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home / skills / plurigrid / asi
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file-organizer
plurigrid/asi
6
This skill organizes your file system by analyzing structure, removing duplicates, and proposing a clean, scalable folder layout for easier access.
next-best-practices
plurigrid/asi
6
Next.js best practices - file conventions, RSC boundaries, data patterns, async APIs, metadata, error handling, route handlers, image/font optimization, bundling
command-development
plurigrid/asi
6
This skill should be used when the user asks to "create a slash command", "add a command", "write a custom command", "define command arguments", "use command frontmatter", "organize commands", "create command with file references", "interactive command", "use AskUserQuestion in command", or needs guidance on slash command structure, YAML frontmatter fields, dynamic arguments, bash execution in commands, user interaction patterns, or command development best practices for Claude Code.
plugin-structure
plurigrid/asi
6
This skill should be used when the user asks to "create a plugin", "scaffold a plugin", "understand plugin structure", "organize plugin components", "set up plugin.json", "use ${CLAUDE_PLUGIN_ROOT}", "add commands/agents/skills/hooks", "configure auto-discovery", or needs guidance on plugin directory layout, manifest configuration, component organization, file naming conventions, or Claude Code plugin architecture best practices.
information-geometry
plurigrid/asi
6
This skill applies information geometry concepts to analyze distributions with Fisher-Rao metric, enabling natural gradient optimization and divergence
metabolomics-workbench-database
plurigrid/asi
6
Access NIH Metabolomics Workbench via REST API (4,200+ studies). Query metabolites, RefMet nomenclature, MS/NMR data, m/z searches, study metadata, for metabolomics and biomarker discovery.
pdf
plurigrid/asi
6
This skill helps you manipulate PDFs efficiently by merging, splitting, text and table extraction, and creation using Python libraries.
openai-docs
plurigrid/asi
6
Use when the user asks how to build with OpenAI products or APIs and needs up-to-date official documentation with citations (for example: Codex, Responses API, Chat Completions, Apps SDK, Agents SDK, Realtime, model capabilities or limits); prioritize OpenAI docs MCP tools and restrict any fallback browsing to official OpenAI domains.
pdb-database
plurigrid/asi
6
Access RCSB PDB for 3D protein/nucleic acid structures. Search by text/sequence/structure, download coordinates (PDB/mmCIF), retrieve metadata, for structural biology and drug discovery.
geo-database
plurigrid/asi
6
Access NCBI GEO for gene expression/genomics data. Search/download microarray and RNA-seq datasets (GSE, GSM, GPL), retrieve SOFT/Matrix files, for transcriptomics and expression analysis.
geopandas
plurigrid/asi
6
Python library for working with geospatial vector data including shapefiles, GeoJSON, and GeoPackage files. Use when working with geographic data for spatial analysis, geometric operations, coordinate transformations, spatial joins, overlay operations, choropleth mapping, or any task involving reading/writing/analyzing vector geographic data. Supports PostGIS databases, interactive maps, and integration with matplotlib/folium/cartopy. Use for tasks like buffer analysis, spatial joins between datasets, dissolving boundaries, clipping data, calculating areas/distances, reprojecting coordinate systems, creating maps, or converting between spatial file formats.
ab-test-setup
plurigrid/asi
6
When the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," or "hypothesis." For tracking implementation, see analytics-tracking.
next-upgrade
plurigrid/asi
6
Upgrade Next.js to the latest version following official migration guides and codemods
clinicaltrials-database
plurigrid/asi
6
Query ClinicalTrials.gov via API v2. Search trials by condition, drug, location, status, or phase. Retrieve trial details by NCT ID, export data, for clinical research and patient matching.
screenshot
plurigrid/asi
6
Use when the user explicitly asks for a desktop or system screenshot (full screen, specific app or window, or a pixel region), or when tool-specific capture capabilities are unavailable and an OS-level capture is needed.
