task matches its description.

How do I install Llmquant Options in Codex?

Run `npx skills add LLMQuant/skills --skill llmquant-options -a codex`. Or copy the skill folder (skills/llmquant-options in LLMQuant/skills) into .agents/skills/llmquant-options in your project. Codex loads it when a task matches its description.

Can I use Llmquant Options 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 LLMQuant/skills --skill llmquant-options -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/llmquant-options, .gemini/skills/llmquant-options, .github/skills/llmquant-options and .opencode/skills/llmquant-options in your project.

What does Llmquant Options need to run?

SKILL.md names no scripts, command-line tools or credentials: Llmquant Options is instructions for the agent only.

Does Llmquant Options 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 Llmquant Options 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 Llmquant Options use?

Llmquant Options 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 Llmquant Options use?

About 727 tokens (SKILL.md is roughly 2.9k 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 Llmquant Options?

Skills that share tags, products or a category with Llmquant Options: Tushare Data (zillionare/zillionare, 319 stars), Tradingview MCP (atilaahmettaner/tradingview-mcp, 5k stars), Digital Oracle (komako-workshop/digital-oracle, 870 stars) and Fintool (second-state/fintool, 316 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Llmquant Options?

LLMQuant (a GitHub organization) maintains it in LLMQuant/skills, which has 229 GitHub stars. The repository holds 18 skills in this directory. The repository was last updated on May 30, 2026.

Source: LLMQuant/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.