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Skills(SKILL.md)は、AIエージェント(Claude Code、Cursor、Codexなど)に特定の能力を追加するための設定ファイルです。
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Project context loading, isolation, and persistent state management across CCPM sessions.
Break epics into parallelizable tasks with acceptance criteria, effort estimates, and dependency graphs.
PreToolUse protection blocking sensitive file access across 195+ patterns in 12 categories with bash pipeline analysis and multi-tool ignore support.
Process meeting recordings and transcripts into decisions, action items, and team dynamics
Save URLs with auto-extracted insights, credibility scoring, and vault routing
Pattern extraction, confidence-scored evaluation, skill creation, organization, versioning, and cross-project export pipeline.
Context priming before work (bd prime) and self-reflection after completion to extract patterns, gotchas, and decisions into the knowledge base.
AIDefence security layer with prompt injection blocking, input validation, sandboxed execution, output sanitization, and STRIDE threat modeling.
SONA self-optimizing neural architecture with ReasoningBank trajectory learning, EWC++ anti-forgetting, and reinforcement learning feedback loops.
Chroma local vector database setup and operations for development and production
Haystack NLP pipeline configuration for document processing and QA
Hugging Face transformer model fine-tuning and inference for intent classification
LangFuse LLM observability integration for tracing, analytics, and cost tracking
Conditional edge routing and state-based transitions for LangGraph workflows
LangGraph StateGraph builder with state schema design. Create stateful agent workflows with cycles, conditionals, and persistence.
Qdrant vector database with filtering, payloads, and quantization support
SetFit few-shot learning for efficient intent classification with minimal data
Weaviate vector database setup with GraphQL queries and hybrid search
Extract domain models from monolithic codebases using DDD principles for microservices decomposition
Understand and document legacy code behavior through deep analysis and behavior characterization
Implementation and secure usage of cryptographic primitives including ECDSA, BLS, Schnorr signatures, key derivation, secret sharing, and constant-time operations. Provides guidance for secure cryptographic implementations in blockchain applications.
Deep EVM bytecode analysis and decompilation capabilities for smart contract security, gas optimization, and reverse engineering. Provides tools for analyzing opcodes, storage layouts, proxy patterns, and bytecode verification.
Subgraph development for The Graph protocol. Includes manifest configuration, GraphQL schema design, AssemblyScript handlers, entity relationships, and deployment to hosted and decentralized networks.
Validates dimensional models against Kimball methodology best practices
Dataset versioning skill using DVC for tracking data changes, managing data pipelines, and ensuring reproducibility.
Jupyter notebook execution skill for running notebooks programmatically and extracting outputs.
Kubeflow Pipelines skill for ML workflow orchestration, component management, and Kubernetes-native ML.
SHAP-based model explainability skill for feature attribution, summary plots, and interaction analysis.
Scikit-learn model training skill with cross-validation, hyperparameter tuning, pipeline construction, and model serialization. Enables automated ML model development using scikit-learn's comprehensive toolkit.
Weights & Biases integration skill for experiment tracking, hyperparameter sweeps, and artifact versioning.
Configure ClickOnce deployment with auto-update, prerequisites, and publish settings for .NET applications
Analyze Electron IPC implementations for security vulnerabilities including contextIsolation, nodeIntegration, preload scripts, and channel validation
Analytic Hierarchy Process (AHP) calculation skill for pairwise comparison matrices, consistency checking, and weight derivation
Bayesian network construction and inference skill for probabilistic reasoning, causal analysis, and belief updating
Causal inference skill for estimating treatment effects and understanding causal relationships in business data
Narrative generation skill for transforming analytical insights into compelling business stories
Automated decision tree construction skill for structuring complex decisions with probabilities, payoffs, and expected value calculations
Monte Carlo simulation engine skill for probabilistic modeling, risk quantification, and uncertainty propagation
Probability distribution fitting skill for calibrating uncertainty models from historical data or expert judgment
Time series forecasting skill for business metric prediction and demand planning
Value at Risk (VaR) and related risk metrics calculation skill for financial and operational risk assessment
Manage investor pipeline and fundraising process
Automated TAM/SAM/SOM calculations with methodology documentation
Statistical and non-statistical audit sampling skill with sample size determination and evaluation
Discounted Cash Flow model builder for comprehensive company valuations with WACC calculation, terminal value estimation, and sensitivity analysis
Automated covenant compliance monitoring and calculation skill with early warning alerts
Automated financial dashboard and KPI visualization skill with executive reporting capabilities
ASC 842/IFRS 16 lease accounting skill for right-of-use asset and liability calculations
Multi-state and international tax calculation skill with nexus analysis