ai-tool-assessment

Assess and report on AI tool subscriptions, usage patterns, and cost-effectiveness. Use for reviewing AI subscriptions, analyzing tool usage, optimizing AI spend.

5 stars

Best use case

ai-tool-assessment is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Assess and report on AI tool subscriptions, usage patterns, and cost-effectiveness. Use for reviewing AI subscriptions, analyzing tool usage, optimizing AI spend.

Teams using ai-tool-assessment should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/ai-tool-assessment/SKILL.md --create-dirs "https://raw.githubusercontent.com/vamseeachanta/workspace-hub/main/.agents/skills/operations/devtools/ai-tool-assessment/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/ai-tool-assessment/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How ai-tool-assessment Compares

Feature / Agentai-tool-assessmentStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Assess and report on AI tool subscriptions, usage patterns, and cost-effectiveness. Use for reviewing AI subscriptions, analyzing tool usage, optimizing AI spend.

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# Ai Tool Assessment

## Overview

This skill provides a structured framework for evaluating AI tool subscriptions, identifying underutilized services, and optimizing AI-related spending. It generates comprehensive reports with actionable recommendations.

## Quick Start

1. **Trigger assessment** - Ask to "assess AI tools" or "review AI subscriptions"
2. **Answer questions** - Provide usage patterns when asked
3. **Review report** - Generated at `reports/ai-tool-assessment/assessment-YYYYMMDD.md`
4. **Take action** - Follow recommendations for optimization

```bash
# View latest assessment
cat reports/ai-tool-assessment/assessment-$(date +%Y%m%d).md

# List all assessments
ls -la reports/ai-tool-assessment/
```

## When to Use

- Monthly subscription reviews
- Quarterly budget planning
- When evaluating new AI tools
- After significant workflow changes
- Cost optimization initiatives
- Annual AI strategy reviews

## Trigger

User asks to assess AI tools, review AI subscriptions, or analyze AI tool usage.

## Instructions

When triggered, perform the following assessment:
### 1. Subscription Inventory

Review current paid memberships from `docs/AI_development_tools.md`:

| Service | Plan | Monthly Cost | Annual Cost |
|---------|------|--------------|-------------|
| Codex (Anthropic) | Max Plan | $106.60 | $1,279.20 |
| OpenAI | ChatGPT Plus | $21.28 | $255.36 |
| Google AI | Pro | $19.99 | $239.88 |
| GitHub Copilot | Pro | $8.88/mo | $106.60 |
| **TOTAL** | | **$156.75** | **$1,881.04** |
### 2. Tool Usage Analysis

Assess each tool category:

**Primary AI Assistants:**
- Codex Max: Code generation, complex reasoning, long-context tasks
- OpenAI Plus: Alternative perspective, GPT-4.1 access, DALL-E
- Google AI Pro: Gemini access, Google ecosystem integration

**Development Tools:**
- GitHub Copilot: Inline code completion, IDE integration
- Codex-flow: Multi-agent orchestration
- Factory.ai: Automated droids for CI/CD
- Google Antigravity: Agent-first IDE (in evaluation)
### 3. Generate Assessment Report

Create report at `reports/ai-tool-assessment/assessment-YYYYMMDD.md` with:

```markdown
# AI Tool Usage Assessment - [DATE]

## Executive Summary

- Total monthly spend: $X
- Primary tools in active use: [list]
- Tools underutilized: [list]
- Recommended actions: [list]

## Subscription Status

[Table of all subscriptions with renewal dates if known]

## Usage Patterns

[Analysis of which tools are used for what purposes]

## Cost-Effectiveness Analysis

| Tool | Cost/Month | Usage Level | Value Rating |
|------|------------|-------------|--------------|
| ... | ... | High/Medium/Low | 1-5 stars |

## Overlap Analysis

[Identify redundant capabilities across tools]

## Recommendations

1. [Keep/Cancel/Downgrade recommendations]
2. [Usage optimization suggestions]
3. [New tools to consider]

## Next Review Date

[Set quarterly review schedule]
```
### 4. Questions to Ask User

Before generating report, ask:
1. Which tools have you used most this month?
2. Are there specific tasks where one tool excels?
3. Any tools you haven't used in 30+ days?
4. New capabilities you need that current tools lack?

## Output

- Assessment report in `reports/ai-tool-assessment/`
- Updated `docs/AI_development_tools.md` if status changes
- Summary printed to console

## Report Templates

### Executive Summary Template

```markdown

## Executive Summary

**Assessment Date:** YYYY-MM-DD
**Review Period:** [Month/Quarter]
**Total Monthly Spend:** $XXX.XX
### Key Findings

1. [Primary finding]
2. [Secondary finding]
3. [Tertiary finding]
### Immediate Actions Required

- [ ] [Action 1]
- [ ] [Action 2]
### Long-term Recommendations

1. [Recommendation with timeline]
2. [Recommendation with timeline]
```
### Tool Comparison Template

```markdown

## Tool Comparison Matrix

| Capability | Codex | OpenAI | Google | Copilot |
|------------|--------|--------|--------|---------|
| Code Generation | ★★★★★ | ★★★★☆ | ★★★☆☆ | ★★★★☆ |
| Long Context | ★★★★★ | ★★★☆☆ | ★★★★☆ | N/A |
| IDE Integration | ★★★★☆ | ★★☆☆☆ | ★★★☆☆ | ★★★★★ |
| Cost Value | ★★★☆☆ | ★★★★☆ | ★★★★★ | ★★★★★ |
```

## Related Skills

- [background-service-manager](../background-service-manager/SKILL.md) - For running assessment scripts
- `coordination/session-start-routine/SKILL.md` - Includes tool health checks

---

## Version History

- **2.0.0** (2026-01-02): Upgraded to v2 template - added Quick Start, When to Use, Execution Checklist, Error Handling, Metrics sections; enhanced frontmatter with version, category, related_skills
- **1.0.0** (2024-10-15): Initial release with subscription inventory, usage analysis, cost-effectiveness reporting, recommendation framework

## Sub-Skills

- [Execution Checklist](execution-checklist/SKILL.md)
- [Error Handling](error-handling/SKILL.md)
- [Metrics](metrics/SKILL.md)
- [Best Practices](best-practices/SKILL.md)

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