figma
plurigrid/asi
6
Use the Figma MCP server to fetch design context, screenshots, variables, and assets from Figma, and to translate Figma nodes into production code. Trigger when a task involves Figma URLs, node IDs, design-to-code implementation, or Figma MCP setup and troubleshooting.
domain-name-brainstormer
plurigrid/asi
6
This skill helps you brainstorm memorable, available domain names across multiple extensions and provides branding insights for your project.
netlify-deploy
plurigrid/asi
6
Deploy web projects to Netlify using the Netlify CLI (`npx netlify`). Use when the user asks to deploy, host, publish, or link a site/repo on Netlify, including preview and production deploys.
yang-baxter-integrability
plurigrid/asi
6
This skill helps you verify and apply Yang-Baxter integrability concepts, compute R-matrices, perform fusion, and analyze partition functions in vertex models.
citation-management
plurigrid/asi
6
Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find papers, verify citation information, convert DOIs to BibTeX, or ensure reference accuracy in scientific writing.
cq-ai
plurigrid/asi
6
This skill performs deterministic security scanning with ternary polarity to reliably identify and prioritize code vulnerabilities across a codebase.
umap-learn
plurigrid/asi
6
UMAP dimensionality reduction. Fast nonlinear manifold learning for 2D/3D visualization, clustering preprocessing (HDBSCAN), supervised/parametric UMAP, for high-dimensional data.
synthetic-adjunctions
plurigrid/asi
6
This skill generates adjunction data to drive universal constructions, enabling automated limits, colimits, and Kan extensions in directed type theory.
sexp-neighborhood
plurigrid/asi
6
This skill provides exhaustive awareness of S-expression skills, mapping GF(3) triads and bridge patterns to enhance cross-skill reasoning and collaboration.
code-documentation
plurigrid/asi
6
This skill helps you generate clear, consistent code documentation including API references, README files, and inline comments, improving maintainability and
torchdrug
plurigrid/asi
6
Graph-based drug discovery toolkit. Molecular property prediction (ADMET), protein modeling, knowledge graph reasoning, molecular generation, retrosynthesis, GNNs (GIN, GAT, SchNet), 40+ datasets, for PyTorch-based ML on molecules, proteins, and biomedical graphs.
jira-issues
plurigrid/asi
6
Create, update, and manage Jira issues from natural language. Use when the user wants to log bugs, create tickets, update issue status, or manage their Jira backlog.
libafl
plurigrid/asi
6
This skill helps you configure and manage LibAFL fuzzing campaigns for custom security testing, optimizing coverage and efficiency.
ensembl-database
plurigrid/asi
6
Query Ensembl genome database REST API for 250+ species. Gene lookups, sequence retrieval, variant analysis, comparative genomics, orthologs, VEP predictions, for genomic research.
cobrapy
plurigrid/asi
6
Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis.
performance-analysis
plurigrid/asi
6
Comprehensive performance analysis, bottleneck detection, and optimization recommendations for Claude Flow swarms
drive-acset
plurigrid/asi
6
This skill helps you manage Google Drive with GF(3) routing to organize files and permissions into a condensed, efficient Drive ACSet.
duckdb-ies
plurigrid/asi
6
This skill analyzes interconnectome data across Claude, GitHub, and workspace sources using GF(3) momentum tracking to reveal drift and clusters.
nix-acset-worlding
plurigrid/asi
6
This skill analyzes Nix store topology as an attributed C-Set to verify dependencies, manage worlds, and visualize GC with Gay.jl coloring.
artifacts-builder
plurigrid/asi
6
This skill helps you create self-contained Claude-compatible HTML artifacts by bundling React TypeScript projects into a single, shareable file.
graph-grafting
plurigrid/asi
6
This skill applies graph grafting concepts to attach rooted trees to graphs, enabling advanced topology operations and combinatorial reasoning.
