Compare MLflow experiment runs, rank them, and recommend next steps. Use when the user asks about results, which run is best, what improved, what hurt performance, or wants a…
Score 70/100
Competitive research, differentiation analysis, and strategic positioning. Feature matrices, SWOT analysis, benchmarking, positioning maps, battle cards, win/loss analysis, and…
Score 70/100
Research your competitors and build an interactive battlecard. Outputs an HTML artifact with clickable competitor cards and a comparison matrix.
Score 70/100
Research, compare, and synthesize markets, categories, competitors, alternatives, pricing, feature sets, audience segments, positioning, review themes, and strategic…
Score 70/100
Research competitors, analyze market positioning, identify differentiators, and understand competitive landscape to inform product strategy and positioning.
Score 70/100
Analyzes competitor products and companies by synthesizing data from pricing pages, app store reviews, job postings, SEO signals, and social media into structured competitive…
Score 70/100
Analyze competitor's ad strategy by researching their Facebook Ad Library presence, TikTok Top Ads, identifying longest-running ads (likely winners), and extracting angles, hooks,…
Score 70/100
Compiles any research input — PDF papers, GitHub repositories, experiment logs, code directories, or raw notes — into a complete Agent-Native Research Artifact (ARA) with…
Score 70/100
Research UI component patterns across 60 component types and 95 production design systems (2,676+ examples from component.gallery).
Score 70/100
Research product compositions using AI and web sources. Use when needing to find what products, substances, or objects are made of - including ingredients, materials, chemicals,…
Score 70/100
Multi-phase research orchestration for thorough codebase, documentation, and external knowledge investigation. Invoked by /ai-eng/research command.
Score 70/100
Ensure thorough validation, error recovery, and transparent reasoning in research tasks with multiple tool calls
Score 70/100
Build institutional-grade comparable company analyses with operating metrics, valuation multiples, and statistical benchmarking in Excel/spreadsheet format.
Score 70/100
Search COMSOL Multiphysics documentation. Use when asked about COMSOL, mesh refinement, boundary conditions, solvers, physics interfaces, FEM simulation, or COMSOL error messages.
Score 70/100
End-to-end workflow for creating complete JavaScript concept documentation, orchestrating all skills from research to final review
Score 70/100
Condensed ANIMA on quantum-classical and classical-quantum networks. All skill compositions materialized as s-expressions across the polyglot substrate.
Score 70/100
Conduct comprehensive advertising research based on confirmed campaign parameters. Use web search tools (DuckDuckGo or Tavily) to gather insights on target audiences, platform…
Score 70/100
Help users run better customer and user interviews. Use when someone is preparing for user research, planning discovery interviews, writing interview questions, analyzing…
Score 70/100
Use conference poster pitch for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Score 70/100
Use when you notice a pattern that should be in the config. Analyzes current setup, researches best practices, and proposes specific config changes.
Score 70/100
The four Sanskrit principles: Truth-Self, Knowledge-Self, Bliss-Self, Power-Self. Use when need to understand the operational physics of consciousness.
Score 70/100
Anthropic's method for training harmless AI through self-improvement. Two-phase approach - supervised learning with self-critique/revision, then RLAIF (RL from AI Feedback).
Score 70/100
Implements constraint-based physics systems including all constraint types, ragdoll systems, custom physics, and network ownership.
Score 70/100
Use when you need information you don't have, expertise outside your comfort zone, or fresh eyes on code - dispatches agents to research, advise, or review.
Score 70/100
Process Hi-C read pairs using pairtools. Parse alignments, filter duplicates, classify pairs, and generate contact statistics from Hi-C sequencing data.
Score 70/100
Research a specific person using Common Room data. Triggers on 'who is [name]', 'look up [email]', 'research [contact]', 'is [name] a warm lead', or any contact-level question.
Score 70/100
Detect contamination and assess genome quality using CheckM, CheckM2, GTDB-Tk, and GUNC for metagenome-assembled genomes and isolate assemblies.
