retrospect
Session retrospect — analyze the current Claude Code session against the rules it ran under (project and global `CLAUDE.md`), identify friction patterns and…
Skill by devseunggwan
Chalk Labs
Need help deploying retrospect?
Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/devseunggwan-retrospect
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Use cases: agent-building
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
- Runs as
- Python package
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/retrospect
What's inside
- Skill name
retrospect- Description
- Session retrospect — analyze the current Claude Code session against the rules it ran under (project and global `CLAUDE.md`), identify friction patterns and root causes, propose context-appropriate improvement actions, then execute after user approval.
- License
- MIT
- Instructions
- 435 lines in SKILL.md · view on GitHub
Before installing
- Ships executable scripts
Agent Skills spec issues
- allowed-tools: must be a space-separated string
Files (9)
- SKILL.md
- audit-distribution-gates.py
- carried-task-scan.py
- appendices.md · references/
- report-template.md · references/
- stage1-2-analysis.md · references/
- stage2.5-audit.md · references/
- stage3-reporting.md · references/
- stage4-execution.md · references/
SKILL.md (first lines)
# Retrospect ## Overview Repeated friction wastes cycles across sessions. Unexamined pain stays unresolved. **Core principle:** ALWAYS analyze root cause before proposing any action. Symptom-level fixes miss the underlying pattern. **Pipeline:** `Load -> Hygiene -> Analyze -> Audit -> Report/Approve -> Execute` **Delegates to:** `oh-my-claudecode:tracer` agent (causal pattern analysis), `oh-my-claudecode:analyst` agent (pattern clustering) — invoked via `Agent(subagent_type="oh-my-claudecode:...")` **Prerequisites:** `oh-my-claudecode` must be installed. The tracer and analyst calls in Stage 2 have no fallback, which is why this skill sits in the Enhanced tier of the compatibility table (`README.md`), not Standalone. **Reference map:** - Stage 1 / 1.5 / 2 / 2.7 details: [`references/stage1-2-analysis.md`](references/stage1-2-analysis.md) - Stage 2.5 gate procedures: [`references/stage2.5-audit.md`](references/stage2.5-audit.md) - Stage 3 output contract and approval flow: [`references/stage3-reporting.md`](references/stage3-reporting.md) - Stage 3 worked examples: [`references/report-template.md`](references/report-template.md) - Stage 4 execution procedures: [`references/stage4-execution.md`](references/stage4-execution.md) - Rationalization catalog / red flags / full failure matrix: [`references/appendices.md`](references/appendices.md) ## The Iron Law ``` NO ACTION WITHOUT ROOT CAUSE ANALYSIS FIRST. PATTERN ≠ ROOT CAUSE. SYMPTOM ≠ ROOT CAUSE. REPEATED PATTERN + MEMORY = FAILED REMEDY. ESCALATE. TRACER + ANALYST CALLS ARE MANDATORY, NOT OPTIONAL. ``` If you have not completed Stage 2 (Analyze), you cannot propose actions. ## When to Use Use at the END of a working session to extract learnings: - Session had repeated tool retries or direction changes - User gave corrections mid-session - A task took significantly longer than expected - Workflow steps were skipped or out of order - User expressed frustration or redirected multiple times Use this especially when the same mistake happened more than once, when you feel "I should have done that differently", or when a new workflow pattern emerged that is not captured anywhere. ## The Stages You MUST complete each stage before proceeding to the next. 1. **Stage 1: Load Calibration Standard** Read the governing rule files and turn them into concrete scan questions. 2. **Stage 1.5: MEMORY.md Hygiene Pass (Detect-only)** Run the bounded hygiene scan before the conversation analysis. It is unconditional. 3. **Stage 2: Analyze Conversation** Run the symmetric pre-scan lanes, derive root causes, and assign preliminary actions. 4. **Stage 2.5: Action Distribution Audit** Run the gate suite before any Stage 3 output. 5. **Stage 3: Report + Approval** Emit the canonical report shape, carry caveats forward, run the pre-output falsification gate, then ask for per-finding approval. 6. **Stage 4: Execute** Run only approved actions, then verify the resulting artifacts. ### Stage 1: Load Calibration Standard Before scanning the conversation: 1. Read global and project rule files — load large files (a packaged `SKILL.md` can exceed ~1500 lines) in bounded section/line-range chunks, never a single broad read that can truncate and silently drop tail rules (see [`references/stage1-2-analysis.md`](references/stage1-2-analysis.md)). 2. Identify the rule categories you will scan against. 3. Turn each category into a calibration question. Use [`references/stage1-2-analysis.md`](references/stage1-2-analysis.md) before doing the actual scan. That reference is the full procedure for Stage 1, Stage 1.5, Stage 2, and Stage 2.7. ### Stage 1.5: MEMORY.md Hygiene Pass (Detect-only) Stage 1.5 runs unconditionally between Stage 1 and Stage 2. It surfaces latent MEMORY.md defects that the session-scoped friction scan cannot see. **Mandatory shape:** - Scan up to **5 feedback files per invocation** - Persist progress at `.omc/state/retrospect-hygiene-cursor.json` - Emit findings with `category: memory_hygiene` - Never mutate MEMORY.md here — Stage 1.5 is detect-only **Five detection signals:** 1. stale reference 2. contradiction 3. merge candidate 4. size threshold 5. missing oracle annotation **Cursor read mandate (entry — MUST run first):** - Use `next_batch_pointer` to choose the batch start - Exclude `scanned_recent_batch` - Carry forward the cursor `note` into Stage 3 input - Run `carried-task-scan.py` over the cursor and emit every candidate it prints
From devseunggwan/praxis, MIT.
