# Language Specialists

> Route language-specific engineering work to the right specialist and maintain language playbooks.

- Skill: `majiayu000/language-specialists` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add majiayu000/language-specialists`
- Raw SKILL.md: https://api.skillmd.com/api/skills/majiayu000/language-specialists/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: majiayu000 (https://skillmd.com/u/majiayu000)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/majiayu000/language-specialists

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## STANDARD OPERATING PROCEDURE

### Purpose
Identify language-specific needs, select the correct specialist (Python or TypeScript), and ensure playbooks/examples/tests stay current.

### Triggers
- **Positive:** Requests that specify a target language stack or need language-tailored guidance.
- **Negative:** Framework-agnostic prompts (use prompt-architect) or non-language-specific architecture (system-design-architect).

### Guardrails
- Structure-first: maintain `SKILL.md`, `readme`, `examples/`, `tests/`, `resources/`; ensure child specialists mirror this structure.
- Constraint hygiene: extract HARD/SOFT/INFERRED needs (runtime, frameworks, tooling, quality gates).
- Routing safety: only assign to specialists with intact docs; flag missing artifacts.
- Confidence ceiling on routing decisions (inference/report 0.70; research 0.85; observation/definition 0.95).

### Execution Phases
1. **Intake**: Capture language, framework, runtime, and constraints (quality, performance, deployment targets).
2. **Routing**: Choose `python-specialist` or `typescript-specialist`; include backup and escalation path.
3. **Handoff**: Provide context, constraints, and existing examples/tests relevant to the stack.
4. **Validation**: Confirm outputs meet language-specific standards (formatters, linters, test matrices).

### Output Format
- Routing decision with constraints (HARD/SOFT/INFERRED).
- Selected specialist + reasoning and validation checks.
- Confidence statement with ceiling.

### Validation Checklist
- [ ] Constraints captured and confirmed.
- [ ] Specialist selected from registry with healthy docs.
- [ ] Examples/tests referenced or gaps flagged.
- [ ] Confidence ceiling stated.

## VCL COMPLIANCE APPENDIX (Internal)
[[HON:teineigo]] [[MOR:root:D-L]] [[COM:Dil+Yonetim]] [[CLS:ge_meta_skill]] [[EVD:-DI<gozlem>]] [[ASP:nesov.]] [[SPC:path:/skills/specialists/language-specialists]]

[[HON:teineigo]] [[MOR:root:E-P-S]] [[COM:Epistemik+Tavan]] [[CLS:ge_rule]] [[EVD:-DI<gozlem>]] [[ASP:nesov.]] [[SPC:coord:EVD-CONF]]


Confidence: 0.71 (ceiling: inference 0.70) - SOP rebuilt using prompt-architect routing clarity and skill-forge structure-first rules.