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benchmarkingbenchmarking 搜索

Agent Skill

benchmarking 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

总安装

396

周安装

17

GitHub Stars

61

下载量

139
CodexClaudeCursorGemini CLI

安装说明

本站只整理中文说明和来源信息,不托管安装包,也不代用户安装。

GitHub

来源数

3

许可证

MIT

最后核验

2026-05-01

来源状态

来源可访问

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:benchmarking(benchmarking 搜索)
来源仓库:https://github.com/melodic-software/claude-code-plugins
仓库路径:skills/benchmarking
安装命令:
npx skills add https://github.com/melodic-software/claude-code-plugins --skill benchmarking
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

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skills.shnpx skills
npx skills add https://github.com/melodic-software/claude-code-plugins --skill benchmarking

简介

用于查找、检索和筛选相关信息,适合快速定位候选结果。

  • 可根据关键词、任务场景或来源线索进行信息聚合与过滤。
  • 建议结合原始 README 和安装命令进一步核验具体用法。
  • 安装前需确认权限范围、维护状态及是否触发联网或文件操作。
  • benchmarking 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

SKILL.md

Benchmarking

When to Use This Skill

Use this skill when:

  • Benchmarking tasks - Working on benchmarking and competitive analysis techniques. compares performance, processes, and practices against industry standards, competitors, and best-in-class organizations
  • Planning or design - Need guidance on Benchmarking approaches
  • Best practices - Want to follow established patterns and standards

Overview

Systematically compare performance, processes, and practices against internal units, competitors, industry standards, or best-in-class organizations. Identifies gaps and improvement opportunities.

What is Benchmarking?

Benchmarking is the process of measuring your organization's processes, products, or services against those of recognized leaders to identify gaps and improvement opportunities.

Benchmarking Purpose

GoalDescription
Identify GapsWhere do we fall short of leaders?
Set TargetsWhat level of performance is achievable?
Learn PracticesHow do leaders achieve superior results?
Drive ImprovementWhat changes will close the gaps?

Benchmarking vs Competitive Analysis

AspectBenchmarkingCompetitive Analysis
FocusProcesses and practicesProducts and market position
GoalImprove own performanceUnderstand competitors
ScopeCan include non-competitorsDirect competitors
OutcomeImprovement planCompetitive strategy

Types of Benchmarking

Internal Benchmarking

Compare across internal units, teams, or locations:

AdvantageDisadvantage
Easy data accessLimited to internal best
Common contextMay miss external innovations
Quick to implementPolitical sensitivities
Low costMay perpetuate mediocrity

When to Use: Multiple locations, varied performance, starting point

Competitive Benchmarking

Compare against direct competitors:

AdvantageDisadvantage
Relevant comparisonData hard to obtain
Direct market contextMay be biased/incomplete
Stakeholder understandingLegal considerations
Strategic relevanceCompetitors may not be best

When to Use: Market positioning, product comparison, pricing

Functional Benchmarking

Compare similar functions across different industries:

AdvantageDisadvantage
Best-in-class practicesContext differences
Innovative ideasMay not transfer directly
Less competitive sensitivityHarder to arrange
Broader perspectiveMore complex adaptation

When to Use: Process improvement, breakthrough thinking

Strategic Benchmarking

Compare strategies and business models:

AdvantageDisadvantage
Strategic insightsHigh-level, less actionable
Transformative potentialLonger time to implement
Industry-changing ideasHarder to measure
Vision-settingMay require significant change

When to Use: Strategy development, transformation, disruption

Benchmarking Process

Phase 1: Plan

Step 1: Define Scope

## Benchmarking Scope

**Subject:** [What to benchmark]
**Type:** [Internal/Competitive/Functional/Strategic]
**Objective:** [Why benchmarking]
**Owner:** [Who's leading]
**Timeline:** [Start to finish]

### Success Criteria

- [What constitutes a successful benchmark study]
- [How results will be used]

Step 2: Identify Metrics

## Key Performance Indicators

| Category | Metric | Current | Definition |
|----------|--------|---------|------------|
| Efficiency | [Metric 1] | [Value] | [How measured] |
| Quality | [Metric 2] | [Value] | [How measured] |
| Speed | [Metric 3] | [Value] | [How measured] |
| Cost | [Metric 4] | [Value] | [How measured] |

Step 3: Select Benchmarking Partners

CriteriaDescription
RelevantSimilar processes or challenges
Best-in-classSuperior performance in area
WillingOpen to sharing
AccessibleData or contact available

Phase 2: Collect

Step 1: Gather Internal Data

## Internal Performance Data

| Process/Area | Metric | Current Performance | Trend |
|--------------|--------|--------------------:|-------|
| [Process 1] | [Metric] | [Value] | [Up/Down/Stable] |
| [Process 2] | [Metric] | [Value] | [Up/Down/Stable] |

