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ai-readiness

Scan the portfolio for the highest-leverage AI opportunities and rank where to deploy operating-partner time. Ingests quarterly updates and financials across multiple portfolio companies, identifies quick wins at each, and stacks them into a single ranked action list. Use during quarterly portfolio reviews, annual planning, or when deciding which companies get AI investment first. Triggers on "AI readiness", "AI opportunity scan", "where should we deploy AI", "AI across the portfolio", "AI quick wins", or "which portcos are ready for AI".

80

Quality

100%

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SecuritybySnyk

Passed

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SKILL.md
Quality
Evals
Security

Quality

Content

100%

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

The body is a tightly written, actionable playbook: a sequenced workflow with explicit decision gates, concrete domain heuristics, and a structured output template, all without basic-concept filler. It is well organized for a single-file instruction skill.

DimensionReasoningScore

Conciseness

The body is dense with domain-specific guidance Claude would not already know (hold period, EBITDA contribution, CIM, prior-auth replays) and avoids explaining basic concepts, so every section earns its tokens; not a 2 because nothing reads as padding.

3 / 3

Actionability

For an instruction-only skill the guidance is highly actionable: explicit 3-question Go/Wait gates, concrete leverage-point catalogs by function, defined ranking metrics ('annualized EBITDA contribution, cost out + revenue lift, net of tool cost'), and a copy-ready output table template.

3 / 3

Workflow Clarity

A clear 5-step sequence (connect → per-company scan → rank → replays → output) with explicit Go/Wait gate checkpoints and conditional branches ('If the user provides a single company… skip the cross-portfolio ranking'); not capped at 2 because the task is non-destructive so feedback loops are not required.

3 / 3

Progressive Disclosure

Single well-sectioned file with clear headers and no broken or nested references; the inline leverage-pattern and template content is integral to the workflow rather than misplaced reference material, and no bundle files exist to point to.

3 / 3

Total

12

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12

Passed

Description

100%

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

The description is third-person, concrete, and complete, with explicit 'what' and 'when' guidance plus a dedicated trigger list tailored to its PE operating-partner niche. It avoids fluff and is clearly distinguishable from generic skills.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'Scan the portfolio for the highest-leverage AI opportunities', 'Ingests quarterly updates and financials', 'identifies quick wins', 'stacks them into a single ranked action list' — rather than vague language, matching the score-3 anchor.

3 / 3

Completeness

Clearly answers both 'what' (scan, ingest, identify quick wins, stack a ranked action list) and 'when' ('Use during quarterly portfolio reviews, annual planning, or when deciding which companies get AI investment first') with an explicit trigger clause.

3 / 3

Trigger Term Quality

Provides explicit natural-language triggers users would actually say ('AI readiness', 'AI opportunity scan', 'where should we deploy AI', 'AI quick wins', 'which portcos are ready for AI'), giving good coverage of common phrasings.

3 / 3

Distinctiveness Conflict Risk

Occupies a clear private-equity / operating-partner niche with distinctive triggers, making it unlikely to fire for unrelated skills; not generic enough to conflict broadly.

3 / 3

Total

12

/

12

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
anthropics/financial-services
Reviewed

Table of Contents

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