---

name: session-backfill description: > Backfill structured session summaries from Claude Code .jsonl transcripts into the vault's per-project Sessions folder. Distills each CC session into TL;DR / Goal / Outcome / Decisions / Blockers / Next / References — agent- and human-searchable, not raw transcripts. Use when user says "backfill sessions", "summarize my sessions for X", "fill in the empty session notes", or wants to make QMD project history actually useful. argument-hint: '[--project NAME | --all] [--limit N] [--dry-run]' allowed-tools: Bash(python3:), Bash(claude:)

Session Backfill Skill

Turn empty braynee session-auto-track stubs into substantive per-project session notes by distilling the real Claude Code conversation history.

Why

Braynee's session-auto-track creates a one-line stub session note when each CC session starts. The stubs never get filled in — they say "Waiting for user to state goal" and "(none yet)" forever. Meanwhile the actual conversation lives in ~/.claude/projects/<encoded-path>/*.jsonl. QMD indexes only the stubs, so project history is unsearchable.

This skill reads each .jsonl, filters the tool-call noise, distills the conversation skeleton, and writes a structured summary into <vault>/2. Areas/Sessions/<Project>/<date>-<slug>-<type>-<id>.md.

Idempotent: if a structured note already exists for a session_id, it's skipped. Safe to rerun.

Distillation: no API billing by default

The default backend is claude -p — it uses your local Claude Code subscription via OAuth. No ANTHROPIC_API_KEY, no Console credits, no infisical, no per-session cost. The script explicitly strips ANTHROPIC_API_KEY from the claude -p subprocess env so it can never silently fall back to API billing.

--use-api is an explicit opt-in for the raw Anthropic API (Console credits). Use it only if you specifically want API billing and have set ANTHROPIC_API_KEY yourself. It is never required and never the default.

Commands

# Single project (pilot use) — uses `claude -p`, no API billing
python3 {baseDir}/scripts/backfill.py --project sophon-webapp

# Dry run — print what would be created, no distillation at all
python3 {baseDir}/scripts/backfill.py --project sophon-webapp --dry-run

# Limit to N most-recent sessions per project
python3 {baseDir}/scripts/backfill.py --project foreman --limit 5

# All projects (the big backfill)
python3 {baseDir}/scripts/backfill.py --all

# Point at a non-default vault location
python3 {baseDir}/scripts/backfill.py --all --vault "/path/to/Obsidian Vault"

# Opt in to the raw API (Console billing — only if you explicitly want it)
ANTHROPIC_API_KEY=... python3 {baseDir}/scripts/backfill.py --project foreman --use-api

Vault resolution

The vault is resolved universally, no hardcoded path:

1. --vault PATH argument
2. $BRAYNEE_VAULT / $OBSIDIAN_VAULT environment variable
3. Common locations probed for a .obsidian directory (~/Obsidian Vault, ~/vault, ~/Documents/Obsidian Vault, OneDrive / iCloud variants)
4. Falls back to ~/Obsidian Vault so a brand-new vault still works

Note format produced

Every backfilled note follows this structure:

---
type: session
project: "[[Sophon Webapp]]"
status: done
session_type: debug
session_id: "66b42f24-..."
started: 2026-04-27T09:01:00Z
tags:
  - session
  - debug
---

## TL;DR
[1-2 sentences — state of work + outcome]

## Goal
[What this session was trying to accomplish]

## Outcome
- **Shipped:** concrete changes that landed
- **In flight:** things started but not finished

## Decisions
- **[Decision]** — rationale, tradeoff

## Blockers / Open Questions
- [Things stuck, waiting, unknown]

## Next
[Single highest-leverage next action]

## References
- **Files:** `path/to/file.ts`
- **Related:** [[wikilinks]]

Project name mapping

Claude Code stores each project under ~/.claude/projects/<encoded-path>/, where the encoded path is the project's absolute path with separators (and the Windows drive colon) replaced by -. The skill derives the project slug generically — it strips a leading Windows drive letter, then takes the path segment after the last recognised parent directory token (code, src, work, repos, dev, …). This works for any user on any OS regardless of where their code lives.

For projects where the derived slug doesn't map to a clean wikilink (e.g., dealreveal-engine → DealReveal, not Dealreveal Engine), add an override in scripts/project_map.json. Overrides are optional — without them the slug is title-cased word-by-word.

Requirements

• Python 3.10+ — that's it for the default path.
• claude CLI on PATH (Claude Code) — used for distillation via your subscription. Already present wherever this skill runs.
• Optional: pip install anthropic only if you pass --use-api (raw API, Console billing).
• No infisical, no secrets manager, no API key needed for normal use.

Cost

• Default (claude -p): consumes your Claude Code subscription quota, no API dollar cost.
• --use-api (opt-in only): claude-sonnet-4-6, prompt-cached system prompt, ~$0.02/session on Console credits.