gitwalter
- 207 skills
- 0 followers
- 1 week ago last updated
- ▌ Requesting Code Review · gitwalterUse when completing tasks, implementing major features, or before merging to verify work meets requirements. Dispatches the code-reviewer agent.
- ▌ Verifying Artifact Structures · gitwalterVerifying the structural integrity of knowledge JSON and workflow markdown files.
- ▌ Verification Before Completion · gitwalterUse when about to claim work is complete, fixed, or passing, before committing or creating PRs. Requires running verification commands and confirming output before making any success claims; evidence before assertions always.
- ▌ Orchestrating Subagents · gitwalter bundleSpawning subagents dynamically, parent-child agent communication, task delegation and result aggregation, resource management and cleanup
- ▌
- ▌ Managing Onboarding Flows · gitwalter bundleOnboard existing repositories into the Antigravity Agent Factory ecosystem
- ▌ Orchestrating Workshop To Pm · gitwalter bundleConvert team workshop outputs to project management artifacts
- ▌ Analyzing Statistics · gitwalterStatistical analysis, predictive modeling, and automated insight generation
- ▌ Programming Python Async · gitwalter bundleTactical Blueprint for high-performance Python Asyncio. Focuses on structured concurrency, resource safety, and resilient background processing.
- ▌ Mapping Dependencies · gitwalterMaps all upstream, downstream, data, and AI dependencies needed to implement the requirements. Produces a dependency graph with integration contracts and a risk register. Use when the user wants to understand what systems need to be connected, asks "what do we depend on", "what integrations are needed", "what could block us", or is preparing for architecture. Requires knowledge/prd.md or knowledge/prototype-brief.md. Writes to knowledge/dependencies.md.
- ▌ Managing Google Workspace · gitwalter bundleTactical Blueprint for managing Google Workspace (Drive, Gmail, Calendar). Focuses on prescriptive search, organization, and high-fidelity communication.
- ▌ Pre Completion Check · gitwalterUse when about to claim work is complete, fixed, or passing, before committing or closing tasks - requires running verification commands and confirming output before making any success claims.
- ▌ Smart Contract Audit · gitwalterSkills for performing security audits and gas optimization checks on smart contracts.
- ▌ Systematic Debugging · gitwalterUse when encountering any bug, test failure, or unexpected behavior, before proposing fixes.
- ▌ Mastering Project Management · gitwalter bundleProcedural truth for orchestrating high-fidelity software delivery via Plane MCP server.
- ▌ Optimizing Langsmith Prompts · gitwalter bundlePrompt management with LangSmith Hub - versioning, testing, and evaluation
- ▌ Developing Trading Strategies · gitwalter bundleDesign and implement algorithmic trading strategies with entry/exit rules, position sizing, and risk parameters
- ▌ Evaluating Llms · gitwalter bundleRAGAS evaluation setup, DeepEval integration, LangSmith evaluation runs, custom metrics, retrieval quality metrics, regression testing for LLM outputs
- ▌ Synthesizing Knowledge · gitwalterStructured knowledge capture to extract team wisdom, lessons learned, and best practices for embedding in agent systems
- ▌ Documentation Generation · gitwalterGlobal documentation skill for generating code references, SDLC gate artifacts, and repository management files (README, Changelog, ADRs).
- ▌ Building Nextjs Enterprise · gitwalter bundleTactical Blueprint for production-grade Next.js 15+ applications. Focuses on procedural execution, tool-calling sequences, and idiomatic excellence.
- ▌ Building Spring Enterprise · gitwalter bundleTactical Blueprint for production-grade Spring Boot 3+ applications. Focuses on procedural execution, tool-calling sequences, and idiomatic excellence.
- ▌ Retrieving RAG Context Adv · gitwalterPatterns for using FAISS MCP tools to ingest documents and perform semantic retrieval.
- ▌ Reviewing Requirements · gitwalterConducts a multi-perspective adversarial review of knowledge/prd.md using a structured debate pattern. Activates three reviewer personas — Product Critic, AI Systems Engineer, and Security Auditor — to surface gaps, contradictions, missing edge cases, and AI-specific failure modes. Use when the user wants to validate requirements, check the PRD, find gaps, stress-test the spec, or says "review the requirements", "what are we missing", "is this complete", or "let's pressure-test this". Requires knowledge/prd.md. Writes findings to knowledge/review-findings.md.