fluidsim
plurigrid/asi
6
Framework for computational fluid dynamics simulations using Python. Use when running fluid dynamics simulations including Navier-Stokes equations (2D/3D), shallow water equations, stratified flows, or when analyzing turbulence, vortex dynamics, or geophysical flows. Provides pseudospectral methods with FFT, HPC support, and comprehensive output analysis.
julia-gay
plurigrid/asi
6
This skill generates deterministic colors from a seed and index using Gay.jl, enabling stable palettes, trit classification, and SPI-compliant fingerprints.
mlx-apple-silicon
plurigrid/asi
6
This skill helps you run large language models efficiently on Apple Silicon using unified memory, 4-bit quantization, and streaming generation.
vercel-composition-patterns
plurigrid/asi
6
React composition patterns that scale. Use when refactoring components with boolean prop proliferation, building flexible component libraries, or designing reusable APIs. Triggers on tasks involving compound components, render props, context providers, or component architecture. Includes React 19 API changes.
yeet
plurigrid/asi
6
Use only when the user explicitly asks to stage, commit, push, and open a GitHub pull request in one flow using the GitHub CLI (`gh`).
rg-flow-acset
plurigrid/asi
6
This skill analyzes RG flow ACSet models to reveal fixed points and universality, applying hierarchical Powers PCT guidance for topological transitions.
splitmixternary-opine
plurigrid/asi
6
This skill generates deterministic opinions using a trinary scheme across propositions and seeds, offering consistent outcomes and insight into
tailscale
plurigrid/asi
6
This skill helps you manage and diagnose a Tailscale mesh VPN by outlining common commands for connect, ssh, serve, funnel, file, and dns.
tailscale-localsend
plurigrid/asi
6
This skill helps you discover tailscale mesh peers and exchange files via LocalSend, enabling fast peer discovery and secure transfers.
topos-catcolab
plurigrid/asi
6
This skill helps collaborators model category theory with real-time diagrams, double theories, and stock-flow epidemics using Automerge and WASM.
type-checker
plurigrid/asi
6
This skill validates that programs are well-typed before execution using bidirectional dependent type checking to catch errors at compile time.
keychain-secure
plurigrid/asi
6
This skill securely manages macOS Keychain credentials using GF(3) balanced operations to create, retrieve, and validate secrets.
conformal-ga
plurigrid/asi
6
This skill applies conformal geometric algebra to represent circles and spheres and perform Möbius transformations for precise geometric reasoning.
db7de8
plurigrid/asi
6
This skill improves itself through use, evolving with each invocation to refine color synthesis and contextual understanding for autopoietic tasks.
f
plurigrid/asi
6
This skill helps you manage and automate Aptos blockchain operations using world f protocols with MCP tools for transfers, swaps, and stakes.
stellogen-proof-search
plurigrid/asi
6
This skill performs automated resolution-based proof search using stellar resolution and bidirectional unification to discover proofs quickly.
github-actions-templates
plurigrid/asi
6
This skill helps you scaffold and customize GitHub Actions templates to speed CI/CD workflows across repositories.
jupyter-notebook
plurigrid/asi
6
Use when the user asks to create, scaffold, or edit Jupyter notebooks (`.ipynb`) for experiments, explorations, or tutorials; prefer the bundled templates and run the helper script `new_notebook.py` to generate a clean starting notebook.
ecosystem-guide
plurigrid/asi
6
Guide to spences10's Claude Code ecosystem. Use when user asks which tool to use, how tools relate, or needs help choosing between MCP servers, skills, or CLIs.
github-code-review
plurigrid/asi
6
This skill orchestrates AI-powered multi-agent code reviews on GitHub PRs to improve quality, security, and performance with faster, coordinated feedback.
medchem
plurigrid/asi
6
Medicinal chemistry filters. Apply drug-likeness rules (Lipinski, Veber), PAINS filters, structural alerts, complexity metrics, for compound prioritization and library filtering.
