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Conversational guide for using tools/session-retro/observe.mjs to capture friction, wins, corrections, decisions, gaps, tool-use, and checkpoints as they happen during a session. Use at session start (to kick off the log), at inflection points (to record events), and at session

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Install
$ npx -y skills add Tibsfox/gsd-skill-creator --skill session-observatory-live --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/session-observatory-live

Context preview

The summary Claude sees to decide when to auto-load this skill.

Conversational guide for using tools/session-retro/observe.mjs to capture friction, wins, corrections, decisions, gaps, tool-use, and checkpoints as they happen during a session. Use at session start (to kick off the log), at inflection points (to record events), and at session

SKILL.md

session-observatory-live.SKILL.md
name: session-observatory-live
description: "Conversational guide for using tools/session-retro/observe.mjs to capture friction, wins, corrections, decisions, gaps, tool-use, and checkpoints as they happen during a session. Use at session start (to kick off the log), at inflection points (to record events), and at session end (to archive and feed the retrospective generator)."
format: 2025-10-02
version: 1.1.0
status: ACTIVE
updated: 2026-04-17
version_history:
  - 1.0.0 (2026-04-17): initial
  - 1.1.0 (2026-04-17): document `event tokens` dual-write shortcut
triggers:
  - Conversational guide for using tools/session-retro/observe

Session Observatory — Live Event Logging

Most session retrospectives are written from memory at the end. Memory is lossy. This skill captures the habit of logging events as they happen, so the retrospective has real data to work with.

When to Activate

  • **At session start** — log `start <mission-name>` as one of the first

Bash tool calls, so the started_commit is recorded.

  • **When friction hits** — hook fired repeatedly, tool failed, command took

longer than expected, user corrected you.

  • **When something works unusually well** — a technique that you'd recommend

to future sessions.

  • **Before and after irreversible actions** — commits, pushes, destructive ops.
  • **On progress markers** — every ~10% through a long job.
  • **At session close** — log `end`, then run `generate.mjs` to produce the

SESSION-RETRO.md.

Commands

# Start
node tools/session-retro/observe.mjs start "<mission-name>"

# Log an event
node tools/session-retro/observe.mjs event <kind> "<label>" '<json-payload>'

# Check in on the log
node tools/session-retro/observe.mjs status

# End (archives current.jsonl to a dated file)
node tools/session-retro/observe.mjs end

Event Kinds (standard)

| Kind | When | Example label | |------|------|---------------| | `friction` | Something took more effort than it should have | `"read-before-edit hook fired N times"` | | `win` | Something worked notably well | `"idempotent pipeline saved 3 re-runs"` | | `correction` | User or hook corrected direction | `"user reminded: no Co-Authored-By"` | | `tool-use` | Notable tool invocation | `"installed better-sqlite3 as optional dep"` | | `decision` | Judgment call deserving review | `"committed 1,881 generated files"` | | `gap` | Missing skill/agent/chipset | `"no batch-rewriter for N-script cascade"` | | `checkpoint` | Progress marker for long-running work | `"Pass 2 chapters: 300/602"` | | `tokens` | Token consumption (dual-writes to token-budget) | `"pass-2-chapter-gen"` |

Free-form kinds are allowed but less useful for aggregation. Prefer the standard list.

Tokens event — special positional form

`tokens` is the one kind where positional args are reinterpreted to keep the call site short and to dual-write to `current.tokens.jsonl`:

# observe.mjs event tokens <in_tokens> <out_tokens> [label]
node tools/session-retro/observe.mjs event tokens 45000 3200 "pass-2-chapter-gen"

The entry lands in both `current.jsonl` (as a `tokens` event) and `current.tokens.jsonl` (as a budget entry), so `token-budget.mjs status` and the retrospective observations stay in sync without a second call.

Payload Conventions

Payloads are free-form JSON. Common fields:

  • `count` — numeric count of the occurrence
  • `file` / `files` — paths involved
  • `duration_min` — wall-clock time
  • `cost` / `tokens` — resource spend
  • `impact` — `"workflow"` | `"output"` | `"blocked"` | `"none"`
  • `opportunity` — what skill/agent would have helped

Retroactive Logging

If you didn't log live, you can backfill at session close by reviewing what happened and calling `observe event` for each remembered moment. Better than nothing. The timestamp will be session-end rather than event-time, but the kinds and labels are still useful.

Integration with Retrospective Generator

Events from `current.jsonl` are consumed by `tools/session-retro/generate.mjs` and rendered in the SESSION-RETRO.md under **Observations**, grouped by kind. The human-authored sections (`What Worked`, `What Could Be Better`) then reference specific events as evidence.

Example — This Skill's First Use

The release-history feature session logged 33 events retroactively:

  • 6 friction (read-before-edit fires, 11-script cascade, no checkpoint for

LLM run, ghost-seeding cascade, over-eager regex, hidden drift)

  • 4 wins (background Monitor, idempotent pipeline, recursive self-improvement,

fresh-repo demo)

  • 3 corrections (no Co-Authored-By, dev not main, link chapter files)
  • 4 decisions (publish full tree, SQLite default, allowlist gates, Commits column)
  • 4 gaps (batch-rewriter, portable-schema, decision-framework, session-token)
  • 3 tool-uses (better-sqlite3, claude -p, git tags)
  • 9 checkpoints (pass-by-pass progress)

Those 33 events became the concrete evidence for the retro's "What Worked" / "What Could Be Better" / "Recommendations" sections.

Anti-patterns

  • **Logging every command.** Too noisy. Log inflection points.
  • **Vague labels.** "Problem happened" is useless. "Retro extractor missed

H3 headings — 57 files hid as a result" is useful.

  • **Skipping at session close.** The log isn't useful if `end` never runs

and the JSONL never archives. Generate the retro before context dies.

Related

  • `tools/session-retro/observe.mjs` — the logger itself
  • `tools/session-retro/generate.mjs` — the retrospective generator
  • `decision-framework-invoker` — often co-fires with `decision` events
Read more
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