- ▌ Building Fastapi Enterprise · gitwalter bundleTactical Blueprint for production-grade FastAPI applications. Focuses on procedural execution, tool-calling sequences, and idiomatic excellence.
- ▌ Dispatching Parallel Agents · gitwalterUse when facing 2+ independent tasks or failures that can be worked on without shared state or sequential dependencies.
- ▌ Orchestrating Crewai Agents · gitwalter bundleDetailed CrewAI agent design patterns - role design, backstories, collaboration, hierarchical vs sequential processes, tool integration
- ▌ Subagent Driven Development · gitwalterExecute plan by dispatching specialized subagents per task. Ensures isolated context and high precision.
- ▌ Experimental Interaction · gitwalterSkill for coordinating experimental interactions including agent-to-agent handoffs and voice-to-PRD workflows.
- ▌ Applying Sqlalchemy Patterns · gitwalter bundleSQLAlchemy 2.0 patterns (mapped_column, Mapped types), Async engine and sessions, Relationship patterns, Alembic migrations, Repository pattern, Query optimization, Connection pooling
- ▌ Checking Alignment · gitwalter bundleVerify understanding and alignment before major implementations
- ▌ Automated Code Generation · gitwalterUses the Factory project generation engine to create core file structures and basic implementation logic from parsed PRD requirements. Orchestrates the ProjectGenerator and uses builder agents for initial implementation.
- ▌ Building Dotnet Microservices · gitwalter bundleService decomposition, API Gateway with YARP, inter-service communication (gRPC, REST, message bus), distributed caching, health checks, circuit breakers
- ▌ Building Spring Microservices · gitwalter bundleSpring Cloud microservices patterns with gateway, discovery, and resilience
- ▌ Verifying Grounding · gitwalter bundleUniversal two-pass verification for LLM grounding using confidence delta comparison
- ▌
- ▌ Reviewing Clean Code · gitwalter bundleSystematic code quality review using SOLID principles, code smell detection, and refactoring patterns
- ▌ Subagent Driven Dev · gitwalterUse when executing implementation plans with independent tasks in the current session. Subagents follow a two-stage review loop.
- ▌ Optimizing Frontend Performance · gitwalter bundleCore Web Vitals optimization, code splitting, and React performance patterns
- ▌ Building Dotnet Backend · gitwalter bundleASP.NET Core Minimal APIs, Controllers, dependency injection, middleware, background services, options pattern, health checks
- ▌ Engineering RAG Systems · gitwalter bundleTactical Blueprint for Retrieval-Augmented Generation (RAG) systems. Focuses on document ingestion, semantic retrieval, reranking, and citation truth.
- ▌ Integrating Sap Systems · gitwalter bundleCPI iFlow design patterns (content-based routing, splitter, aggregator), Groovy script patterns, API Management policies, Event Mesh topic design, OData consumption
- ▌ Mastering Agentic Loops · gitwalter bundleTactical Blueprint for stateful AI agents and multi-agent systems. Focuses on LangGraph orchestration, state persistence, and procedural loop logic.
- ▌ Inspecting RAG Catalog · gitwalter bundleInspect and list the contents of the Qdrant RAG ebook library
- ▌
- ▌ Documentation Management · gitwalterCatalog generation, reference link verification, workshop documentation building, and knowledge gap analysis.
- ▌ Managing Google Calendar · gitwalter bundleManage calendar events using the Google Calendar MCP server.
- ▌
- ▌ Applying Anthropic Patterns · gitwalter bundleClaude agentic loop patterns - tool use until done, extended thinking for complex reasoning, safety and alignment patterns, LangChain ChatAnthropic integration
- ▌ Clustering Opportunities · gitwalterSynthesises all raw idea dumps in knowledge/ideas/raw/ into labelled opportunity clusters with themes, strength signals, and a prioritisation matrix. Use this skill after one or more brainstorming sessions, when the user wants to make sense of accumulated ideas, find patterns, or asks "what themes are emerging" or "which ideas are worth pursuing". Writes output to knowledge/opportunities.md.