More from devseunggwan/praxis
- 0.592score
stale-pr-revival
devseunggwan
Bring an open, stalled pull request back to a mergeable state without rewriting its history — read every review surface, merge the base in, integrate what…
SkillAFreshness: A★ 1Claude Code +9 - 0.588score
codex-review-wrap
devseunggwan
Worktree-aware wrapper for /codex:review.
SkillAFreshness: A★ 1Claude Code +9 - 0.587score
upstream-bug-report
devseunggwan
Take a defect in an installed third-party plugin, server, or library from local diagnosis to an issue on its public repository — prove the fix in a fresh…
SkillAFreshness: A★ 1Claude Code +9 - 0.584score
surface-enumeration
devseunggwan
Pre-implementation input-surface enumeration — before writing a parser/validator/sanitizer/classifier, enumerate every input variant so each becomes a…
SkillAFreshness: A★ 1Claude Code +9 - 0.584score
reset-strikes
devseunggwan
Reset the current session's strike counter to 0 and clear the recorded violation list.
SkillAFreshness: A★ 1Claude Code +9 - 0.584score
strike
devseunggwan
Declare a rule violation in the current Claude Code session.
SkillAFreshness: A★ 1Claude Code +9 - 0.581score
perf-leak-review
devseunggwan
Point at performance-defect and memory-leak candidates in a diff — a read-only LLM reviewer reads the change plus the repository around it and reports…
SkillAFreshness: A★ 1Claude Code +9 - 0.581score
strikes
devseunggwan
Show the current session's strike count (0-3) and the list of recorded violation reasons.
SkillAFreshness: A★ 1Claude Code +9 - 0.580score
tradeoff
devseunggwan
Score the options at a decision fork on four cost axes — reversibility, blast radius, cost-if-wrong, process cost — with a provenance grade on every cell so a…
SkillAFreshness: A★ 1Claude Code +9 - 0.580score
merge-briefing
devseunggwan
On-demand home for the pre-merge approval procedure — the three-surface pre-ask probe, grading every open finding by its blocking decoration, carrying the…
SkillAFreshness: A★ 1Claude Code +9 - 0.580score
worktree-merge-cleanup
devseunggwan
On-demand home for the pre-merge worktree precondition and the unified post-merge cleanup sequence — how to run `gh pr merge --squash --delete-branch` from…
SkillAFreshness: A★ 1Claude Code +9 - 0.579score
cmux-recover-sessions
devseunggwan
Bulk recover Claude Code sessions after a crash, power loss, OOM kill, or reboot by scanning the .jsonl files Claude Code persists automatically.
SkillAFreshness: A★ 1Claude Code +9
Signals
- Stars
- 1
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Oct 23, 2026 (7 days ago)
- Last release
- Oct 24, 2026 (7 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/devseunggwan/praxis
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from devseunggwan
- 0.592score
stale-pr-revival
devseunggwan
Bring an open, stalled pull request back to a mergeable state without rewriting its history — read every review surface, merge the base in, integrate what…
SkillAFreshness: A★ 1Claude Code +9 - 0.588score
codex-review-wrap
devseunggwan
Worktree-aware wrapper for /codex:review.
SkillAFreshness: A★ 1Claude Code +9 - 0.587score
upstream-bug-report
devseunggwan
Take a defect in an installed third-party plugin, server, or library from local diagnosis to an issue on its public repository — prove the fix in a fresh…
SkillAFreshness: A★ 1Claude Code +9 - 0.584score
reset-strikes
devseunggwan
Reset the current session's strike counter to 0 and clear the recorded violation list.
SkillAFreshness: A★ 1Claude Code +9 - 0.584score
strike
devseunggwan
Declare a rule violation in the current Claude Code session.
SkillAFreshness: A★ 1Claude Code +9 - 0.584score
surface-enumeration
devseunggwan
Pre-implementation input-surface enumeration — before writing a parser/validator/sanitizer/classifier, enumerate every input variant so each becomes a…
SkillAFreshness: A★ 1Claude Code +9
Done for you
Rather not set it up yourself?
Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.
See how we build AI agents →Read the case studies
Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.
- launches shipped
- 50+
- launches shipped
- media placements
- 500+
- media placements
- founders on every account
- 2
- founders on every account
Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block
Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
Get retrospect running in your business
Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.
Cite this page
retrospect skill. Agent Mart. https://agentmart.dev/skills/devseunggwan-retrospect (last updated 2026-10-24)