Step 2: Gather External Data

SourceTypeReliability
Industry reportsSecondaryMedium-High
Public filingsSecondaryHigh
SurveysPrimaryMedium
Site visitsPrimaryHigh
ConferencesSecondaryMedium
Published case studiesSecondaryMedium

Step 3: Normalize Data

Ensure comparability:

  • Common definitions
  • Same time periods
  • Equivalent scope
  • Currency/unit conversion
  • Size adjustments (per employee, per revenue)

Phase 3: Analyze

Step 1: Calculate Gaps

## Gap Analysis

| Metric | Our Performance | Benchmark | Gap | Gap % |
|--------|----------------:|----------:|----:|------:|
| [Metric 1] | 85% | 95% | -10% | -11% |
| [Metric 2] | 24h | 4h | +20h | +500% |
| [Metric 3] | $50 | $30 | +$20 | +67% |

Step 2: Identify Root Causes

For each significant gap:

  • Why does the gap exist?
  • What practices enable superior performance?
  • What barriers prevent us from closing the gap?
  • What resources would be required?

Step 3: Prioritize Gaps

quadrantChart
    title Gap Prioritization
    x-axis Low Impact --> High Impact
    y-axis Difficult to Close --> Easy to Close
    quadrant-1 Strategic Initiatives
    quadrant-2 Quick Wins
    quadrant-3 Low Priority
    quadrant-4 Major Projects
    "Gap A": [0.8, 0.7]
    "Gap B": [0.3, 0.8]
    "Gap C": [0.7, 0.3]
    "Gap D": [0.2, 0.3]

Phase 4: Adapt

Step 1: Develop Improvement Actions

## Improvement Plan

### Gap: [Metric] - [Our Value] vs [Benchmark Value]

**Root Cause:** [Why the gap exists]

**Best Practice:** [What benchmark leaders do differently]

**Adaptation:**
| Action | Owner | Timeline | Resources | Expected Impact |
|--------|-------|----------|-----------|-----------------|
| [Action 1] | [Name] | [Date] | [Cost] | [Target] |
| [Action 2] | [Name] | [Date] | [Cost] | [Target] |

**Success Metric:** [How we'll measure improvement]

Step 2: Set Targets

ApproachDescriptionWhen to Use
Match benchmarkAchieve same levelRealistic, proven possible
Exceed benchmarkSurpass best-in-classCompetitive advantage
IncrementalClose gap by X%Resource-constrained
BreakthroughLeapfrog to new levelTransformational

Step 3: Implement and Monitor

  • Execute improvement actions
  • Track progress against targets
  • Report on gap closure
  • Iterate and refine

Competitive Analysis Framework

Porter's Five Forces Context

ForceBenchmarking Focus
RivalryDirect competitor comparison
New EntrantsEmerging competitor practices
SubstitutesAlternative solution benchmarks
Supplier PowerSupply chain efficiency
Buyer PowerCustomer satisfaction metrics

Competitive Profile Matrix

## Competitive Profile Matrix

| Success Factor | Weight | Company A | Company B | Company C |
|----------------|-------:|----------:|----------:|----------:|
| | | Rating | Score | Rating | Score | Rating | Score |
| Product Quality | 0.20 | 4 | 0.80 | 3 | 0.60 | 5 | 1.00 |
| Price | 0.15 | 3 | 0.45 | 4 | 0.60 | 2 | 0.30 |
| Market Share | 0.15 | 4 | 0.60 | 2 | 0.30 | 5 | 0.75 |
| Customer Service | 0.20 | 3 | 0.60 | 4 | 0.80 | 3 | 0.60 |
| Innovation | 0.15 | 2 | 0.30 | 3 | 0.45 | 5 | 0.75 |
| Distribution | 0.15 | 4 | 0.60 | 3 | 0.45 | 4 | 0.60 |
| **Total** | **1.00** | | **3.35** | | **3.20** | | **4.00** |

Rating: 1=Major Weakness, 2=Minor Weakness, 3=Neutral, 4=Minor Strength, 5=Major Strength

SWOT Integration

Benchmarking informs SWOT:

SWOT ElementBenchmarking Input
StrengthsWhere we exceed benchmarks
WeaknessesWhere we fall short
OpportunitiesBest practices to adopt
ThreatsCompetitor advantages

Output Formats

Narrative Summary

## Benchmarking Summary

**Subject:** [What was benchmarked]
**Date:** [ISO date]
**Type:** [Internal/Competitive/Functional/Strategic]
**Analyst:** benchmarking-analyst

### Executive Summary

[2-3 sentence overview of key findings]

### Benchmarking Partners

| Partner | Type | Why Selected |
|---------|------|--------------|
| [Partner 1] | [Type] | [Reason] |
| [Partner 2] | [Type] | [Reason] |

### Key Findings

#### Gap 1: [Area]
- **Our Performance:** [Value]
- **Benchmark:** [Value]
- **Gap:** [Delta]
- **Root Cause:** [Why]
- **Best Practice:** [What leaders do]

