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.
npx skills add GuitarAlchemist/ga --skill optic-k-rebuildgit clone --depth 1 https://github.com/GuitarAlchemist/gaWrote 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.
[](https://agentmods.dev/skills/guitaralchemist/ga/optic-k-rebuild)<a href="https://agentmods.dev/skills/guitaralchemist/ga/optic-k-rebuild"><img src="https://agentmods.dev/badge/skills/guitaralchemist/ga/optic-k-rebuild/github.svg" alt="Measured on agentmods" height="20"></a>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.
<a href="https://agentmods.dev/skills/guitaralchemist/ga/optic-k-rebuild"><img src="https://agentmods.dev/badge/skills/guitaralchemist/ga/optic-k-rebuild.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once 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 |
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.
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.BuildCompactLayoutV4layout 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
ChordPitchClassesentries 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 viadotnet run --no-build.- Any ad-hoc CLI or test runner that called
OptickSearchStrategyand 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>
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.
- 8d ago First seen · 231 lines · 94 tokens per session scan A e8f250d09a7d
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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