optic-k-rebuild

optic-k-rebuild is a skill for Claude Code from GuitarAlchemist/ga. It costs 94 tokens per session (3,707 once invoked), scanned A, original, MIT.

A runbook for rebuilding the OPTIC-K voicing index, a searchable file containing vector representations of guitar, bass, and ukulele chord shapes.

In plain words
What is it for?
Use it to safely regenerate the index and check for encoding regressions when the underlying chord data or processing rules change.
Why use it?
It explains when the index must be rebuilt after schema, normalization, tagging, or chord-quality changes, helping prevent stale or inconsistent data.

Skill for Claude Code

Written for Claude Code: installed under .claude/. Also seen: mentions Claude Code.

Good fit Use it to safely regenerate the index and check for encoding regressions when the underlying chord data or processing rules change.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/guitaralchemist/ga/optic-k-rebuild
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add GuitarAlchemist/ga --skill optic-k-rebuild
Clone the repo
git clone --depth 1 https://github.com/GuitarAlchemist/ga

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for optic-k-rebuild

README.md
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Your own site
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Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

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Your own site · 80×15
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Per session 94 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,707 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00094 $0.03707
Opus 5 $0.00047 $0.01853
Sonnet 5 $0.00019 $0.00741
Haiku 4.5 $0.00009 $0.00371

Measured 8d ago against content hash e8f250d09a7d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

optic-k-rebuild scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/skills/optic-k-rebuild/SKILL.md · 231 lines

How it starts

The opening of the file, as written. The whole thing — 231 lines — stays where its author put it; the contents beside it link to each section on GitHub.

OPTIC-K Index Rebuild Procedure

Operational runbook for rebuilding ga/state/voicings/optick.index. The index holds 313k guitar/bass/ukulele voicings as 112-dim OPTK v4-pp vectors. Rebuild is needed whenever:

  • Schema hash changes (EmbeddingSchema.BuildCompactLayoutV4 layout string edit → CRC32 bump → old index hard-rejected by reader).
  • Writer normalization semantics change (e.g. v4 global-L2 → v4-pp per-partition).
  • Tag-enrichment logic changes (VoicingTagEnricher, VoicingAnalyzer, SymbolicTagRegistry).
  • Chord-quality enumeration expands (new ChordPitchClasses entries that the corpus generator also uses).
  • A leak-test or invariant-coverage run flags that corpus-encoded vectors drifted from the generator's intent.

Total wall-clock expectation

~140 seconds for 313k voicings on a modern dev machine. Breakdown:

  • Guitar: ~136 s (667k raw → 298k unique via structural dedup → OPTIC-K embedding).
  • Bass: ~2.5 s (12k raw → 7.8k unique).
  • Ukulele: ~2.3 s (8.6k raw → 7.3k unique).
  • Write step: seconds.

Always run in background (run_in_background: true) so the session isn't blocked. Poll the output file for progress.

⚠ Preflight — MANDATORY file-lock check

optick.index is memory-mapped by every running OptickSearchStrategy consumer. On Windows, any open mmap handle locks the file for writing. The rebuild's embedding phase succeeds normally, then the 5-second write step crashes with IOException if anything's still holding the file.

Known holders:

  • GaApi.exe — the web service. Started manually or via launch profile.
  • GaMcpServer.exe — spawned by Claude Code on demand via dotnet run --no-build.
  • Any ad-hoc CLI or test runner that called OptickSearchStrategy and didn't dispose it.

Stop them first:

Get-Process -Name GaApi, GaMcpServer -ErrorAction SilentlyContinue | Stop-Process -Force
# verify
Get-Process -Name GaApi, GaMcpServer -ErrorAction SilentlyContinue

Or in bash:

tasklist | grep -iE "GaApi|GaMcpServer"
# then taskkill each PID
taskkill -F -PID <pid>

Read the full file on GitHub · 231 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 8d ago First seen · 231 lines · 94 tokens per session scan A e8f250d09a7d

Subscribe to this mod's changes

optic-k-rebuild is a skill published in the GitHub repository GuitarAlchemist/ga (2 stars, last pushed today), licensed MIT. It adds 94 tokens to every session and 3,707 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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