Addresses GitHub Dependabot security alerts by listing open alerts, identifying affected Python/uv, frontend npm, and Titus Go projects, upgrading vulnerable dependencies, running verification, and committing fixes. Use when the user wants to fix Dependabot alerts, upgrade vulnerable packages, or address security vulnerabilities found by Dependabot.

Analyzes existing debug systems (IMGUI menus, custom loggers, cheat frameworks, performance HUDs) and generates incremental migration plans to Jahro equivalents. Use when the user wants to replace a custom debug UI, migrate from an existing console or cheat system, switch to Jahro, or has OnGUI debug code they want to modernize.

Transform requirements into structured user stories with acceptance criteria using INVEST principles. Use when the user asks to write a user story, create a ticket, define acceptance criteria, or convert requirements into dev-ready stories.

Generate targeted test inputs to reach specific code paths and hard-to-reach behaviors in Python code. Use when: (1) Targeting uncovered branches or specific execution paths, (2) Need coverage-guided test generation, (3) Want to leverage LLM understanding of code semantics for meaningful test inputs, (4) Testing boundary conditions and edge cases systematically, (5) Combining symbolic reasoning with fuzzing. Provides path analysis, constraint solving, coverage-guided strategies, and LLM-driven semantic generation for comprehensive test input creation.

Track large cryptocurrency transactions and whale wallet movements in real-time. Use when tracking large holder movements, exchange flows, or wallet activity. Trigger with phrases like "track whales", "monitor large transfers", "check whale activity", "exchange inflows", or "watch wallet".

Configure this skill should be used when the user asks about "API contract", "api-contract.md", "shared interface", "TypeScript interfaces", "request response schemas", "endpoint design", or needs guidance on designing contracts that coordinate backend and frontend agents. Use when building or modifying API endpoints. Trigger with phrases like 'create API', 'design endpoint', or 'API scaffold'.

Use when writing Spark jobs, debugging performance issues, or configuring cluster settings for Apache Spark applications, distributed data processing pipelines, or big data workloads. Invoke to write DataFrame transformations, optimize Spark SQL queries, implement RDD pipelines, tune shuffle operations, configure executor memory, process .parquet files, handle data partitioning, or build structured streaming analytics.

Designs distributed system architectures, decomposes monoliths into bounded-context services, recommends communication patterns, and produces service boundary diagrams and resilience strategies. Use when designing distributed systems, decomposing monoliths, or implementing microservices patterns — including service boundaries, DDD, saga patterns, event sourcing, CQRS, service mesh, or distributed tracing.

Use when building high-performance async Python APIs with FastAPI and Pydantic V2. Invoke to create REST endpoints, define Pydantic models, implement authentication flows, set up async SQLAlchemy database operations, add JWT authentication, build WebSocket endpoints, or generate OpenAPI documentation. Trigger terms: FastAPI, Pydantic, async Python, Python API, REST API Python, SQLAlchemy async, JWT authentication, OpenAPI, Swagger Python.

End-to-end playbook for shipping high-quality pull requests to open-source projects you don't maintain — discovery, CONTRIBUTING compliance, PR-size check, minimal-diff implementation, PR description with AI-assisted disclosure, conflict resolution, and post-submission maintainer interaction. Use whenever creating, editing, or pushing a PR to a third-party GitHub repo — "submit a PR", "open a PR", "fix this upstream", "rebase against main", "respond to the bot review", an `owner/repo` target, or 提 PR / 上游 PR / 贡献代码 / rebase 冲突 / 回应维护者.

AINE (AI-Native SDLC) Reference Architecture advisor. Reviews architecture decisions against AINE principles, recommends AI-native design patterns, guides context engineering maturity progression, and helps teams structure spec-driven workflows. Use when designing AI-native systems, planning software delivery lifecycle improvements, evaluating tooling or foundation model choices, setting up agentic workflows, or when the user mentions AINE, AI-Native SDLC, spec-driven development, context engineering, MCP servers, agentic orchestration, context engineering maturity, or AI-assisted SDLC. Also use when users ask specifically about how AI integrates across product, design, implementation, testing, deployment, and maintenance phases, or want to evaluate AI-native architecture patterns and agent orchestration strategies.

Designs distributed system architectures, decomposes monoliths into bounded-context services, recommends communication patterns, and produces service boundary diagrams and resilience strategies. Use when designing distributed systems, decomposing monoliths, or implementing microservices patterns — including service boundaries, DDD, saga patterns, event sourcing, CQRS, service mesh, or distributed tracing.

Upgrade Gamma SDK versions and migrate between API versions. Use when upgrading SDK packages, handling deprecations, or migrating to new API versions. Trigger with phrases like "gamma upgrade", "gamma migration", "gamma new version", "gamma deprecated", "gamma SDK update".

Execute Exa incident response with triage, mitigation, and postmortem procedures. Use when responding to Exa-related outages, investigating errors, or running post-incident reviews for Exa integration failures. Trigger with phrases like "exa incident", "exa outage", "exa down", "exa on-call", "exa emergency", "exa broken".

UiPath governance via `uip gov` — author and deploy policies on two layers. AOps product policies (`uip gov aops-policy`): block/restrict/enforce features in Studio, StudioX, Assistant, Robot, AI Trust Layer, Agent Builder; deploy to user/group/tenant. Access ToolUsePolicy (`uip gov access-policy`): allow/deny when one workflow invokes another as a tool (Agent→Agent/Maestro/Flow/RPA/API/Case), gated by tag, caller, or actor (User/Group). Skill classifies product-layer vs resource/tool-use intent before authoring. Operate: deploy/undeploy policies to user/group/tenant, query effective deployed policy, list deployment subjects. Diagnose: investigate policy not taking effect, debug deployment precedence (user>group>tenant), evaluate access-policy rules, troubleshoot blocked tool invocations. For platform ops→uipath-platform.

Clone a dockersamples Labspace repo, extract learning objectives and module structure from labspace.yaml, and produce a Hugo guide page under content/guides/ with correct frontmatter, labspace-launch shortcode, and Docker docs style compliance. Use when asked to create a lab guide, write a Labspace page, add a Docker lab tutorial, migrate a lab to docs, or document a hands-on lab.