Atlas / Skills / florianbruniaux / Stage 2 Research

Stage 2 ResearchCAUTION

skills/florianbruniaux/stage-2-research

The most comprehensive Claude Code guide: agentic workflows, hooks, skills, MCP servers, quizzes, and production-ready templates. 430K+ lines.

Verdict
CAUTION
Grade
B
Trust score
89 /100
Version
—
Hosts
—
License
CC-BY-SA-4.0
Stars
6,123
01

Overview

The most comprehensive Claude Code guide: agentic workflows, hooks, skills, MCP servers, quizzes, and production-ready templates. 430K+ lines.

Read from source at commit d90170da4369OBSERVED · 2026-10-07
02

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
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

- [Stage 1: Extract](../stage-1-extract/SKILL.md): prerequisite
- [Stage 3: Concepts](../stage-3-concepts/SKILL.md): reads this timeline
- [Orchestrator](../orchestrator/SKILL.md)
03

Trust audit

CAUTIONgrade B · trust 89/100 Install with care. The audit found things worth knowing before you trust its output.

LayerWhat it checksResult
L0Provenance & inventoryWARN
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (2)

MEDIUMInventory / provenance · inv.symlink · CWE-1104
whitepapers/recap-cards/en/_extensions
whitepapers/recap-cards/en/_extensions
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
whitepapers/recap-cards/fr/_extensions
whitepapers/recap-cards/fr/_extensions
Why it matters. link not followed

Gates applied: no_behavioural_pass.

Audited 2026-10-07 · audit v0.4.1 · source sha d90170da4369full audit observations/trust-audit/skill/florianbruniaux__stage-2-research.json · Report an issue / request a re-scan
04

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-07d90170da4369CAUTIONB89first audit
05

Questions

What does the Stage 2 Research skill do?

The most comprehensive Claude Code guide: agentic workflows, hooks, skills, MCP servers, quizzes, and production-ready templates. 430K+ lines.

Is Stage 2 Research safe to install?

With care. The audit graded it B (89/100) and found 2 things worth knowing before you trust this skill, listed below with the exact line each was found on.

What can Stage 2 Research access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

How current is this page?

The grade is for one exact copy of the source (d90170da4369), read on 2026-10-07. The repository is watched, and a new audit runs when it changes — this is the first audit.

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