#### Gap 2: [Area]
[Same structure]

### Recommendations

| Priority | Gap | Action | Impact | Effort |
|----------|-----|--------|--------|--------|
| 1 | [Gap] | [Action] | High | Medium |
| 2 | [Gap] | [Action] | Medium | Low |

### Next Steps

1. [Immediate action]
2. [Short-term action]
3. [Long-term initiative]

Structured Data (YAML)

benchmarking:
  version: "1.0"
  date: "2025-01-15"
  subject: "Customer Service Operations"
  type: "competitive"
  analyst: "benchmarking-analyst"

  partners:
    - name: "Company A"
      type: "direct_competitor"
      selection_reason: "Market leader"
    - name: "Industry Average"
      type: "industry_benchmark"
      source: "Gartner Report 2024"

  metrics:
    - name: "First Response Time"
      category: "speed"
      our_performance:
        value: 24
        unit: "hours"
      benchmark:
        value: 4
        unit: "hours"
        source: "Company A"
      gap:
        absolute: 20
        percentage: 500
      priority: "critical"

    - name: "Customer Satisfaction"
      category: "quality"
      our_performance:
        value: 78
        unit: "percent"
      benchmark:
        value: 92
        unit: "percent"
        source: "Industry Average"
      gap:
        absolute: -14
        percentage: -15
      priority: "high"

  findings:
    - gap: "First Response Time"
      root_cause: "Manual ticket routing, no AI triage"
      best_practice: "AI-powered auto-routing and chatbot first response"
      impact: "high"
      effort: "medium"

  recommendations:
    - priority: 1
      gap: "First Response Time"
      action: "Implement AI ticket triage"
      owner: "Support Director"
      timeline: "Q2 2025"
      expected_improvement: "80% reduction"
      investment: "$50,000"

  targets:
    - metric: "First Response Time"
      current: 24
      target: 4
      timeline: "6 months"
    - metric: "Customer Satisfaction"
      current: 78
      target: 90
      timeline: "12 months"

Comparison Table

## Competitive Comparison

| Dimension | Us | Competitor A | Competitor B | Industry Avg | Best-in-Class |
|-----------|---:|-------------:|-------------:|-------------:|--------------:|
| Response Time | 24h | 8h | 12h | 10h | 1h |
| Resolution Rate | 78% | 85% | 82% | 80% | 95% |
| Cost per Ticket | $45 | $35 | $40 | $38 | $20 |
| NPS Score | 32 | 45 | 38 | 35 | 72 |

**Legend:** Green = above average, Yellow = average, Red = below average

Gap Visualization

xychart-beta
    title "Performance vs Benchmark"
    x-axis ["Response Time", "Resolution", "Cost", "NPS"]
    y-axis "Performance (% of benchmark)" 0 --> 150
    bar [25, 82, 88, 44]
    line [100, 100, 100, 100]

Benchmarking Ethics

Do's

  • Use publicly available information
  • Get permission for site visits/interviews
  • Share appropriately if participating in consortium
  • Protect confidential information
  • Give credit to sources

Don'ts

  • Use deceptive practices to gather data
  • Violate NDAs or trade secrets
  • Misrepresent benchmarking data
  • Use competitive intelligence unethically
  • Ignore legal and antitrust considerations

Common Pitfalls

PitfallPrevention
Wrong metricsAlign with strategic objectives
Poor partnersSelect truly best-in-class
Apples to orangesNormalize data carefully
Data without actionFocus on actionable insights
One-time exerciseContinuous improvement cycle
Copying blindlyAdapt to your context

Integration

Upstream

  • swot-pestle-analysis - Strategic context
  • stakeholder-analysis - Who cares about benchmarks
  • Requirements - Performance requirements

Downstream

  • Gap analysis - Improvement priorities
  • prioritization - Resource allocation
  • Roadmap - Improvement initiatives

Related Skills

  • swot-pestle-analysis - Strategic environmental analysis
  • prioritization - Prioritizing improvement actions
  • decision-analysis - Evaluating improvement options
  • capability-mapping - Capability maturity benchmarking

Version History

  • v1.0.0 (2025-12-26): Initial release

适合场景

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用户想查找某类 Agent Skill 时

02

需要根据任务场景推荐可安装能力包时

03

需要对比不同来源的安装命令和来源信息时

04

需要参考平台分布和安装热度时

能力概览

能力 1

按任务关键词查找相关 Skills

能力 2

展示可复制的安装命令

能力 3

保留来源站点、仓库和原始说明,方便继续核验

能力 4

补充不同宿主或平台的使用分布数据

能力 5

展示第三方安全扫描或审计结果

安装后应在对应宿主中按原始 README 的触发条件使用;具体调用方式请以来源页面和 README 为准。

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Antigravity

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trae

11.92%
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OpenCode

7.91%
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Gemini CLI

3.18%
按下载量换算4

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只读

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安装前确认

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