universal-learning-signature
Framework for measuring learning dynamics in multi-agent systems and communication networks. Provides D (dimensionality), f (feedback fraction), and H₁ (topological cycles) measurements with confidence scoring. Validates across 4 domains (Topobench synthetic, GitHub networks, IES empirical, DuckDB real). Use this skill when measuring learning system characteristics, verifying convergence in multi-agent systems, comparing learning mechanisms across domains, or trading measurement services in agent marketplaces.
unironic-sun-emoji
NaNoWriMo novel project database. Use when referencing the manuscript, its structure, documents, or searching its content via DuckDB.
uniprot-database
Direct REST API access to UniProt. Protein searches, FASTA retrieval, ID mapping, Swiss-Prot/TrEMBL. For Python workflows with multiple databases, prefer bioservices (unified interface to 40+ services). Use this for direct HTTP/REST work or UniProt-specific control.
umap-learn
UMAP dimensionality reduction. Fast nonlinear manifold learning for 2D/3D visualization, clustering preprocessing (HDBSCAN), supervised/parametric UMAP, for high-dimensional data.
u
World U Skill
research-grants
Write competitive research proposals for NSF, NIH, DOE, and DARPA. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with submission requirements.
render-deploy
Deploy applications to Render by analyzing codebases, generating render.yaml Blueprints, and providing Dashboard deeplinks. Use when the user wants to deploy, host, publish, or set up their application on Render's cloud platform.
research-lookup
Look up current research information using Perplexity's Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the best model based on query complexity. Search academic papers, recent studies, technical documentation, and general research information with citations.
svelte-deployment
Svelte deployment guidance. Use for adapters, Vite config, pnpm setup, library authoring, PWA, or production builds.
svelte-components
Svelte component patterns. Use for web components, component libraries (Bits UI, Ark UI, Melt UI), form patterns, or third-party integration.
superelastic-quotient
Superelastic skills with maximum quotienting resolution for spatial decomposition. Combines ordered locales, structured decompositions, and sheaf-theoretic gluing for finest-grained equivalence classes with spatial coherence.
structured-decompositions-jl
Use when users ask about StructuredDecompositions.jl, structured decompositions,
stripe-best-practices
Best practices for building Stripe integrations. Use when implementing payment processing, checkout flows, subscriptions, webhooks, Connect platforms, or any Stripe API integration.
string-diagram-rewriting-protocol
Kernel protocol for compositional string diagram rewriting across all skills
string-database
Query STRING API for protein-protein interactions (59M proteins, 20B interactions). Network analysis, GO/KEGG enrichment, interaction discovery, 5000+ species, for systems biology.
stream-chain
Stream-JSON chaining for multi-agent pipelines, data transformation, and sequential workflows
stochastic-resonance
Noise-enhanced signal detection via Kramers rates and optimal noise analysis
stellogen-proof-search
Automated resolution-based proof search via stellar resolution and bidirectional unification
stellar-resolution
stellar-resolution skill
steamvr-tracking
SteamVR Tracking (Lighthouse/Base Stations) setup + specs. Use for playspace sizing, base station placement, compatibility, and troubleshooting across SteamVR-tracked headsets.
statsmodels
Statistical modeling toolkit. OLS, GLM, logistic, ARIMA, time series, hypothesis tests, diagnostics, AIC/BIC, for rigorous statistical inference and econometric analysis.
statistical-analysis
Statistical analysis toolkit. Hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, Bayesian stats, power analysis, assumption checks, APA reporting, for academic research.
stahl-übersetzer
Steel→Stahl Übersetzungsvalidierung mit semantischer Erhaltung und Typ-Äquivalenz
stahl-bersetzer
Steel-to-Stahl (mattwparas/steel Scheme) German translation validator with semantic preservation and type equivalence. Triggers: stahl, steel, scheme, german translation, semantic preservation.
stable-baselines3
Use this skill for reinforcement learning tasks including training RL agents (PPO, SAC, DQN, TD3, DDPG, A2C, etc.), creating custom Gym environments, implementing callbacks for monitoring and control, using vectorized environments for parallel training, and integrating with deep RL workflows. This skill should be used when users request RL algorithm implementation, agent training, environment design, or RL experimentation.
ssh
Establish and manage SSH connections to remote machines, including key generation, configuration, and file transfers. Use when connecting to remote servers, executing remote commands, or transferring files via SCP.
sqlite-scanner
Scan filesystems for SQLite databases by magic-byte detection. Wraps simonw/sqlite-scanner (Go binary via PyPI/uvx). Use for forensic inventory, honeypot canary detection, VM disk auditing, and database cataloging.
