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Scan reports · Orchestra-Research/AI-Research-SKILLs

sentencepiece: scan report

Language-independent tokenizer treating text as raw Unicode. Supports BPE and Unigram algorithms. Fast (50k sentences/sec), lightweight (6MB memory), deterministic vocabulary. Used by T5, ALBERT, XLNet, mBART. Train on… An automated scan of this public skill from Orchestra-Research/AI-Research-SKILLs: security, token cost, spec and clarity, with every finding and its fix.

Result

Verdict

sentencepiece

88/100 · grade B

Orchestra-Research/AI-Research-SKILLs/02-tokenization/sentencepiece at 773a529

Spec 21 · Efficiency 25 · Clarity 25 · Security 17 (each out of 25)

Always loaded 88 tokens · on trigger 1,250 · on demand 2,606

  • sec/permissions warn · SKILL.md:47Escalates permissions.
  • spec/non-portable-keys warn · SKILL.mdNon-spec frontmatter (version, author, tags, dependencies). claude.ai and the Skills API reject the upload; move them under `metadata` or drop them.

Where it comes from

Source

FactValue
RepositoryOrchestra-Research/AI-Research-SKILLs
Skill folder02-tokenization/sentencepiece
Stars13,703
LicenseMIT
Commit scanned773a529
Scanned2026-10-19
Files3

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[![ProSkills scan 88/100](https://proskills.dev/badge?score=88)](https://proskills.dev/reports/orchestra-research-sentencepiece)

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FAQ

Questions

Is sentencepiece safe to install?
No critical findings, some security notes. The scan covers prompt injection, hidden Unicode, remote code execution and credential access in every text file of the skill. It cannot judge intent, so read any flagged line in context before installing.
How was this score calculated?
Four checks of 25 points each: spec, efficiency, clarity and security. Findings take points off the check they belong to, and any critical finding caps the grade at F. The same scanner runs in your browser at proskills.dev/scan.
Is this report current?
It was made from commit 773a529 on 2026-10-19. If the skill has changed since, paste the new version into the scanner for a fresh score.
I wrote this skill. Can I fix the score or have the page removed?
Fix the findings and push. The reports are rebuilt from GitHub on a schedule, so the next run picks the change up. To have the page removed, open an issue on the ProSkills GitHub repo.

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