hns-lsel-applier
Local Self-Evolution Loop (LSEL) APPLY engine — the playback-only consumer of approved decision.json records that drives `.moai/hooks/lsel-apply.sh` for the…
Integrated project management system covering documentation, language initialization, template optimization, docs generation, and JIT document loading. Absorbed from moai-workflow-templates, moai-docs-generation, and moai-workflow-jit-docs.
$ npx -y skills add modu-ai/moai-adk --skill moai-workflow-project --agent claude-codeHow it fires
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Integrated project management system covering documentation, language initialization, template optimization, docs generation, and JIT document loading. Absorbed from moai-workflow-templates, moai-docs-generation, and moai-workflow-jit-docs.
name: moai-workflow-project description: > Integrated project management system covering documentation, language initialization, template optimization, docs generation, and JIT document loading. Absorbed from moai-workflow-templates, moai-docs-generation, and moai-workflow-jit-docs. when_to_use: > Use for integrated project management: documentation scaffolding (product/structure/tech.md), multilingual language initialization, template and boilerplate optimization, docs generation (Sphinx, MkDocs, TypeDoc, OpenAPI), and JIT document loading. license: Apache-2.0 compatibility: Designed for Claude Code allowed-tools: Read, Write, Edit, Bash(git:*), Bash(npm:*), Bash(npx:*), Bash(uv:*), Bash(pip:*), Bash(ls:*), Bash(mkdir:*), Grep, Glob, WebFetch, WebSearch user-invocable: false metadata: version: "3.0.0" category: "workflow" status: "active" updated: "2026-04-25" modularized: "true" tags: "workflow, project, documentation, initialization, templates, boilerplate, scaffolding, jit-docs, docs-generation" aliases: "moai-workflow-project" related-skills: "moai-workflow-spec, moai-workflow-docs-claim-check" # MoAI Extension: Progressive Disclosure progressive_disclosure: enabled: true level1_tokens: 100 level2_tokens: 5000
Comprehensive project management system integrating documentation generation, multilingual support, and template optimization into a unified architecture with intelligent automation and Claude Code integration.
Scope: Consolidates documentation management, language initialization, and template optimization into a single cohesive system supporting complete project lifecycle from initialization to maintenance.
Target: Claude Code agents for project setup, documentation generation, multilingual support, and performance optimization.
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Core Capabilities:
Key Features:
Supported Project Types: web applications, mobile applications, CLI tools, libraries, ML projects.
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Three capability areas:
Three workflows: project initialization, documentation generation from SPEC, template performance optimization. Each follows a 3-step pattern (configure → execute → review results).
See [core workflow walkthroughs](references/workflows.md) for detailed step-by-step procedures.
Automatic Language Detection: analyzes file content, configuration files, system locale, and directory structure.
Multilingual Documentation: language-specific directories (e.g., `docs/ko`, `docs/en`), language negotiation, automatic redirection.
Agent Prompt Localization: language-specific instructions, cultural context, token cost optimization.
See [language and localization detail](references/language-localization.md) for token cost analysis and locale configuration.
Performance Analysis: file size, complexity, performance bottlenecks, optimization opportunities, resource usage, backup recommendations.
Optimization Techniques: whitespace reduction, structure optimization, complexity reduction, performance caching.
Integrated configuration covers project metadata, language settings + costs, documentation status, template optimization results, module initialization states.
Language Settings: conversation_language (user-facing), agent_prompt_language (internal, often English for cost), documentation language (per language).
Updates trigger configuration file modifications, documentation structure updates, template localization.
See [configuration schema and language fields](references/configuration.md) for full field reference and supported language metadata.
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For advanced patterns (custom templates, performance caching, batch processing, integration workflows), see [references/reference.md](references/reference.md) and [references/examples.md](references/examples.md).
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| Operation | Typical Duration | |-----------|------------------| | Complete documentation generation | 2-5 seconds | | Language detection analysis | ~500 ms | | Template optimization | 10-30 seconds | | Configuration updates | ~100 ms |
Memory: base ~50MB, large projects +10-50MB, optimization cache 5-20MB.
File sizes: documentation 50-200KB per project, optimization backups match originals, configuration 5-10KB.
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<!-- moai:evolvable-start id="rationalizations" -->
| Rationalization | Reality | |---|---| | "project docs are a one-time setup, no need to keep them current" | Stale product.md and tech.md mislead every SPEC written against them. The
Agentic development harness for Claude Code — SPEC-driven plan/run/sync, TRUST 5 quality gates, model+effort routing, and Claude×GLM multi-LLM cost control. Single Go binary, 16 languages, zero deps.
Repo: modu-ai/moai-adk
Local Self-Evolution Loop (LSEL) APPLY engine — the playback-only consumer of approved decision.json records that drives `.moai/hooks/lsel-apply.sh` for the…
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moai-adk-go domain-patterns reference for the 4 harness specialists (cli-template-specialist, quality-specialist, workflow-specialist, hook-ci-specialist).…
HARD i18n rules digest for the oss-docs harness specialists working on moai-adk-go README 4-locale set and the docs-site (adk.mo.ai.kr). Covers the…