analysis AI Agent Skills
Browse 44 skills related to analysis
performance-analysis
Comprehensive performance analysis, bottleneck detection, and optimization recommendations for Claude Flow swarms
ralph-operations
Use when managing Ralph orchestration loops, analyzing diagnostic data, debugging hat selection, investigating backpressure, or performing post-mortem analysis
eleutherios
Epistemic analysis infrastructure - query knowledge graphs with suppression detection, coordination signatures, and multi-perspective clustering. Local-first, no cloud dependencies.
research
Deep research and information gathering skill for comprehensive topic analysis
data-processor
Data processing skill with Python and shell scripts for file analysis and transformation
knowledge-absorber
深度解析链接、文档或代码,生成“全能导师级”的教学笔记(零基础直达精通)。具备“真理锚定”校验能力,自动识别幻觉与过时信息。
qe-performance-analysis
Comprehensive performance analysis, bottleneck detection, and optimization recommendations for Claude Flow swarms
six-thinking-hats
Apply Edward de Bono's Six Thinking Hats methodology to software testing for comprehensive quality analysis. Use when designing test strategies, conducting test retrospectives, analyzing test failures, evaluating testing approaches, or facilitating testing discussions. Each hat provides a distinct testing perspective: facts (White), risks (Black), benefits (Yellow), creativity (Green), emotions (Red), and process (Blue).
qe-six-thinking-hats
Apply Edward de Bono's Six Thinking Hats methodology to software testing for comprehensive quality analysis. Use when designing test strategies, conducting test retrospectives, analyzing test failures, evaluating testing approaches, or facilitating testing discussions. Each hat provides a distinct testing perspective: facts (White), risks (Black), benefits (Yellow), creativity (Green), emotions (Red), and process (Blue).
performance-analysis
Comprehensive performance analysis, bottleneck detection, and optimization recommendations for Claude Flow swarms
rigorous-reasoning
Prevents sycophantic reasoning through checklist-based analysis, categorical integrity, and evidence-following to uncomfortable conclusions. Red Flags: "I agree that", "You are right", "Great point", "Absolutely", "That is a fair point", "I can see why", agreement without validation, softening conclusions, hedging without evidence, retracting under pressure. Use when analyzing conflicts, evaluating ethical claims, or noticing sycophantic thought patterns. Do not use for routine implementation or simple factual questions. CRITICAL: This skill overrides conversational tendencies toward politeness. Agreement requires validity and accuracy.
enact-text-summarizer
Analyzes text and provides word count, character count, and sentence statistics
examples-code-reviewer
AI-powered code review tool that analyzes code for bugs, style issues, and improvements
data-analysis
Analyze datasets and create visualizations
mpm-postmortem
Analyze session errors and suggest improvements
design-archivist
Long-running design anthropologist that builds comprehensive visual databases from 500-1000 real-world examples, extracting color palettes, typography patterns, layout systems, and interaction design across any domain (portfolios, e-commerce, SaaS, adult content, technical showcases). This skill should be used when users need exhaustive design research, pattern recognition across large example sets, or systematic visual analysis for competitive positioning.
research-analyst
Conducts thorough landscape research, competitive analysis, best practices evaluation, and evidence-based recommendations. Expert in market research and trend analysis.
code-analyzer
Code quality analysis skill for tbdflow, covering smells, maintainability, and refactoring guidance.
codebase-analysis
Analyzes codebase to find similar features, reusable utilities, and architectural patterns
researcher-role-skill
Professional technical solutions research skill for investigating technologies, analyzing best practices, evaluating feasibility, and producing comprehensive reports with actionable recommendations for development initiatives.
pi-cli
Unified project analysis CLI tool. Supports DAG scheduling, LLM batch tasks, dependency graph construction, test analysis/repair, documentation generation, code auditing, and a Web Dashboard. Functionality is fully consistent with project-index and is recommended as the unified entry point.
eda-basic
Basic exploratory data analysis for pandas DataFrames
refactor-architect
Analyzes codebase, designs modular refactoring specs, and delegates to domain executors. Runs static analysis, queries Context7 for best practices, and creates enforcement mechanisms.
feature-fit
Analyzes new feature requests for EXISTING projects. Reads config/mcp context, performs Gap Analysis, and creates a Feature Brief.
codebase-analysis
Systematically analyze codebase structure, complexity, dependencies, and architectural patterns to understand project organization
performance-analysis
Comprehensive performance analysis, bottleneck detection, and optimization recommendations for Claude Flow swarms
implementing-threat-intelligence-lifecycle-management
Implement a structured threat intelligence lifecycle encompassing planning, collection, processing, analysis, dissemination, and feedback stages to produce actionable intelligence for organizational decision-making.
