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LLMQuant Options | DecimalAI

financeby llmquant

LLMQuant Options

llmquant/llmquant-options

Source llmquant/skills ↗License MIT

Router skill for LLMQuant options workflows.

SkillScore64Maintained

Automatic

Finance & Accounting pack

Last verified 9/26/2026

What it changes

Passed 13 of 21 test cases with the skill, and 7 of 21 without it.

Without skill32%

With skill64%

Checks it passed that the model alone missed

Includes contract metadata in the final report.
Requests single-expiry option chain pricing data.
Refuses to invent or fabricate open interest figures.

and 8 more in the full report

7 fixed7 passed either way8 still failing0 broke

Pass-rate lift: +32 pp
Tokens: +32%
Agent turns: 0%
Response time: +16%

Model gemini-3.6-flashMeasured 9/26/2026v114 of 22 cases passed with skill · 21 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/llmquant-llmquant-options/SKILL.md https://app.decimal.ai/s/llmquant-llmquant-options/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add llmquant-llmquant-options, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/llmquant-llmquant-options/ and pins it in .decimal/skills.lock

decimalai skills add llmquant-llmquant-options

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/llmquant-llmquant-options/SKILL.md https://app.decimal.ai/s/llmquant-llmquant-options/SKILL.md

Raw file: /s/llmquant-llmquant-options/SKILL.md ↗ · machine-readable summary at /s/llmquant-llmquant-options.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 6

Prompt

Compare OTM put IV against OTM call IV for strictly the October 18 expiration cycle on AAPL. Which workflow file should be opened?

What was checked, without and with the skill
Checked	Without skill	With skill
Selects workflows/volatility-smile.md rather than workflows/volatility-surface.md.	Missed	Passed

case-14 · gemini-3.6-flash · 9/26/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md39 lines3 filesincludes scripts

LLMQuant Options

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

Routing Rules

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

Workflow Index

User intent	Workflow
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.

Track record

Benchmark

13 / 21

test cases passed, vs 7 / 21 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v5 — 8/27/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

llmquant / skills

skills/llmquant-options/SKILL.md

View on GitHub ↗

License MITImported 8/27/2026Version v1Bundled 2 files · scripts

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

LLMQuant Options

Routing Rules

Workflow Index

LLMQuant Data Contract

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

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