- ▌ Containerizing Java Apps · gitwalter bundleDocker multi-stage builds for Java (JDK vs JRE), GraalVM native images, Jib for containerization, Kubernetes deployment (Deployment, Service, ConfigMap, Secrets), Helm charts, Health probes (liveness, readiness, startup), Resource limits
- ▌ Operating Ml Engineering · gitwalter bundleTactical Blueprint for ML Training, Deployment, and Monitoring. Focuses on production-grade PyTorch loops, distributed training, and MLOps observability.
- ▌ Generating Documentation · gitwalter bundleAutomated documentation generation from code including docstrings, API docs, and architecture diagrams
- ▌ Managing Database Agents · gitwalter bundleSQL generation with LLMs, schema understanding, query optimization, and text-to-SQL pipelines
- ▌ Verifying Communications · gitwalter bundleEnable verified, axiom-compliant communication between Factory agents
- ▌
- ▌ Using Git Worktrees · gitwalterUse when starting feature work that needs isolation from the current workspace - creates isolated git worktrees. Good for @Operator (PROPS).
- ▌ Applying RAG Patterns · gitwalter bundleDocument chunking strategies, hybrid retrieval (semantic + keyword), reranking patterns, and citation/attribution
- ▌
- ▌ Integrating Sap Cloud · gitwalter bundleTactical Blueprint for SAP Cloud Integration (CPI), Event Mesh, and API Management. Focuses on secure, observable, and resilient enterprise integration patterns.
- ▌ Observing Spring Apps · gitwalter bundleMicrometer metrics (counters, gauges, timers), Distributed tracing with Micrometer Tracing + Zipkin/Jaeger, Structured logging (Logback + JSON), Spring Boot Actuator endpoints, Prometheus + Grafana setup, Custom health indicators
- ▌ Using Prisma Database · gitwalter bundlePrisma schema design patterns, relations (1:1, 1:N, M:N), migrations workflow, Prisma Client queries (findMany, create, update, transactions), seeding, type-safe queries, and performance optimization.
- ▌ Prd Parsing Logic · gitwalterParses an Agentic PRD (knowledge/prd.md) to extract structured configuration for automated project generation. Extracts Epics, Stories (with JSON acceptance criteria), NFRs, and AI components. Use when initializing a project or feature implementation from a verified PRD.
- ▌ Managing Stack Context · gitwalter bundleTools for managing the execution environment active SDLC stack (e.g., Python_FastAPI, DotNet_CSharp) to ensure correct workflow routing.
- ▌ Repository Maintenance · gitwalterSystematic maintenance, debugging, updating, and health reporting for the agent factory codebase.
- ▌ Applying Ef Core Patterns · gitwalter bundleEntity Framework Core patterns for data access, migrations, and query optimization
- ▌ Managing Knowledge Graphs · gitwalter bundleGraph RAG patterns, entity extraction with LLMs, relationship mapping, and Neo4j integration
- ▌ Onboarding Configurations · gitwalter bundleSkill for migrating hardcoded environment parameters to the Single Point of Truth configuration
- ▌ Onboarding Team Workshops · gitwalter bundleCollaborative team workshop series for designing customized Cursor agent systems grounded in love, truth, and beauty
- ▌ Operating Shell Platforms · gitwalter bundlePlatform-specific shell command considerations for Windows PowerShell and Unix shells
- ▌ Processing Data Pipelines · gitwalter bundleDataset preparation for ML, HuggingFace datasets, custom loaders, data validation with Great Expectations, feature engineering, data versioning with DVC, preprocessing pipelines
- ▌ Verifying With Strawberry · gitwalter bundleFactual claim verification - the canonical profile of grounding-verification
- ▌ Dashboard View Builder · gitwalterBuilding and managing premium statistical dashboards, RAG explorer UIs, warehouse log monitors, and real-time visualization centers.
- ▌ Developing Spring Boot · gitwalter bundleSpring Boot 3+ project setup (Initializr), REST controllers, Service layer patterns, Exception handling (@ControllerAdvice), Profiles and configuration, Bean validation, Async operations
- ▌
- ▌ Test Driven Development · gitwalterUse when implementing any feature or bugfix, before writing implementation code. Enforces RED-GREEN-REFACTOR.
