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florianbruniaux/claude-code-ultimate-guide/stage-2-research

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PublishedOctober 14, 2026 at 10:24 AM
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version: "1.0.1" name: talk-stage2-research description: "Performs git archaeology, changelog analysis, and builds a verified factual timeline by cross-referencing git history with source material. REX mode only (skipped automatically in Concept mode). Use when building a REX talk and you need verified commit metrics, release timelines, and contributor data from a git repository." allowed-tools: Write Read Bash effort: low


Talk Stage 2: Research (REX mode only)

Builds the git proof for a REX talk. Cross-references git history, CHANGELOG, and the Stage 1 summary to produce a verified timeline and velocity analysis.

Automatically skipped in `--concept` mode. Only runs when the source material is a REX with git repository access.

When to use this skill

  • After Stage 1 (Extract) when building a REX talk
  • When you have access to the project's git repository
  • To verify metrics mentioned in the source material against actual git data

What this skill does

  1. Reads the summary: understands the period and themes from Stage 1
  2. Git archaeology: extracts velocity metrics (read-only commands only)
  3. Changelog analysis: scans releases, features, documented metrics
  4. Cross-references: aligns git, CHANGELOG, and summary
  5. Builds the timeline: verified dates, not estimated
  6. Writes 3 output files

Input

  • talks/{YYYY}-{slug}-summary.md (from Stage 1, required)
  • repo_path: absolute path to the git repository
  • Optional: CHANGELOG path if different from {repo_path}/CHANGELOG.md

Output

Three files:

  • talks/{YYYY}-{slug}-git-archaeology.md
  • talks/{YYYY}-{slug}-changelog-analysis.md
  • talks/{YYYY}-{slug}-timeline.md

Git Commands (read-only only)

bash
# Commits by month
git -C {repo_path} log --pretty=format:"%Y-%m" | sort | uniq -c
# Commits by contributor
git -C {repo_path} shortlog -sn --no-merges
# First and last date
git -C {repo_path} log --pretty=format:"%ad" --date=short | tail -1
git -C {repo_path} log --pretty=format:"%ad" --date=short | head -1
# Merged PRs (if merge commit convention)
git -C {repo_path} log --merges --oneline | wc -l
# Tags (releases)
git -C {repo_path} tag --sort=version:refname
# Velocity peak (busiest months)
git -C {repo_path} log --pretty=format:"%Y-%m" | sort | uniq -c | sort -rn | head -5

Output formats

git-archaeology.md

markdown
# Git Archaeology: {slug}
**Repo**: {repo_path}
**Period analyzed**: {start date} -> {end date}
**Commands run**: {list}
## Global Metrics
| Metric | Value | Source |
|--------|-------|--------|
| Total commits | {n} | git log |
| Total merges/PRs | ~{n} | git log --merges |
| Total releases (tags) | {n} | git tag |
| Human contributors | {n} | git shortlog |
| Period covered | {n} months | first -> last date |
## Monthly Velocity
| Month | Commits | Notes |
|-------|---------|-------|
| {YYYY-MM} | {n} | {context if notable} |
...
## Contributors
| Rank | Name | Commits | % |
|------|------|---------|---|
| 1 | {name} | {n} | {%} |
...
---
*Generated by talk-stage2-research: {date}*

changelog-analysis.md

markdown
# Changelog Analysis: {slug}
**Source**: {CHANGELOG path}
**Releases analyzed**: {n} (v{first} -> v{last})
## Features by release (summary)
| Release | Date | Key features | Metrics mentioned |
|---------|------|--------------|------------------|
| {version} | {date} | {features} | {metrics} |
...
## Patterns identified
### Acceleration
{Periods of high velocity and what drove them}
### Inflection points
{Direction changes, major releases}
### Verifiable metrics in CHANGELOG
{Exhaustive list of numbers mentioned in CHANGELOG with their release}
---
*Generated by talk-stage2-research: {date}*

timeline.md

markdown
# Factual Timeline: {slug}
**Period**: {start} -> {end} ({n} months)
**Cross-referenced sources**: Summary x Git history x CHANGELOG
---
## Month-by-month timeline
| Month | Commits | Releases | Versions | Key features | Talk event |
|-------|---------|----------|----------|--------------|-----------|
| {YYYY-MM} | {n} | {n} | {versions} | {features} | {anecdote/event} |
...
## Cross-reference: Conflicts and inconsistencies
{If dates or metrics contradict between sources, note here}
---
*Generated by talk-stage2-research: {date}*
*Sources: git log x {CHANGELOG path} x {summary path}*

Key rules

  • Read-only only: no git commands that modify repo state
  • Verify before asserting: a date not found in git = "unverified"
  • Cross-reference: flag inconsistencies between sources, don't pick one arbitrarily
  • Granularity: month by month minimum; week by week if the period is short (< 2 months)

Anti-patterns

  • Running git commands that modify the repository
  • Estimating dates instead of verifying them in git
  • Rounding metrics without flagging it
  • Silently merging contradictory data from different sources
  • Omitting quiet periods (plateaus tell a story too)

Validation checklist

  • [ ] Only read-only git commands executed
  • [ ] Timeline covers the full period from summary
  • [ ] All metrics have an explicit source (git or CHANGELOG)
  • [ ] Conflicts between sources flagged in dedicated section
  • [ ] 3 files generated and saved

Tips

  • The timeline is what Stage 3 (Concepts) uses to enrich concept scores; a good timeline makes the concept catalogue stronger
  • "Quiet periods" in git velocity often correspond to hardest engineering challenges, worth noting
  • If the CHANGELOG has no version tags, fall back to date-based anchoring

Related

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