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startup-business-analyst-financial-projections

Create detailed 3-5 year financial model with revenue, costs, cash flow, and scenarios

41

Quality

41%

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tessl review fix ./plugins/AI-Agents-Safe-Coding-Skills/skills/startup-business-analyst-financial-projections/SKILL.md

The canonical home for this skill is startup-business-analyst-financial-projections in administrakt0r/AI-Agents-Safe-Coding-Skills

SKILL.md
Quality
Evals
Security

Quality

Content

38%Scale 1-5

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

This skill attempts to be comprehensive but suffers from significant verbosity, explaining many concepts Claude already knows (financial metrics, industry benchmarks, cost categories). While the 10-step workflow provides reasonable structure, it lacks validation checkpoints and feedback loops critical for a complex modeling process. The content would benefit from aggressive trimming, splitting reference material into separate files, and adding concrete validation steps.

Suggestions

Cut explanatory content Claude already knows (metric definitions, industry benchmark ranges, what COGS/S&M/R&D/G&A stand for) and focus on the specific formulas and decision logic unique to this skill's approach.

Add explicit validation checkpoints after key steps (e.g., 'Verify total revenue doesn't exceed TAM/SOM from market analysis', 'Check that burn rate implies sufficient runway to next fundraise').

Move benchmark tables, metric definitions, and detailed table templates into a referenced bundle file (e.g., `resources/financial-benchmarks.md`) to reduce the main skill's token footprint.

Replace the superficial example usage with a concrete worked example showing actual numbers flowing through at least one step (e.g., a cohort-based revenue calculation with real inputs and outputs).

DimensionReasoningScore

Conciseness

The skill is heavily verbose with extensive explanations of concepts Claude already knows (what COGS is, what SaaS margins look like, what CAC means). The 'Use this skill when' and 'Do not use this skill when' sections are tautological. Many sections like benchmark percentages and metric definitions are general knowledge that don't need to be spelled out at this length. The content could be cut by 50%+ without losing actionable value.

2 / 5

Actionability

The skill provides formulas and table templates which are somewhat concrete, but there's no executable code—just pseudocode-style formulas and markdown table skeletons with placeholder values. The guidance is structured but remains at the level of 'calculate this metric' rather than providing actual computation logic or scripts. The example usage at the end is superficial and doesn't show actual output.

3 / 5

Workflow Clarity

The 10-step sequence is clearly laid out and logically ordered, but there are no validation checkpoints or feedback loops. Step 10 mentions 'Validation' as a report section but doesn't define what sanity checks to perform or what to do if they fail. For a complex multi-step financial modeling process, the absence of explicit verification steps (e.g., 'verify revenue projections against market size from Step X') is a notable gap.

3 / 5

Progressive Disclosure

The skill references `resources/implementation-playbook.md`, a 'startup-financial-modeling skill', and a 'team-composition-analysis skill', but no bundle files are provided, making these references unverifiable dead ends. The massive amount of inline content (benchmark percentages, metric definitions, table templates) should be split into reference files. The skill is essentially a monolithic wall of content that would benefit greatly from proper decomposition.

2 / 5

Total

10

/

20

Passed

Description

45%Scale 1-5

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 identifies a clear domain (multi-year financial modeling) and lists key components, giving it reasonable specificity and distinctiveness. However, it lacks a 'Use when...' clause, which is critical for skill selection, and misses many natural trigger terms and synonyms that users would employ when requesting financial modeling help.

Suggestions

Add a 'Use when...' clause with trigger phrases like 'Use when the user asks for financial projections, startup financials, revenue forecasts, pro forma statements, or multi-year business planning'.

Include additional trigger terms and synonyms such as 'forecast', 'projections', 'P&L', 'income statement', 'balance sheet', 'budget', 'unit economics', and 'sensitivity analysis'.

Expand the concrete actions beyond 'create' to include specifics like 'builds revenue projections, models operating expenses, generates cash flow statements, and runs scenario/sensitivity analyses'.

DimensionReasoningScore

Specificity

Names the domain (financial modeling) and lists several components (revenue, costs, cash flow, scenarios), but these are high-level categories rather than concrete actions. It says 'create' but doesn't specify detailed operations like 'build sensitivity tables', 'project unit economics', or 'generate pro forma statements'.

3 / 5

Completeness

Has a reasonable 'what' (create a 3-5 year financial model with specific components), but completely lacks a 'when' clause. There is no 'Use when...' guidance or explicit trigger phrases to help Claude know when to select this skill. Per rubric guidelines, missing 'Use when...' caps completeness at 3, and the 'what' is only moderately clear, placing this at 2.

2 / 5

Trigger Term Quality

Includes some relevant keywords like 'financial model', 'revenue', 'costs', 'cash flow', and 'scenarios', which users might naturally mention. However, it misses common synonyms and related terms like 'projections', 'forecast', 'P&L', 'income statement', 'balance sheet', 'DCF', 'startup financials', or 'budget'.

3 / 5

Distinctiveness Conflict Risk

The '3-5 year financial model' framing is fairly distinctive and unlikely to overlap heavily with generic data analysis or spreadsheet skills. The specific mention of scenarios and the multi-year timeframe helps distinguish it, though it could potentially overlap with general financial analysis or forecasting skills.

4 / 5

Total

12

/

20

Passed

Validation

90%

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

Validation10 / 11 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

10

/

11

Passed

Repository
administrakt0r/AI-Agents-Safe-Coding-Skills
Reviewed

Table of Contents

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