Score 70/100
Detect sample contamination and cross-species reads using FastQ Screen. Screen reads against multiple reference genomes to identify bacterial, viral, adapter, or sample swap…
Score 70/100
Context engineering tool for building AI agent systems. Use when developers need to design agent context strategies — system prompts, tool sets, examples, and runtime context…
Score 70/100
Universal context management and planning system. PROACTIVELY activate for: (1) ANY complex task requiring planning, (2) Multi-file projects/websites/apps, (3) Architecture…
Score 70/100
Token-efficient context gathering and synthesis from multiple sources (memory, docs, web). Orchestrates MCP tools to build comprehensive context before analysis or interviews.
Score 70/100
Automatically fetch latest library/framework documentation for Claude Code via Context7 API. Use when you need up-to-date documentation for libraries and frameworks or asking…
Score 70/100
Automatically fetch latest library/framework documentation for Claude Code via Context7 API
Score 70/100
Contextual Retrieval implementation for RAG - chunks clinical notes with LLM-generated context prepended to each chunk before embedding.
Score 70/100
Explains why studies on the same biomedical topic reach different or opposing conclusions by auditing differences in population, endpoint definition, sample source, assay or…
Score 70/100
Offer the user several spin-off conversations as clickable buttons on a single persistent card. Each click spawns a fresh seeded conversation in the sidebar; the user keeps their…
Score 70/100
Build agentic applications with GitHub Copilot SDK. Use when embedding AI agents in apps, creating custom tools, implementing streaming responses, managing sessions, connecting to…
Score 70/100
Use this agent when you need to synthesize and distill the core functions of a gene from multiple information sources (textual summaries, reviewed annotations, bioinformatics…
Score 70/100
Deep research and information gathering specialist for thorough investigation, pattern analysis, and knowledge synthesis
Score 70/100
Gap detection and knowledge mapping techniques for comparing BRD requirements against corpus coverage.
Score 70/100
Side-route skill for explicit backtracking when an upstream artifact becomes untrustworthy. Use when research, PRD, or slice decomposition has been invalidated by new information…
Score 70/100
Access COSMIC cancer mutation database. Query somatic mutations, Cancer Gene Census, mutational signatures, gene fusions, for cancer research and precision oncology.
Score 70/100
Access COSMIC cancer mutation database. Query somatic mutations, Cancer Gene Census, mutational signatures, gene fusions, for cancer research and precision oncology.
Score 70/100
Observational cosmology from Hubble's law to the CMB. Covers redshift, Hubble expansion, the cosmological parameters, the cosmic microwave background, large-scale structure,…
Score 70/100
Count the total number of MCP tools in the Umbraco MCP Server project and provide a breakdown by collection.
Score 70/100
Craft CMS 5 front-end Twig development — atomic design, template architecture, component patterns, Vite buildchain.
Score 70/100
Orchestrate the end-to-end coding process for the Horus persona. Composes research (/dogpile), isolated execution (/battle), structured implementation (/task, /orchestrate), and…
Score 70/100
Creates Epics following the T-Minus-15 process template. Epics are large bodies of work containing multiple Features.
Score 70/100
Creates Features following the T-Minus-15 process template. Features represent significant deliverables that contain multiple User Stories.
Score 70/100
GitHub-Issues mit `gh issue create` strukturiert anlegen, inklusive deutschem Markdown-Body, Emoji-Präfix im Titel und repo-nativen Labels aus `gh label list`.
Score 70/100
Build, iterate, and evaluate Model Context Protocol (MCP) servers that expose external services as tools an LLM can call.
Score 70/100
Create optimized prompts for Claude-to-Claude pipelines with research, planning, and execution stages.
Score 70/100
Primary planning branch after /shape for major-tranche work that requires multiple independent PRDs. Use to create a GitHub milestone plus sequenced feature issues that will later…
Score 70/100
Orchestrated movie creation for Horus persona. Guides through phases: Research → Script → Build Tools → Generate → Assemble.
Score 70/100
Create a GitLab Merge Request for the current story branch. Use when the user says 'create an MR', 'open a merge request', or 'ready for review' in a GitLab project.
Score 70/100
Two-phase research design and consolidation skill for multi-LLM optimized research
Score 70/100
Create a new specification through an adaptive interview process with proactive recommendations and optional research.
Score 70/100
Create time-boxed technical spike documents for researching and resolving critical development decisions before implementation.
Score 70/100
Use when creating GitHub issues, making new issues, filing bugs, requesting features, or before running `gh issue create`.
Score 70/100
Document complex domain knowledge as self-contained packages with multiple reading paths
Score 70/100