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Sprint Summary Skill for Claude

> Summarize a sprint's worth of Claude Code activity — sessions grouped by project (cwd), per-model cost breakdown, token efficiency (cache hit rate, compaction baselines), subagent effectiveness from workflow API, velocity metrics (turn_count, turn_duration_ms), and tool diversity across the sprint.

678 tokens
context cost
the whole folder, loaded on every use
1
files
instructions only
0
copies elsewhere
how many repositories repackaged it
867
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/hoangsonww/Claude-Code-Agent-Monitor --skill sprint-summary

The instruction itself

10 sections, as written by the author

Sprint Summary

Generate a sprint summary from Claude Code Agent Monitor data.

Input

The user provides: $ARGUMENTS

This may be:

  • A sprint duration: "last 2 weeks", "last 10 days"
  • A date range: "2025-03-31 to 2025-04-13"
  • "current sprint" (default: last 14 days)

Procedure

  • Fetch sprint data from http://localhost:4820:
  • GET /api/sessions?limit=500 — all sessions in range (default sort: most recently updated first)
  • GET /api/analytics — aggregated metrics
  • GET /api/pricing/cost — total costs
  • For high-value sessions: GET /api/events?session_id={id} — event details
  • Compile sprint summary:

🎯 Sprint Overview

  • Sprint period: [start] to [end]
  • Total sessions: N (completed: N, errored: N, abandoned: N)
  • Total development hours with Claude Code: N
  • Total cost: $X.XX
  • Overall completion rate: N%

📦 Deliverables

Group sessions by working directory (project):

  • Project A (/path/to/project)
  • N sessions, N hours, key activities
  • Project B (/path/to/other)
  • N sessions, N hours, key activities

📊 Velocity Metrics

| Metric | Sprint | Previous Sprint | Trend |

|--------|--------|-----------------|-------|

| Sessions/day | N | N | ↑/↓ |

| Avg session duration | Nm | Nm | ↑/↓ |

| Cost/session | $N | $N | ↑/↓ |

| Tokens/session | N | N | ↑/↓ |

| Completion rate | N% | N% | ↑/↓ |

🛠 Technology Breakdown

  • Models used with distribution percentages
  • Top 15 tools by usage with category grouping
  • Subagent utilization rate

⚡ Efficiency Analysis

  • Token efficiency: cache hit rate, compaction frequency
  • Cost per completed task
  • Time-to-first-output (avg across sessions)
  • Error recovery rate (sessions that recovered from errors)

🔄 Retrospective Data Points

  • What went well: Highest-efficiency sessions, best completion rates
  • What could improve: Most expensive sessions, highest error rates
  • Action items: Data-driven suggestions for next sprint

Output Format

Professional sprint report suitable for sharing with team leads or managers:

  • Executive summary paragraph (5 sentences max)
  • Structured data tables with trend indicators
  • Grouped deliverables by project
  • Numbered action items at the end

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How to use it

Copy the folder

Take hoangsonww/sprint-summary from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.