- ▌ Providing Pattern Feedback · gitwalter bundleImplement inductive learning by observing patterns and proposing improvements to axioms, principles, and methodologies
- ▌ Applying LLM Guardrails · gitwalter bundleNeMo Guardrails setup, Guardrails AI integration, prompt injection prevention, PII detection, content safety, topic control
- ▌ Applying React Patterns · gitwalter bundleReact 19 component patterns, hooks, state management, and composition
- ▌ Selecting Society Tiers · gitwalter bundleInteractive guidance for selecting appropriate trust verification tier
- ▌ Streaming Realtime Data · gitwalter bundleToken streaming from LLMs, event streaming with astream_events, WebSocket agent patterns, and real-time UI updates
- ▌ Trading Algorithmically · gitwalter bundleBuild algorithmic trading strategies with backtesting, technical indicators, and fundamental data
- ▌ Scanning Competition · gitwalterResearches the competitive landscape for the problem space defined in knowledge/problem-frame.md. Maps existing solutions, extracts differentiators, and surfaces market gaps. Use this skill when the user asks about competitors, existing tools, market landscape, or says "what's already out there" or "how is this solved today". Requires web-search MCP tool. Writes output to knowledge/competitive.md.
- ▌ Designing AI Systems · gitwalter bundleArchitecture patterns, technology selection, scalability planning, and vector DB selection for AI applications
- ▌
- ▌ Managing Memory Bank · gitwalter bundleFoundational skill for navigating the Tier 0 Active Consciousness and proposing Tier 4 Memories.
- ▌ Monitoring Ml Models · gitwalter bundleMonitor ML model performance, data drift, LLM observability, and production metrics
- ▌ Securing Sap Systems · gitwalter bundleXSUAA configuration and scopes, OAuth 2.0 flows in BTP, principal propagation (cloud to on-premise), CDS access control (DCL rules), API authentication patterns
- ▌ Factory Orchestration · gitwalterMaster system orchestration, blueprint rendering, project scaffolding, multi-agent debates, and SDLC stage validators.
- ▌ Idx API Orchestration · gitwalterFastAPI backend orchestration, MCP infrastructure servers/clients, and community integrations.
- ▌ Managing Google Drive · gitwalter bundleManage files in Google Drive using the Google Drive MCP server.
- ▌ Validation Operations · gitwalterValidation of workspace schemas, JSON syntax verification, dependency audits, workflow structure checks, and catalog consistency.
- ▌ Analyzing Knowledge Gaps · gitwalter bundleAnalyze Factory knowledge base to identify missing, shallow, or stale content
- ▌ Deploying Ml Models · gitwalter bundleDeploy ML models to production with Docker, Kubernetes, cloud platforms, and edge devices
- ▌ Optimizing AI Costs · gitwalter bundleOptimize AI/LLM costs through intelligent routing, caching, batching, and usage analytics
- ▌ Securing AI Systems · gitwalter bundlePrompt injection defense, API security, and content filtering for AI systems
- ▌ Society Integration · gitwalterIntegration of agent systems with blockchain protocols, contracts, event stores, reputation networks, and collective verification engines.
- ▌ Testing Spring Apps · gitwalter bundleJUnit 5 patterns, Spring Boot Test slices (@WebMvcTest, @DataJpaTest), MockMvc for API testing, Testcontainers for integration tests (PostgreSQL, Redis, Kafka), Mockito patterns, Test fixtures with @TestConfiguration
- ▌ Slicing Stories · gitwalterDecomposes epics from knowledge/prd.md into vertically sliced, independently shippable user stories with BDD acceptance criteria. Detects horizontal slices and technical tasks masquerading as stories, and proposes corrected splits. Use when the user wants to break down epics, create sprint-ready stories, check if stories are independently shippable, or says "let's slice the stories", "break this down", or "is this story too big". Reads knowledge/prd.md. Updates story sections in-place.
- ▌ Managing Plane Tasks · gitwalter bundleHigh-performance management of Plane PMS using specialized scripts, persistent context, Jinja2 templates, and memory MCP integration.