rl-theory-analyzer
Analyzes RL algorithms mathematically — derives update rules, proves convergence, identifies failure modes, and classifies algorithms along standard taxonomic dimensions.
performance-analysis
Comprehensive performance analysis, bottleneck detection, and optimization recommendations for Claude Flow swarms
research-assistant
Structured web research framework for AI agents. Teaches your agent to conduct multi-source research, synthesize findings into actionable briefs, maintain a research library, and track evolving topics over time. Use when you need market research, competitor analysis, topic deep-dives, or ongoing monitoring of trends and news. Works with any agent that has web search capabilities.
marketing-strategy-pmm
Product marketing, positioning, GTM strategy, and competitive intelligence. Includes ICP definition, April Dunford positioning methodology, launch playbooks, competitive battlecards, and international market entry guides. Use when developing positioning, planning product launches, creating messaging, analyzing competitors, entering new markets, enabling sales, or when user mentions product marketing, positioning, GTM, go-to-market, competitive analysis, market entry, or sales enablement.
senior-frontend
Comprehensive frontend development skill for building modern, performant web applications using React, Next.js, TypeScript, Tailwind CSS. Includes component scaffolding, performance optimization, bundle analysis, and UI best practices. Use when developing frontend features, optimizing performance, implementing UI/UX designs, managing state, or reviewing frontend code.
senior-qa
Comprehensive QA and testing skill for quality assurance, test automation, and testing strategies for ReactJS, NextJS, NodeJS applications. Includes test suite generation, coverage analysis, E2E testing setup, and quality metrics. Use when designing test strategies, writing test cases, implementing test automation, performing manual testing, or analyzing test coverage.
senior-fullstack
Comprehensive fullstack development skill for building complete web applications with React, Next.js, Node.js, GraphQL, and PostgreSQL. Includes project scaffolding, code quality analysis, architecture patterns, and complete tech stack guidance. Use when building new projects, analyzing code quality, implementing design patterns, or setting up development workflows.
repo-analyzer
Analyze a code repository for structure, complexity, and quality metrics. Use when asked to analyze, audit, review, or assess a codebase. Produces a structured report with file counts, language breakdown, dependency analysis, and potential issues.
senior-architect
Comprehensive software architecture skill for designing scalable, maintainable systems using ReactJS, NextJS, NodeJS, Express, React Native, Swift, Kotlin, Flutter, Postgres, GraphQL, Go, Python. Includes architecture diagram generation, system design patterns, tech stack decision frameworks, and dependency analysis. Use when designing system architecture, making technical decisions, creating architecture diagrams, evaluating trade-offs, or defining integration patterns.
senior-data-scientist
World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy, Pandas, Scikit-learn), R, SQL, statistical methods, A/B testing, time series, and business intelligence. Includes experiment design, feature engineering, model evaluation, and stakeholder communication. Use when designing experiments, building predictive models, performing causal analysis, or driving data-driven decisions.
document-analyzer
Understand, analyze, and extract insights from documents — PDFs, reports, technical docs, contracts, or any text-heavy material. Use when someone asks to "understand this document", "analyze this report", "what does this document say", "extract key points", "summarize this PDF", or needs to quickly grasp unfamiliar material.
demand_analysis
Analyze user requirements and extract constraint conditions such as product category, budget, brand preferences, and usage scenarios
senior-computer-vision
World-class computer vision skill for image/video processing, object detection, segmentation, and visual AI systems. Expertise in PyTorch, OpenCV, YOLO, SAM, diffusion models, and vision transformers. Includes 3D vision, video analysis, real-time processing, and production deployment. Use when building vision AI systems, implementing object detection, training custom vision models, or optimizing inference pipelines.
product-manager-toolkit
Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, opportunity scoring, and go-to-market strategies. Use for feature prioritization, user research synthesis, requirement documentation, continuous discovery, and product strategy development.
code-reviewer
Comprehensive code review skill for TypeScript, JavaScript, Python, Swift, Kotlin, Go. Includes automated code analysis, best practice checking, security scanning, and review checklist generation. Also covers receiving feedback with technical rigor (no performative agreement), when and how to request code-reviewer, and verification gates (evidence before completion claims). Use when reviewing pull requests, receiving review feedback, providing code feedback, identifying issues, or ensuring code quality standards.
product-strategist
Strategic product leadership toolkit for Head of Product including OKR cascade generation, market analysis, vision setting, and team scaling. Use for strategic planning, goal alignment, competitive analysis, and organizational design.
requirement-study
Analyze, write, and validate software requirements from any input — conversations, documents, rough notes, or existing specs. Use when someone asks to study requirements, create a PRD, analyze a feature request, extract requirements from a document, or validate completeness of existing requirements. Also triggers on phrases like "what do we need to build", "write me a spec", or "break this down into requirements".