All Skills

Updates ALL task types (implementation/refactoring/test). Compares IDEAL plan vs existing tasks, categorizes KEEP/UPDATE/OBSOLETE/CREATE, applies changes in Linear and kanban.

Guided onboarding wizard for Ouroboros setup

Access COSMIC cancer mutation database. Query somatic mutations, Cancer Gene Census, mutational signatures, gene fusions, for cancer research and precision oncology. Requires authentication.

Technical documentation writing skill covering API docs, architecture documentation, deployment guides, and various technical writing best practices. Use this skill when creating technical documentation, writing API documentation, creating architecture design documents, or need templates for deployment and operations manuals.

<!-- PM-Skills | https://github.com/product-on-purpose/pm-skills | Apache 2.0 --> --- name: iterate-pivot-decision description: Documents a strategic pivot or persevere decision with the evidence, analysis, and rationale. Use when evaluating whether to change direction on a product, feature, or stra

This skill should be used when the user asks to "dump SPI flash", "read EEPROM through OpenOCD", "dump flash via MCU", "read SPI through debug interface", "extract firmware from SPI", or mentions scenarios involving SPI flash connected to a microcontroller with SWD/JTAG debug access. Provides comprehensive guidance for RAM-resident SPI flash dumping without external programming hardware.

Define, validate, and run repo-local multi-step automations with `asc workflow` and `.asc/workflow.json`. Use when migrating from lane tools, wiring CI pipelines, or orchestrating repeatable `asc` + shell release flows with hooks, conditionals, and sub-workflows.

Identify the Ideal Customer Profile (ICP) from research data with demographics, behaviors, JTBD, and needs. Use when defining your ICP, analyzing PMF survey data, or understanding who your best customers are.

kubectl 基础操作与常用命令

Quantum mechanics simulations and analysis using QuTiP (Quantum Toolbox in Python). Use when working with quantum systems including: (1) quantum states (kets, bras, density matrices), (2) quantum operators and gates, (3) time evolution and dynamics (Schrödinger, master equations, Monte Carlo), (4) open quantum systems with dissipation, (5) quantum measurements and entanglement, (6) visualization (Bloch sphere, Wigner functions), (7) steady states and correlation functions, or (8) advanced methods (Floquet theory, HEOM, stochastic solvers). Handles both closed and open quantum systems across various domains including quantum optics, quantum computing, and condensed matter physics.

Braintrust tracing for Claude Code - hook architecture, sub-agent correlation, debugging

<!-- PM-Skills | https://github.com/product-on-purpose/pm-skills | Apache 2.0 --> --- name: iterate-refinement-notes description: Documents backlog refinement session outcomes including stories refined, estimates, questions raised, and decisions made. Use during or after refinement to capture the re

Red team tactics principles based on MITRE ATT&CK. Attack phases, detection evasion, reporting.

When the user wants to audit, review, or diagnose SEO issues on their site. Also use when the user mentions "SEO audit," "technical SEO," "why am I not ranking," "SEO issues," "on-page SEO," "meta tags review," or "SEO health check." For building pages at scale to target keywords, see programmatic-seo. For adding structured data, see schema-markup.

Refine texts in any language: perfect grammar and spelling, paraphrase ideas, avoid AI detection while maintaining authentic voice. Detects grammatical patterns that signal cognitive states or structural issues—acting as a sensory system for deeper strategic insights.

Collaborative problem-solving protocols: write technical specifications (spec, or alspec), create implementation plans (plan, or alplan), or use Align-and-Do Protocol (AAD). Also generates PR/MR descriptions (aldescription).

Read X/Twitter content via Bird CLI. Actions: read tweets, search, view bookmarks, trending, news, timeline, mentions, lists. Keywords: twitter, x, tweet, trending, bookmarks, timeline.

Merge multiple fine-tuned models using mergekit to combine capabilities without retraining. Use when creating specialized models by blending domain-specific expertise (math + coding + chat), improving performance beyond single models, or experimenting rapidly with model variants. Covers SLERP, TIES-Merging, DARE, Task Arithmetic, linear merging, and production deployment strategies.

Provides optimal chunking strategies in RAG systems and document processing pipelines. Use when building retrieval-augmented generation systems, vector databases, or processing large documents that require breaking into semantically meaningful segments for embeddings and search.

Multi-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multiple perspectives.

This skill should be used when the user asks to "update changelog", "add changelog entry", "prepare release notes", "document version changes", "generate changelog", "review release history", "create release entry", or needs guidance on Keep a Changelog format, semantic-release configuration, conventional commits mapping, or version documentation best practices.

Structured task planning with clear breakdowns, dependencies, and verification criteria. Use when implementing features, refactoring, or any multi-step work.

<!-- PM-Skills | https://github.com/product-on-purpose/pm-skills | Apache 2.0 --> --- name: iterate-retrospective description: Facilitates and documents a team retrospective capturing what went well, what to improve, and action items. Use at the end of sprints, projects, or milestones to reflect and

Fast structured generation and serving for LLMs with RadixAttention prefix caching. Use for JSON/regex outputs, constrained decoding, agentic workflows with tool calls, or when you need 5× faster inference than vLLM with prefix sharing. Powers 300,000+ GPUs at xAI, AMD, NVIDIA, and LinkedIn.