grtninja/operator-language-humanizer
skill-candidates/operator-language-humanizer/SKILL.md
Local-first operator language cleanup for prompts, run titles, queue notes, QC summaries, and user-visible output text across local app stacks. Use when tightening wording without changing meaning, policy, IDs, paths, flags, or system behavior. This skill is explicit opt-in and must never rewrite system prompts, personality files, or hidden instructions.
$ install --global
skillsauthnpx skillsauth add grtninja/skill-arbiter operator-language-humanizerInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: Apr 5, 2026, 2:26 PM333.0s4 files scanned
SKILL.md
- name:
- operator-language-humanizer
- description:
- Local-first operator language cleanup for prompts, run titles, queue notes, QC summaries, and user-visible output text across local app stacks. Use when tightening wording without changing meaning, policy, IDs, paths, flags, or system behavior. This skill is explicit opt-in and must never rewrite system prompts, personality files, or hidden instructions.
Operator Language Humanizer
Use this skill for cross-stack operator-facing wording cleanup only.
Workflow
- Treat the source text as authoritative. Preserve technical meaning and operator intent.
- Restrict edits to user-visible operator surfaces such as:
- run titles
- queue notes
- desired-result fields
- prompt-head drafts
- QC summaries
- review findings
- export or handoff text shown to an operator
- Keep exact tokens unchanged when they carry runtime meaning:
- file paths
- model IDs
- job IDs
- port numbers
- flags
- API field names
- Remove filler, AI-sounding hedges, and repetitive phrasing only when that does not change technical intent.
- Prefer concise operator language over stylistic flourish.
- If the requested cleanup could alter policy or hidden behavior, stop and ask for a safer visible-text target.
Hard Guardrails
Never use this skill to rewrite or "humanize":
- system prompts
- agent personality files
- hidden tool instructions
- security or policy text
- API contracts, schemas, or logs
- docs-lane prose such as READMEs, blog posts, or release notes unless the user explicitly wants that handled by a docs or prose lane instead
Local-First Rule
- Work from text already present in the workspace or supplied in the request.
- Do not depend on remote scoring APIs, telemetry, or hidden classifiers.
- Keep the output deterministic and reviewable in plain text.
Pass Criteria
At minimum, require:
- the cleaned text is shorter or clearer without losing operational meaning
- all runtime-critical tokens remain exact
- the result still sounds like an operator or tool note, not a personality rewrite
- the change can be reviewed side by side if the wording is safety-sensitive
Scope Boundary
Use this skill for operator or prompt/output cleanup across local stacks.
Do not use it for:
- docs-lane polishing
- marketing copy
- hidden-prompt rewriting
- personality or tone overhauls unrelated to operator clarity
References
references/allowed-surfaces.mdreferences/cleanup-checklist.md
Related Skills
grtninja/white-hat
tools
VerifiedTrustedCommunity
Run a defender-first security sweep on code, configs, prompts, model/tooling surfaces, or third-party contribution lanes. Use when a request involves safe bug, leak, zero-day-class, exploit, or hack hunting for protection, when contributing to outside repositories and you want a focused security pass, or when touching auth, secrets, permissions, network exposure, prompt/tool boundaries, data flow, or update/build surfaces. This skill is defensive only and must never be used for weaponization or unauthorized access.
2SKILL.mdUpdated Apr 22, 2026
grtninja/vrm-sandbox-startup-acceptance
development
VerifiedTrustedCommunity
Validate and repair VRM Sandbox startup acceptance with shim-first local model authority, frontend/backend bring-up, and avatar-runtime launch proof. Use when launch behavior, chat handoff, voice fallback, or runtime bridge acceptance must be verified end to end.
2SKILL.mdUpdated Apr 22, 2026
grtninja/voice-catalog-runtime-alignment
documentation
VerifiedTrustedCommunity
Align documented voice-command catalogs, endpoint action allowances, and live runtime handlers so operator-visible voice surfaces match what the stack can actually execute. Use when voice command docs, parser matrices, endpoint permissions, or runtime action routing drift apart.
2SKILL.mdUpdated Apr 22, 2026
grtninja/skillhub-trend-radar
development
VerifiedTrustedCommunity
Track SkillHub trend and topic drift, maintain a bounded rewrite watchlist, and surface emerging gaps worth turning into repo-owned skills. Use when the marketplace query set shows new families or when the current shortlist has gone stale.
2SKILL.mdUpdated Apr 22, 2026