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Findings ledger

Skill LazyIsEfficient/agentic-os/.claude/skills/findings-ledger

Use when recording, tallying, or triaging stochastic review findings — the append-only JSONL ledger where Tier 2 (advisory, unevidenced) reviewer output goes instead of blocking language. Triggers on "log this finding", "ledger add", "tally the findings", "triage findings", "is this finding recurring", "retire this noise", or whenever a reviewer produces an unevidenced concern that should be measured for recurrence rather than chased. For the review itself see code-review-and-quality or skill-library-review; for verifying formal claims with deterministic evidence see adversarial-claims-reviewer.From its SKILL.md

Install
npx -y skills add LazyIsEfficient/agentic-os --skill findings-ledger

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

2 things to look at

  • 15 stars15 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.
  • runs commandsInstructs the agent to run 5 commands, including `python3 "$LEDGER" add --file <path> --claim "<one sentence>" --tier 2 --source <agent-name> --run-id <id> [--evidence <path>]` and 4 more.

SKILL.md

5.7 KB, ~1.1k tokens by cl100k_base, as published. Nobody here has run it

Findings Ledger

Stochastic judgment proposes; deterministic verification disposes (tier doctrine: review-tiers — .claude/rules/review-tiers.md). This skill is the proposes side's inbox: a single append-only JSONL at .claude/ledger/findings.jsonl where Tier 2 findings accumulate fingerprinted, so the same defect phrased two ways across runs usually collides to one entry (a heuristic — see the limits doc) and recurrence across independent runs — not rhetoric — decides what gets investigated.

The ledger file

  • Location: .claude/ledger/findings.jsonl, one JSON event per line.
  • Append-only. Status transitions are new events for the same fingerprint; prior lines are never mutated. Current status = the fingerprint's most recent event.
  • Gitignored by default (machine-local noise). Team-shared mode: in .gitignore, replace the .claude/ledger/ line with .claude/ledger/*.lock (the lock sidecar stays local) and commit the findings file so recurrence is measured across the whole team's runs. Append-only + stable ordering keeps the diffs reviewable.
  • CI runners don't persist it. Appends made during a CI job vanish with the runner — and CI must never push the ledger back to the repo. Upload the run's findings as a build artifact and harvest locally instead; patterns in references/ledger-format.md.

Entry fields: fingerprint, file, claim, tier, source, run_id, date, evidence (path or null), status (NEW | RECURRING | INVESTIGATING | PROMOTED | RETIRED-NOISE). Full schema, lifecycle, and fingerprint-normalization limits: references/ledger-format.md.

Commands

All via scripts/ledger.py (python3, stdlib only; exit 0 = ok, 2 = setup/usage error; output ordering is deterministic). Resolve the script path first — references/install-paths.md:

PROJ="${CLAUDE_PROJECT_DIR:-.}"
# 1. Repo checkout
LEDGER="$PROJ/.claude/skills/findings-ledger/scripts/ledger.py"
# 2. Project Codex install
[ -f "$LEDGER" ] || LEDGER="$PROJ/.agents/skills/findings-ledger/scripts/ledger.py"
# 3. Global Claude Code install
[ -f "$LEDGER" ] || LEDGER="$HOME/.claude/skills/findings-ledger/scripts/ledger.py"
# 4. Global Codex install
[ -f "$LEDGER" ] || LEDGER="$HOME/.agents/skills/findings-ledger/scripts/ledger.py"

python3 "$LEDGER" add \
  --file <path> --claim "<one sentence>" --tier 2 \
  --source <agent-name> --run-id <id> [--evidence <path>]

python3 "$LEDGER" tally
python3 "$LEDGER" triage [--threshold 2] [--age-days 14]
python3 "$LEDGER" promote <fingerprint> [--status INVESTIGATING] [--evidence <path>]
python3 "$LEDGER" retire <fingerprint>
  • add computes the fingerprint (sha256 of file path + normalized claim text) and marks a repeat sighting RECURRING. A --tier 1 finding without --evidence is demoted to tier 2 automatically — the tier rule, enforced.
  • Recurrence counts distinct run ids, not raw sightings — an agent repeating itself within one run cannot cross the threshold alone.
  • triage lists fingerprints at/over the recurrence threshold as promotion candidates, and still-NEW single-run findings older than the age cutoff as retire-as-noise candidates. The /triage-findings command (repo-local maintainer tooling; not shipped by the installer) wraps this and proposes a ratchet target per candidate; the human disposes.
  • promote refuses to record PROMOTED without --evidence — a promotion is its encoded check.

The ratchet

A recurring fingerprint is a candidate to leave the stochastic layer forever: investigate → encode as a scripts/validate.sh rule (Tier 0) or an exit-nonzero evidence script (Tier 1) → promote with the encoded check as --evidence → no LLM ever re-litigates it. Singles nobody re-reports get retired. The ratchet only turns toward lower variance.

Related skills

What ships with it: 4 files

37.2 KB alongside SKILL.md, 2 of them executable

references/

scripts/

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