talk-stage2-research
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.
Best use case
talk-stage2-research is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
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.
Teams using talk-stage2-research should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/stage-2-research/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How talk-stage2-research Compares
| Feature / Agent | talk-stage2-research | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
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.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
Related Guides
Best AI Skills for Claude
Explore the best AI skills for Claude and Claude Code across coding, research, workflow automation, documentation, and agent operations.
ChatGPT vs Claude for Agent Skills
Compare ChatGPT and Claude for AI agent skills across coding, writing, research, and reusable workflow execution.
Best AI Skills for ChatGPT
Find the best AI skills to adapt into ChatGPT workflows for research, writing, summarization, planning, and repeatable assistant tasks.
SKILL.md Source
# 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
{Pivots, 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 × Git history × 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 × {CHANGELOG path} × {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)Related Skills
talk-stage6-revision
Produces revision sheets with quick navigation by act, a master concept-to-URL table, Q&A cheat-sheet with 6-10 anticipated questions, glossary, and external resources list. Use when preparing for a talk with Q&A, creating shareable reference material for attendees, or building a safety-net glossary for live delivery.
talk-stage5-script
Produces a complete 5-act pitch with speaker notes, a slide-by-slide specification, and a ready-to-paste Kimi prompt for AI slide generation. Requires validated angle and title from Stage 4. Use when you have a confirmed talk angle and need the full script, slide spec, and AI-generated presentation prompt.
talk-stage4-position
Generates 3-4 strategic talk angles with strength/weakness analysis, title options, CFP descriptions, and a peer feedback draft, then enforces a mandatory CHECKPOINT for user confirmation before scripting. Use when deciding how to frame a talk, preparing a CFP submission, or choosing between multiple narrative angles.
talk-stage3-concepts
Builds a numbered, categorized concept catalogue from the talk summary and timeline, scoring each concept HIGH / MEDIUM / LOW for talk potential with optional repo enrichment. Use when you need a structured inventory of concepts before choosing a talk angle, or when assessing which ideas have the strongest presentation potential.
talk-stage1-extract
Extracts and structures source material (articles, transcripts, notes) into a talk summary with narrative arc, themes, metrics, and gaps. Auto-detects REX vs Concept type. Use when starting a new talk from any source material or auditing existing material before committing to a talk.
talk-pipeline
Orchestrates the complete talk preparation pipeline from raw material to revision sheets, running 6 stages in sequence with human-in-the-loop checkpoints for REX or Concept mode talks. Use when starting a new talk pipeline, resuming a pipeline from a specific stage, or running the full end-to-end preparation workflow.
voice-refine
Transform verbose voice input into structured, token-efficient Claude prompts. Use when cleaning up voice memos, dictation output, or speech-to-text transcriptions that contain filler words, repetitions, and unstructured thoughts.
skill-creator
Scaffold a new Claude Code skill with SKILL.md, frontmatter, and bundled resources. Use when creating a custom skill, standardizing skill structure across a team, or packaging a skill for distribution.
rtk-optimizer
Wrap high-verbosity shell commands with RTK to reduce token consumption. Use when running git log, git diff, cargo test, pytest, or other verbose CLI output that wastes context window tokens.
release-notes-generator
Generate release notes in 3 formats (CHANGELOG.md, PR body, Slack announcement) from git commits. Automatically categorizes changes and converts technical language to user-friendly messaging. Use for releases, changelogs, version notes, what's new summaries, or ship announcements.
pr-triage
4-phase PR backlog management with audit, deep code review, validated comments, and optional worktree setup. Use when triaging pull requests, catching up on pending code reviews, or managing a backlog of open PRs. Args: 'all' to review all, PR numbers to focus (e.g. '42 57'), 'en'/'fr' for language, no arg = audit only.
landing-page-generator
Generate complete, deploy-ready landing pages from any repository. Use when creating a homepage for an open-source project, building a project website, converting a README into a marketing page, or standardizing landing pages across multiple repos.