Track and update action item status from natural language updates like 'Seanのメールには返信しておいた' or 'Lu対応予定'. Integrates with daily-comms-ops workflow. Use when managing action items across communication channels.
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既存コード・既存関数・既存モジュールの暗黙契約を抽出するスキル。戻り値型、副作用、例外、前提条件、境界条件、環境依存挙動を確認し、 reuse前のリスクを可視化する。名前やコメントではなく実際の挙動から 契約を読み取り、不一致を分類し、再利用可否を判定する。
Use when reusing legacy code, verifying actual behavior of existing functions, or extracting implicit contracts before implementation. Covers: hidden contract, implicit contract, reuse risk, legacy behavior, 暗黙契約, 既存資産調査. Analyzes return types, side effects, exceptions, preconditions, boundary conditions, and environment-dependent behavior.
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实测评分 未实测
查看安装方法安装前可以查看交给 AI 代理的指令内容。
A skill for extracting implicit contracts from existing code before reuse. Instead of trusting function names, comments, or type annotations at face value, this skill systematically uncovers the actual behavioral contracts embedded in code: what a function really returns, what side effects it triggers, what hidden preconditions it assumes, and how it behaves across different environments.
The root motivation: many production defects originate not from new code bugs, but from misunderstanding the actual behavior of reused code. A function named keepTwoDecimal() that returns a comma-formatted string instead of a numeric value, a variable that shadows another in a different scope, a utility that silently depends on production-only configuration -- these hidden contracts are the real source of integration failures.
Scope Boundary: This skill focuses on pre-implementation investigation of existing code assets. For reviewing already-written code, use critical-code-reviewer. For post-incident root cause analysis, use incident-rca-specialist.
assets/implicit_contract_sheet_template.md)Define the investigation boundary and scope.
Record what the code appears to promise -- without yet verifying it.
assets/implicit_contract_sheet_template.mdRead the actual implementation to discover the real behavioral contract.
Load
references/contract_extraction_guide.mdfor the extraction methodology and priority order.
Load
references/environment_behavior_guide.mdfor environment boundary patterns
Compare surface contracts (Workflow 2) against actual contracts (Workflow 3) and classify every discrepancy.
Load
references/hidden_spec_patterns.mdfor the full pattern catalog.
Classify each mismatch into one or more of these 6 categories:
| Category | Description | Example |
|---|---|---|
| Naming Mismatch | Function/variable name implies different behavior than actual | keepTwoDecimal() returns comma-formatted string |
| Type Mismatch | Return type or parameter type differs from expectation | Annotated as float, actually returns str |
| Scope Mismatch | Same-named identifiers exist in different scopes | config in module scope vs. config in function scope |
| State Dependency | Behavior depends on external mutable state | Result changes based on global cache content |
| Environment Dependency | Behavior varies across environments | Works in dev (SQLite), fails in prod (PostgreSQL) |
| Hidden Side Effect | Undocumented writes, mutations, or event emissions | calculate_total() also updates a database record |
For each mismatch:
Determine whether each target can be safely reused and under what conditions.
Load
references/reuse_risk_classification.mdfor the full classification framework.
Apply the 5-level reuse classification:
| Level | Verdict | Meaning | Action Required |
|---|---|---|---|
| A | Reuse as-is | Contracts match, behavior verified | Add contract test only |
| B | Reuse with wrapper | Core behavior is correct but interface needs adaptation | Build thin wrapper, add contract test |
| C | Reuse with adapter | Significant interface mismatch but logic is sound | Build adapter layer, add integration test |
| D | Contract test required first | Behavior is uncertain, need verification before deciding | Write contract tests, then re-evaluate |
| E | Do not reuse / redesign | Fundamental mismatch or unacceptable risk | Redesign or implement from scratch |
For each reuse candidate:
assets/reuse_risk_register_template.md and assets/adoption_recommendation_template.mdDesign contract tests and verification strategies for critical implicit contracts.
Load
references/runtime_boundary_checklist.mdfor boundary-specific test patterns.
assets/contract_test_idea_template.md| Resource | Type | Purpose | When to Load |
|---|---|---|---|
references/contract_extraction_guide.md | Reference | Extraction methodology, evidence priority, behavior-first approach | Workflow 3 |
references/hidden_spec_patterns.md | Reference | Full catalog of mismatch patterns with examples | Workflow 4 |
references/runtime_boundary_checklist.md | Reference | Boundary-specific checklists for DB, serialization, timezone, retry, locale | Workflow 6 |
references/reuse_risk_classification.md | Reference | 5-level reuse classification framework and decision criteria | Workflow 5 |
references/environment_behavior_guide.md | Reference | Environment-dependent behavior patterns and verification strategies | Workflow 3, 6 |
assets/implicit_contract_sheet_template.md | Template | Document stated vs. observed contracts with evidence | Workflow 2, 3 |
assets/reuse_risk_register_template.md | Template | Risk register for reuse candidates | Workflow 5 |
assets/contract_test_idea_template.md | Template | Contract test designs with data sets and failure signals | Workflow 6 |
assets/adoption_recommendation_template.md | Template | Final reuse decision with guardrails and prerequisites | Workflow 5 |
formatCurrency() might truncate, isValid() might have side effects, getUser() might return cached stale dataWhen extracting contracts, prioritize evidence sources in this order:
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Track and update action item status from natural language updates like 'Seanのメールには返信しておいた' or 'Lu対応予定'. Integrates with daily-comms-ops workflow. Use when managing action items across communication channels.
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AI活用提案の専門コンサルタントスキル。LLM・AIエージェントの活用事例知識を基に、業界別、部門別、シーン別に最適なAI導入提案を行います。システム化、業務改善、効率化を得意とし、具体的な活用事例、期待効果、導入ステップを含む実践的な提案を提供します。Use when proposing AI/LLM adoption strategies for specific industries, departments, or business scenarios.
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Generate AI-powered BPO service proposals for Japanese companies in the US market. Use when creating outsourcing proposals with AI service menus, ROI estimation, implementation roadmaps, and bilingual (JA/EN) proposal documents for 在米日系企業向けAI実装.
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AI(LLM)が生成した日本語テキストの「AI臭」を検出・診断し、人間らしい文章にリライトするスキル。 Use when: 「AIっぽい文章を直して」「人間らしくリライトして」「AI臭を消して」「この文章をもっと自然にして」 「テキストのAI感を減らして」「機械っぽさを取りたい」 "make this sound more human", "remove AI tone", "humanize this text", "detect if this is AI-generated". 6つのAI特有パターン(視覚的マーカー、単調なリズム、マニュアル的構成、非コミット姿勢、抽象語の濫用、 定型メタファー)を正規表現ベースで検出し、0-100のAI臭スコアを算出。3つの人間化技法 (バランスを崩す・客観を崩す・論理を崩す)でリライトを実行する。 Note: 検出スクリプトは日本語テキスト専用。英語テキストの場合はClaude自身がreferences/を参照して分析・リライトする。
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Generate audit-ready internal control design documents from As-Is business process inventories. Produces control IDs, assertion mappings, procedures, SoD analysis, KPIs, materiality thresholds, and implementation roadmaps. Use when building internal controls for new audit engagements, SOX/J-SOX compliance, or process improvement initiatives.
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Review audit-related documents (control design documents, bottleneck analyses, requirements definitions, etc.) for quality, scoring them 0-100 with a severity-rated findings list. Use when reviewing audit documents, checking control design quality, or verifying cross-document consistency. Supports documents governed by US GAAP, IFRS, or J-GAAP.
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