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LLMQuant Investor Lenses | DecimalAI

financeby llmquant

LLMQuant Investor Lenses

llmquant/llmquant-investor-lenses

Source llmquant/skills ↗License MIT

Router skill for LLMQuant investor-lens workflows.

SkillScore22Maintained

Automatic

Finance & Accounting pack

Last verified 9/26/2026

What it changes

Passed 5 of 23 test cases with the skill, and 4 of 23 without it.

Without skill17%

With skill22%

Checks it passed that the model alone missed

Routes the prompt to workflows/bill-ackman.md.

1 fixed4 passed either way18 still failing0 broke

Pass-rate lift: +4 pp
Tokens: +14%
Agent turns: 0%
Response time: -12%

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-investor-lenses/SKILL.md https://app.decimal.ai/s/llmquant-llmquant-investor-lenses/SKILL.md

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

decimalai skills add llmquant-llmquant-investor-lenses

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

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

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

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

A test case the skill fixed. Same model, same prompt, with and without the skill.

Prompt

Assess a department store chain for potential operational restructuring and activist board representation over a 2-year horizon. No regulatory ownership filings or board rosters were provided.

What was checked, without and with the skill
Checked	Without skill	With skill
Routes the prompt to workflows/bill-ackman.md.	Missed	Passed
Explicitly notes missing ownership filing details.	Passed	Passed
Keeps factual evidence separated from activist thesis assumptions.	Passed	Passed

case-12 · 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.md44 lines3 filesincludes scripts

LLMQuant Investor Lenses

This category routes investor-style reasoning overlays. The named workflows are analytical lenses, not claims of endorsement or replication. All external evidence must come from LLMQuant Data.

Routing Rules

Identify the requested investor lens, ticker/asset, horizon, and decision type.
Select the closest workflow below.
Open only that workflow and any local resources explicitly referenced by that workflow.
Use LLMQuant Data for filings, prices, fundamentals, ownership, macro, and valuation evidence.
Separate evidence from interpretation and avoid unsupported persona claims.

Workflow Index

User intent	Workflow
Long-term owner lens: moat, circle of competence, and margin of safety.	`workflows/warren-buffett.md`
Quantitative value and margin-of-safety discipline.	`workflows/ben-graham.md`
Multi-model quality investor with inversion discipline.	`workflows/charlie-munger.md`
Dhandho, cloning, and low-risk doubles.	`workflows/mohnish-pabrai.md`
Emerging-market compounder and ROE-first selection.	`workflows/rakesh-jhunjhunwala.md`
GARP, ten-baggers, and simple explainable businesses.	`workflows/peter-lynch.md`
Qualitative growth and scuttlebutt-style research.	`workflows/phil-fisher.md`
Disruptive innovation, Wright's Law, and exponential TAM.	`workflows/cathie-wood.md`
Macro liquidity regime and asymmetric sizing.	`workflows/stanley-druckenmiller.md`
Concentrated activist value and catalyst unlocks.	`workflows/bill-ackman.md`
Contrarian deep value and filing-first downside work.	`workflows/michael-burry.md`
Tail-risk, barbell, convexity, and antifragile thinking.	`workflows/nassim-taleb.md`
Story-plus-numbers valuation discipline.	`workflows/aswath-damodaran.md`
Mechanical Buffett-style business, moat, management, and valuation scorecard.	`workflows/warren-buffett-scorecard.md`
Seller-only quality-business options framework.	`workflows/duan-yongping-seller.md`
Cycle-position offense/defense signal.	`workflows/howard-marks-cycle.md`
Rare panic-buy gate for liquid quality exposure.	`workflows/david-tepper-panic-signal.md`

LLMQuant Data Contract

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

Retrieve filings, fundamentals, valuation inputs, market prices, 13F ownership, macro indicators, options context, credit context, and sentiment evidence.
Support investor-lens analysis with dated evidence rather than persona-style assertions.
Preserve the distinction between retrieved facts, user-provided assumptions, and the selected investor framework.

Track record

Benchmark

5 / 23

test cases passed, vs 4 / 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-investor-lenses/SKILL.md

View on GitHub ↗

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

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 Investor Lenses

Routing Rules

Workflow Index

LLMQuant Data Contract

Track record

Benchmark

Adoption

SkillSafety

Source

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