hopf
plurigrid/asi
6
This skill analyzes Hopf bifurcation in dynamical systems to identify limit cycles emerging from equilibria and informs stability and long-term behavior.
pdflatex
plurigrid/asi
6
Install and use pdflatex to compile LaTeX documents into PDFs on Linux. Use when generating academic papers, research publications, or any documents written in LaTeX.
notion-research-documentation
plurigrid/asi
6
Research across Notion and synthesize into structured documentation; use when gathering info from multiple Notion sources to produce briefs, comparisons, or reports with citations.
phyllotaxis
plurigrid/asi
6
This skill helps you explore phyllotaxis-inspired growth patterns and optimize propagator networks for balanced, emergent golden-angle arrangements.
pymc
plurigrid/asi
6
Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic programming and inference.
pymatgen
plurigrid/asi
6
Materials science toolkit. Crystal structures (CIF, POSCAR), phase diagrams, band structure, DOS, Materials Project integration, format conversion, for computational materials science.
zigzag-equivalence
plurigrid/asi
6
This skill analyzes and refactors localization paths using zigzag equivalences to streamline routing and improve maintainability.
pymoo
plurigrid/asi
6
Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems.
scientific-schematics
plurigrid/asi
6
Create publication-quality scientific diagrams using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review. Only regenerates if quality is below threshold for your document type. Specialized in neural network architectures, system diagrams, flowcharts, biological pathways, and complex scientific visualizations.
relational-thinking
plurigrid/asi
6
This skill helps you map relational thinking across 15 amp threads into 6 intent clusters with explicit morphisms for insight.
perplexity-search
plurigrid/asi
6
Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when conducting web searches for current information, finding recent scientific literature, getting grounded answers with source citations, or accessing information beyond the model's knowledge cutoff. Provides access to multiple Perplexity models including Sonar Pro, Sonar Pro Search (advanced agentic search), and Sonar Reasoning Pro through a single OpenRouter API key.
nrf5340-device-interaction
plurigrid/asi
6
This skill helps you interact with the nRF5340 DK at hardware and firmware levels, enabling HID detection, LED control, and memory probing.
markitdown
plurigrid/asi
6
Convert files and office documents to Markdown. Supports PDF, DOCX, PPTX, XLSX, images (with OCR), audio (with transcription), HTML, CSV, JSON, XML, ZIP, YouTube URLs, EPubs and more.
osm-topology
plurigrid/asi
6
This skill analyzes OpenStreetMap road networks and routing topology, applying GF(3) coloring to validate and optimize geographic networks.
scientific-visualization
plurigrid/asi
6
Create publication figures with matplotlib/seaborn/plotly. Multi-panel layouts, error bars, significance markers, colorblind-safe, export PDF/EPS/TIFF, for journal-ready scientific plots.
topos-unified
plurigrid/asi
6
This skill provides unified access to all topos-theoretic resources, enabling efficient navigation, loading manifests, and composing interdisciplinary insights
harmonic-centrality-transport
plurigrid/asi
6
This skill analyzes graphs using harmonic centrality and GF(3) actions to enable topological transport with ablative provenance.
opentargets-database
plurigrid/asi
6
Query Open Targets Platform for target-disease associations, drug target discovery, tractability/safety data, genetics/omics evidence, known drugs, for therapeutic target identification.
jepsen-testing
plurigrid/asi
6
This skill helps you architect, run, and interpret Jepsen-style correctness tests for distributed systems under faults, with formal checkers and actionable
aptos-society
plurigrid/asi
6
This skill guides triadic governance by enforcing 3-skill, zero-sum trit balance, enabling coordinated validation, coordination, and execution across
security-ownership-map
plurigrid/asi
6
Analyze git repositories to build a security ownership topology (people-to-file), compute bus factor and sensitive-code ownership, and export CSV/JSON for graph databases and visualization. Trigger only when the user explicitly wants a security-oriented ownership or bus-factor analysis grounded in git history (for example: orphaned sensitive code, security maintainers, CODEOWNERS reality checks for risk, sensitive hotspots, or ownership clusters). Do not trigger for general maintainer lists or non-security ownership questions.
moth-actias
plurigrid/asi
6
This skill lets you visualize qubit states on the Bloch sphere and sonify them via MIDI-controlled audio mapping.
buberian-relations
plurigrid/asi
6
This skill helps you analyze and apply Buberian relational theory I-Thou-I-It-We using category theory and condensed mathematics to foster meaningful
skill-stats
plurigrid/asi
6
This skill analyzes skill ecosystem health, thread usage, and GF(3) conservation to improve reliability and balance.
structured-decompositions-jl
plurigrid/asi
6
This skill helps you work with StructuredDecompositions.jl by building, inspecting, and lifting functors over decompositions to solve sheaf-based decisions.
superelastic-quotient
plurigrid/asi
6
This skill helps you manage complex spatial quotients with maximum resolution, enabling elastic refinement and coherent global gluing across levels.
swarm-advanced
plurigrid/asi
6
This skill helps you master advanced swarm orchestration patterns for research, development, and testing across diversified topologies and agent strategies.
catsharp-galois
plurigrid/asi
6
This skill establishes a Galois adjunction between agent-o-rama and Plurigrid ACT, enabling cross-domain concept mapping and concrete interpretation.
derangement-reflow
plurigrid/asi
6
This skill enforces derangement reflow constraints to prevent self-validation, optimize cross-agent information flow using tropical geometry and joint world
transcribe
plurigrid/asi
6
Transcribe audio files to text with optional diarization and known-speaker hints. Use when a user asks to transcribe speech from audio/video, extract text from recordings, or label speakers in interviews or meetings.
transformers
plurigrid/asi
6
This skill should be used when working with pre-trained transformer models for natural language processing, computer vision, audio, or multimodal tasks. Use for text generation, classification, question answering, translation, summarization, image classification, object detection, speech recognition, and fine-tuning models on custom datasets.
dynamic-sufficiency-goblin
plurigrid/asi
6
This skill manages dynamic sufficiency goblin behavior to balance workload and resources using load-based spawning and GF(3) conservation.
unworld-ombudsman
plurigrid/asi
6
This skill verifies GF(3) conservation, audits involution, and mediates split disputes across derivational chains in the unworld for neutral governance.
treatment-plans
plurigrid/asi
6
Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, and pain management. Includes SMART goal frameworks, evidence-based interventions with minimal text citations, regulatory compliance (HIPAA), and professional formatting. Prioritizes brevity and clinical actionability.
v
plurigrid/asi
6
This skill helps you interact with World V blockchain tools to monitor balances, transfer, stake, and view decisions efficiently.
mcp-builder
plurigrid/asi
6
This skill guides you to build high-quality MCP servers that enable LLMs to interact with external services through well-defined tools.
iot-device-provisioning
plurigrid/asi
6
This skill securely provisions TizenRT/ARTIK IoT devices by coordinating certificate installation, key management, and network onboarding.
uspto-database
plurigrid/asi
6
Access USPTO APIs for patent/trademark searches, examination history (PEDS), assignments, citations, office actions, TSDR, for IP analysis and prior art searches.
vaex
plurigrid/asi
6
Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and machine learning on large datasets. Apply when users need to work with large CSV/HDF5/Arrow/Parquet files, perform fast statistics on massive datasets, create visualizations of big data, or build ML pipelines that don't fit in memory.
world-a
plurigrid/asi
6
This skill enables algebraic Julia ecosystem operations for categorical queries and acset transformations via MCP tools.
vers-agent
plurigrid/asi
6
This skill helps manage ACP harnessed AI agents with session persistence and streaming via CLI/HTTP, improving debugging and workflow efficiency.