spreadsheet
Use when tasks involve creating, editing, analyzing, or formatting spreadsheets (`.xlsx`, `.csv`, `.tsv`) using Python (`openpyxl`, `pandas`), especially when formulas, references, and formatting need to be preserved and verified.
speech
Use when the user asks for text-to-speech narration or voiceover, accessibility reads, audio prompts, or batch speech generation via the OpenAI Audio API; run the bundled CLI (`scripts/text_to_speech.py`) with built-in voices and require `OPENAI_API_KEY` for live calls. Custom voice creation is out of scope.
spectre-worldmat
Spectre monotile principles applied to Worldmat thread evolution with GF(3) conservation
spectral-random-walker
Integrates spectral gaps with random walk theory using the Benjamin Merlin Bumpus comprehension model.
spectral-methods
Fourier-Laplacian eigenmodes for frequency domain analysis of graph and signal structures
spectral-gap-analyzer
Measures proof system health via Laplacian eigenvalue gap analysis.
sparc-methodology
SPARC (Specification, Pseudocode, Architecture, Refinement, Completion) comprehensive development methodology with multi-agent orchestration
sora
Use when the user asks to generate, remix, poll, list, download, or delete Sora videos via OpenAI\u2019s video API using the bundled CLI (`scripts/sora.py`), including requests like \u201cgenerate AI video,\u201d \u201cSora,\u201d \u201cvideo remix,\u201d \u201cdownload video/thumbnail/spritesheet,\u201d and batch video generation; requires `OPENAI_API_KEY` and Sora API access.
social-engineering-audit
Assess social engineering attack surface in applications and organizations. Identifies pretexting vectors, OSINT exposure, phishing susceptibility in authentication flows, and human-factor vulnerabilities in security architecture. Use when auditing auth flows, help desk procedures, password reset mechanisms, or organizational security posture.
social-content
When the user wants help creating, scheduling, or optimizing social media content for LinkedIn, Twitter/X, Instagram, TikTok, Facebook, or other platforms. Also use when the user mentions 'LinkedIn post,' 'Twitter thread,' 'social media,' 'content calendar,' 'social scheduling,' 'engagement,' or 'viral content.' This skill covers content creation, repurposing, and platform-specific strategies.
skill
Comprehensive guide to understanding, writing, validating, and using skills in agent systems. Covers the agentskills.io specification, progressive disclosure patterns, frontmatter validation, directory structure, and tooling. When you need to teach agents how to read skills, validate skill metadata, work with SKILL.md files, or understand skill architecture.
skill-stats
Skill statistics, thread usage analysis, GF(3) conservation tracking, and probe verification for the 443+ skill ecosystem
skill-repo-sync
Push local skills to plurigrid/asi repo, remove skills by agreement (with full history purge), and manage .gitignore for local-only skills. Triggers: push skills, sync asi, remove skill from repo, skill repo sync, purge skill.
skill-finder-verifier
Find locally-created skills and verify provenance. Distinguishes locally-created from batch-installed by diffing against asi/skills/ baseline. Evaluates modified downloads for functional improvement. Triggers: new skills, local skills, skill audit, skill provenance, skill verification.
Skill Development
This skill should be used when the user wants to "create a skill", "add a skill to plugin", "write a new skill", "improve skill description", "organize skill content", or needs guidance on skill structure, progressive disclosure, or skill development best practices for Claude Code plugins.
paper-2-web
This skill should be used when converting academic papers into promotional and presentation formats including interactive websites (Paper2Web), presentation videos (Paper2Video), and conference posters (Paper2Poster). Use this skill for tasks involving paper dissemination, conference preparation, creating explorable academic homepages, generating video abstracts, or producing print-ready posters from LaTeX or PDF sources.
Pair Programming
AI-assisted pair programming with multiple modes (driver/navigator/switch), real-time verification, quality monitoring, and comprehensive testing. Supports TDD, debugging, refactoring, and learning sessions. Features automatic role switching, continuous code review, security scanning, and performance optimization with truth-score verification.
padic-ultrametric
P-adic ultrametric distance as foundation for UMAP→itUMAP→HNSW→Snowflake→MLX→SPI
padic-ultrametric-embedding
P-adic ultrametric distance for UMAP/itUMAP/HNSW with Snowflake Arctic
p
World P Skill
otel-tracing
OpenTelemetry tracing for agent observations and SPI verification
osint-exposure-audit
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osf-datasets
Access Open Science Framework (OSF) datasets via CLI using osfclient and the OSF v2 API. Load when downloading research datasets, searching public OSF projects, or uploading data to OSF repositories.
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