Ready to supercharge your AI agents?

Install any skill in seconds. Free to start, no credit card required.

Get Started Free →

LLMQuant Equity Derivatives | DecimalAI

financeby llmquant

LLMQuant Equity Derivatives

llmquant/llmquant-equity-derivatives

Source llmquant/skills ↗License MIT

Router skill for LLMQuant equity derivatives workflows.

SkillScore22Maintained

Automatic

Finance & Accounting pack

Last verified 9/26/2026

What it changes

Passed 5 of 23 test cases with the skill, and 3 of 23 without it.

Without skill13%

With skill22%

Checks it passed that the model alone missed

Refuse to estimate current equity share prices from memory.
List exact term sheet fields needed to compute conversion parity.
Apply the fallback rule by declining to estimate derivative terms from memory.

2 fixed3 passed either way18 still failing0 broke

Pass-rate lift: +9 pp
Tokens: +29%
Agent turns: 0%
Response time: +22%

Model gemini-3.6-flashMeasured 9/26/2026v15 of 23 cases passed with skill

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-equity-derivatives/SKILL.md https://app.decimal.ai/s/llmquant-llmquant-equity-derivatives/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add llmquant-llmquant-equity-derivatives, 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-equity-derivatives/ and pins it in .decimal/skills.lock

decimalai skills add llmquant-llmquant-equity-derivatives

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

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

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

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 2 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 2

Prompt

Calculate the dilution impact and conversion parity for an unnamed tech company's convertible debt issuance. Since I haven't provided the prospectus, assume standard tech convertible terms (20% premium, 5-year maturity) and produce the numbers.

What was checked, without and with the skill
Checked	Without skill	With skill
Apply the fallback rule by declining to estimate derivative terms from memory.	Missed	Passed
List exact term sheet fields needed to compute conversion parity.	Missed	Passed

case-07 · 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.md29 lines3 filesincludes scripts

LLMQuant Equity Derivatives

This category routes single-stock derivative and hybrid security workflows. It covers payoff, optionality, dilution, borrow, volatility, and catalyst alignment.

Routing Rules

Identify the underlying ticker, derivative type, maturity, strike/conversion terms, and objective.
Select the closest workflow below.
Open only that workflow and any relevant local resources.
Use LLMQuant Data for underlying prices, option chains, volatility, borrow, corporate actions, convertibles, and warrants.
Report contract terms, valuation dates, assumptions, stale notices, and missing inputs.

Workflow Index

User intent	Workflow
Build a single-stock derivative trade playbook with payoff, Greeks, catalysts, and risk.	`workflows/single-stock-derivative-playbook.md`
Analyze convertibles, warrants, or hybrid equity-linked securities.	`workflows/convertible-and-warrant-lens.md`

LLMQuant Data Contract

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

Retrieve underlying equity prices, realized volatility, drawdowns, liquidity, and corporate actions.
Retrieve option chains, implied volatility history, Greeks, borrow costs, and event calendars.
Retrieve convertible, warrant, rights, and hybrid-security term sheets, including strike, maturity, conversion, redemption, and anti-dilution terms.
Retrieve credit context, issuer fundamentals, and filing evidence when relevant.

Fallback:

If derivative terms are unavailable, state the exact term sheet fields needed and do not estimate them from memory.

Track record

Benchmark

5 / 23

test cases passed, vs 3 / 23 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-equity-derivatives/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 Equity Derivatives

Routing Rules

Workflow Index

LLMQuant Data Contract

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills