Agent skill

Retro Analysis

by mohitagw15856 in mohitagw15856/pm-claude-skills

Analyses sprint delivery data and produces a structured retrospective brief.

MITAuto-check passedProduct & Project Management

Install Retro Analysis

skills CLI
$ npx skills add mohitagw15856/pm-claude-skills --skill retro-analysis -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install mohitagw15856/pm-claude-skills retro-analysis --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/retro-analysis .claude/skills/retro-analysis && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
retro-analysis
GitHub stars
1.4k
Token cost
~1.3k tokens
SKILL.md length
677 words
Files
4 (incl. references)
Skills in repo
1,348
Repo updated
First seen
Licence
MIT

At a glance

Analyses sprint delivery data and produces a structured retrospective brief.

  • Works in 6 steps: Calculate: completion rate, carry-over… → Identify patterns: which ticket types… → Note any process or communication… → …
  • Asked to run a retrospective
  • SKILL.md covers Required Inputs, Process, Output Structure and Deeper Materials, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Retro Analysis is an agent skill from mohitagw15856/pm-claude-skills. Analyses sprint delivery data and produces a structured retrospective brief. Use when asked to run a retrospective, analyse sprint data, prepare a retro brief, or turn sprint metrics into discussion prompts. Produces a data-grounded retrospective brief with completion stats, pattern analysis, Start/Stop/Continue prompts, and one concrete experiment for next sprint.

Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files (for example `references/root-cause-vs-symptom.md`, `references/worked-example.md` and `templates/retro-board.md`).

It sits in Product & Project Management, covering Retrospectives. The repository describes itself as: 1255 professional Agent Skills for Claude, ChatGPT, Gemini, Cursor & Codex — PRDs, postmortems, leases, medical bills, layoffs, go-bags, new countries. Plain markdown, MIT, in… The licence is MIT.

When your agent uses it

  • Asked to run a retrospective
  • Analyse sprint data
  • Prepare a retro brief
  • Turn sprint metrics into discussion prompts

Example prompts

  • “Use the retro-analysis skill to analyse sprint delivery data and produces a structured retrospective brief”
  • “/retro-analysis”

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Calculate: completion rate, carry-over rate, unplanned work percentage
  2. Identify patterns: which ticket types were most likely to carry over? Which caused blockers?
  3. Note any process or communication breakdowns visible in the data
  4. Prepare 3 "Start / Stop / Continue" prompts based on the data — not generic, specific to this sprint
  5. Suggest 1 concrete experiment for the next sprint based on the biggest friction point
  6. Validate — Confirm each prompt is specific to this sprint (not a recycled generic prompt), and that the recommended experiment is concrete…

What it can do on your machine

Read from SKILL.md and the folder at commit 1cbf1f0. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Retro Analysis loads about 1.3k tokens when it runs, and up to ~3.4k if it reads all its reference files. Until then it costs about 96 tokens; SKILL.md has 677 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~96
When it runs · the whole SKILL.md, loaded when a task matches
~1.3k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.4k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from mohitagw15856/pm-claude-skills at commit 1cbf1f0, republished under its MIT licence (© mohitagw15856). 677 words, ~1,346 tokens.

Download SKILL.mdSave it as .claude/skills/retro-analysis/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.
name
retro-analysis
description
Analyses sprint delivery data and produces a structured retrospective brief. Use when asked to run a retrospective, analyse sprint data, prepare a retro brief, or turn sprint metrics into discussion prompts. Produces a data-grounded retrospective brief with completion stats, pattern analysis, Start/Stop/Continue prompts, and one concrete experiment for next sprint.

Retrospective Analysis Skill

Generate a data-grounded retrospective brief that separates facts from feelings, so the team spends retro time on solutions rather than debating what happened.

Required Inputs

Ask the user for these if not provided:

  • Sprint tickets: planned vs. completed
  • Carry-over tickets and reasons (if known)
  • Tickets reopened after closing (quality signal)
  • Any incidents or unplanned work (scope creep signal)
  • Sprint velocity vs. historical average (trend context)

Process

  1. Calculate: completion rate, carry-over rate, unplanned work percentage
  2. Identify patterns: which ticket types were most likely to carry over? Which caused blockers?
  3. Note any process or communication breakdowns visible in the data
  4. Prepare 3 "Start / Stop / Continue" prompts based on the data — not generic, specific to this sprint
  5. Suggest 1 concrete experiment for the next sprint based on the biggest friction point
  6. Validate — Confirm each prompt is specific to this sprint (not a recycled generic prompt), and that the recommended experiment is concrete and measurable

Output Structure

Sprint [Number] Retrospective Brief

By the Numbers:

  • Planned: [n] tickets | Completed: [n] | Carry-over: [n] | Completion rate: [%]
  • Unplanned work: [n] tickets ([%] of capacity)
  • Velocity: [points] vs. [average] average

What the Data Suggests: [2-3 observations grounded in the numbers above]

Discussion Prompts:

  • Start: [specific prompt based on this sprint's data]
  • Stop: [specific prompt based on this sprint's data]
  • Continue: [specific prompt based on this sprint's data]

Suggested Experiment for Next Sprint: [One concrete, testable process change — with a specific success metric]

Deeper Materials

This skill ships with support files — use them when they are available:

  • references/root-cause-vs-symptom.md — Retros That Change Things: Root Causes vs Symptoms. Apply it while producing the output; it carries the calibration and judgment calls the method summary above compresses.
  • templates/retro-board.md — a fill-in version of the deliverable with the quality gates inline. Offer it when the user wants to work the document themselves rather than have it generated.
Show full SKILL.md (367 more words)Show less

Scoring Rubric (0–40)

Score any output of this skill before handing it over; 32+ is ship-quality.

Dimension0510
Data groundingNumbers missing or wrong; observations are opinions with no traceable sourceCore rates computed correctly, but observations only restate the numbers without pattern analysis (ticket types, historical comparison)Every observation traces to a computed figure, carry-over is broken down by type/cause, and velocity is compared against the historical trend, not just the average
BlamelessnessBrief names or implies individuals/disciplines as the cause ("QA missed them")Neutral wording, but framing still points at effort or diligence rather than systemic conditionsFailure modes are reframed as process/coverage/scheduling patterns the data actually supports — a defensive reader would find nothing aimed at them
Prompt specificityStart/Stop/Continue are recycled generic categories ("communicate better")Prompts reference this sprint but stay at category level — no numbers, no named behaviourEach prompt is welded to this sprint's data, names one specific behaviour, and is phrased to open discussion rather than dictate the answer
Experiment qualityNo experiment, or a multi-quarter initiative dressed as oneOne concrete change, but success is unmeasurable or can't be evaluated at the next retroOne process change testable within a single sprint, with explicit success metrics and a stated cost-if-wrong, checkable at the next retro

Quality Checks

  • Each Start/Stop/Continue prompt names a specific behaviour, not a vague category
  • The recommended experiment is testable in one sprint
  • Carry-over analysis identifies the ticket type or cause, not just the count
  • Data observations don't assign blame — they describe patterns
  • Velocity trend is mentioned in context (is this a one-off or a pattern?)

Anti-Patterns

  • Do not assign blame to individuals in the retrospective brief — observations must describe patterns, not people
  • Do not produce Start/Stop/Continue prompts that are vague categories — each must name a specific behaviour
  • Do not recommend an experiment that cannot be completed within one sprint — small, testable experiments only
  • Do not treat carry-over tickets as a velocity problem without first identifying the root cause category
  • Do not run the same retrospective format every sprint — vary the format to prevent engagement fatigue

Example Trigger Phrases

  • "Run a retrospective."
  • "Analyse sprint data."
  • "Prepare a retro brief."
  • "Turn sprint metrics into discussion prompts."

© mohitagw15856, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 3 other files (references) in skills/retro-analysis of mohitagw15856/pm-claude-skills.

  • SKILL.md
  • references/root-cause-vs-symptom.md
  • references/worked-example.md
  • templates/retro-board.md

Open the folder on GitHubat commit 1cbf1f0

Compare with similar skills

Retro Analysis next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Retro Analysis compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Retro Analysis this skillmohitagw15856/pm-claude-skills1.4k—~1.3kAutomated safety check: PassMIT
Weekly Engineering Retrogarrytan/gstack136k—~2.4kAutomated safety check: PassMIT
Dough Execute Planterryyin/lizard2.5k—~4.3kAutomated safety check: PassCustom licence
Oral Paper SkillAdkid-Zephyr/oral-paper-skill357—~1.9kAutomated safety check: PassNone
Deck Retroasheshgoplani/agent-deck1.1k—~1.8kAutomated safety check: PassMIT
Dough Execution Retrospectiveterryyin/lizard2.5k—~4kAutomated safety check: PassCustom licence

Similar skills

  • Builds a weekly engineering retrospective from git history: commit counts, per-person contributions, work patterns and code quality numbers over a chosen window.

    136k GitHub stars~2.4k tokensUpdated today
    Product & Project ManagementAuto-check passed
  • Dough Execute Plan

    terryyin/lizard

    Executes one selected story or bounded retrospective correction through an executable plan, or one authorized planless slice from a selected simple story or a contextual instruction, with…

    2.5k GitHub stars~4.3k tokensUpdated today
    Product & Project ManagementAuto-check passed
  • Oral Paper Skill

    Adkid-Zephyr/oral-paper-skill

    Help authors learn from exemplary ICLR, ICML, and NeurIPS papers through source-linked manuscript comparisons, concrete writing and experiment suggestions, and guided reflection.

    357 GitHub stars~1.9k tokensUpdated 23 days ago
    Product & Project ManagementAuto-check passed
  • Deck Retro

    asheshgoplani/agent-deck

    Run a fully local agent-deck retrospective over the user's own transcripts, Recall index and logs.

    1.1k GitHub stars~1.8k tokensUpdated yesterday
    Product & Project ManagementAuto-check passed
  • Reviews planned, completed planless quick, or quick-to-planned execution against original intent, aggregate commits, current whole-product architecture, and tests, including after cleanup.

    2.5k GitHub stars~4k tokensUpdated today
    Product & Project ManagementAuto-check passed
  • Criticism Self Criticism

    HughYau/qiushi-skill

    批评与自我批评:在工作完成、阶段验收、收到批评或同类错误反复出现时,对成果和过程做诚实、具体、基于事实的审视,输出可执行的改进项,并处理外来批评而不辩解。触发信号包括 review、复盘、审查、"帮我看看有没有问题"、"你确定吗";任务刚开始或只是单步查询时不触发。

    3.8k GitHub stars~423 tokensUpdated 10 days ago
    Product & Project ManagementAuto-check passed

More from mohitagw15856/pm-claude-skills

All 1,348 skills in this repo
  • Car Tco

    mohitagw15856/pm-claude-skills

    Compare the total cost of car ownership across buy-new, buy-used, lease, and keep-your-current-car — depreciation, insurance, maintenance ramp, and fuel over a real horizon, not just the monthly…

    1.4k GitHub stars~1.1k tokensUpdated yesterday
    Auto-check passed
  • Cs Health Scorecard

    mohitagw15856/pm-claude-skills

    Build a customer health scorecard for a specific account. An agent skill from mohitagw15856/pm-claude-skills.

    1.4k GitHub stars~2.4k tokensUpdated yesterday
    Auto-check passed
  • Exit Waterfall

    mohitagw15856/pm-claude-skills

    Compute who gets what at each exit price from a cap table — liquidation preferences, conversion points, and where the founders' share collapses.

    1.4k GitHub stars~1.1k tokensUpdated yesterday
    Auto-check passed
  • Feature Prioritisation

    mohitagw15856/pm-claude-skills

    Apply prioritisation frameworks (RICE, MoSCoW, Kano, ICE, Opportunity Scoring) to rank features and backlog items.

    1.4k GitHub stars~2k tokensUpdated yesterday
    Auto-check passed
  • Fire Number

    mohitagw15856/pm-claude-skills

    Compute a financial-independence (FIRE) target and years-to-reach with every assumption labeled as an assumption — plus a sensitivity table instead of a single false-precision answer.

    1.4k GitHub stars~1.1k tokensUpdated yesterday
    Auto-check passed
  • Freelance Rate

    mohitagw15856/pm-claude-skills

    Derive a freelance day/hourly rate backwards from target income, honest billable utilization, overhead, and the self-employment tax premium — the arithmetic that proves a rate is not salary÷2000.

    1.4k GitHub stars~1.2k tokensUpdated yesterday
    Auto-check passed

Questions about Retro Analysis

What does Retro Analysis do?

Analyses sprint delivery data and produces a structured retrospective brief. Retro Analysis is an agent skill from mohitagw15856/pm-claude-skills. Analyses sprint delivery data and produces a structured retrospective brief.

When should I use Retro Analysis?

Retro Analysis fits situations like: asked to run a retrospective; analyse sprint data; prepare a retro brief; turn sprint metrics into discussion prompts.

How do I install Retro Analysis in Claude Code?

Run `npx skills add mohitagw15856/pm-claude-skills --skill retro-analysis -a claude-code`. Or copy the skill folder (skills/retro-analysis in mohitagw15856/pm-claude-skills) into .claude/skills/retro-analysis in your project. Claude Code loads it when a task matches its description.

How do I install Retro Analysis in Codex?

Run `npx skills add mohitagw15856/pm-claude-skills --skill retro-analysis -a codex`. Or copy the skill folder (skills/retro-analysis in mohitagw15856/pm-claude-skills) into .agents/skills/retro-analysis in your project. Codex loads it when a task matches its description.

Can I use Retro Analysis in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add mohitagw15856/pm-claude-skills --skill retro-analysis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/retro-analysis, .gemini/skills/retro-analysis, .github/skills/retro-analysis and .opencode/skills/retro-analysis in your project.

What does Retro Analysis need to run?

SKILL.md names no scripts, command-line tools or credentials: Retro Analysis is instructions for the agent only.

Does Retro Analysis access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Retro Analysis safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Retro Analysis use?

Retro Analysis is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Retro Analysis use?

About 1.3k tokens (SKILL.md is roughly 5.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2k tokens, read only when the agent opens those files.

What are the alternatives to Retro Analysis?

Skills that share tags, products or a category with Retro Analysis: Weekly Engineering Retro (garrytan/gstack, 136k stars), Dough Execute Plan (terryyin/lizard, 2.5k stars), Oral Paper Skill (Adkid-Zephyr/oral-paper-skill, 357 stars) and Deck Retro (asheshgoplani/agent-deck, 1.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Retro Analysis?

mohitagw15856 (a GitHub user) maintains it in mohitagw15856/pm-claude-skills, which has 1,434 GitHub stars. The repository holds 1,348 skills in this directory. The repository was last updated on October 9, 2026.

Source: mohitagw15856/pm-claude-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.