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tangledgroup

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• 309 skills
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• 7 hours ago last updated

1. ▌
   Git 2 · tangledgroup bundle

   Git version control. Use when the user mentions git, commits, branches, pushing, pulling, merging, rebasing, stashing, worktrees, submodules, or any version control task. Covers straightforward workflows (add/commit/push) and advanced topics.
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2. ▌
   Plan 2 · tangledgroup bundle

   Phase/task based workflow system with PLAN.md as single source of truth. Use when tackling projects that require structured iteration through Planning, Analysis, Design, Implementation, Testing, Deployment, Maintenance, etc phases with clear dependency graphs.
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   Webfetch 2 · tangledgroup

   Fetches web pages and converts them to clean Markdown. Delegates to the local scrapling-0-4-7 skill for all URL extraction, JS-rendered page scraping, and anti-bot bypass. Use when retrieving webpage content, converting URLs to readable text, or fetching live web data for AI context.
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4. ▌
   Skman 2 · tangledgroup bundle

   Meta skill for authoring and managing agent skills. Generates spec-compliant, cross-platform SKILL.md files from documentation sources (URLs or filesystem paths). Works on pi, opencode, Claude Code, and Codex. Use when creating new skills, converting documentation, updating existing skills, or producing .agents/skills/<name>/SKILL.md files.
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5. ▌
   Websearch 2 · tangledgroup

   Meta skill that delegates web search tasks to the local duckduckgo skill. Use when performing web searches, fetching Wikipedia summaries, or gathering search results into LLM context.
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   Duckduckgo 2 · tangledgroup bundle

   Searches DuckDuckGo using the HTML endpoint (default, html→markdown via scrapling) and JSON API (--format json), returning clean markdown results, quick answers, abstracts, result links, and related topics. Use when performing web searches from the terminal, fetching Wikipedia-style summaries for a topic, or gathering search results into clean LLM context.
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7. ▌
   Webfetch 3 · tangledgroup bundle

   Fetches web pages as markdown or HTML for LLM consumption. Use when the user wants to fetch, scrape, download, retrieve, grab, pull, or access any URL or webpage content. Supports uvx, pipx, curl, wget, and python3 fallbacks. Always impersonates Safari to avoid blocks. Use this whenever the user asks to read a website, get page content, or fetch a URL.
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8. ▌
   Websearch 3 · tangledgroup bundle

   Searches the web via DuckDuckGo and returns results as markdown, CSV, or JSON. Use this skill whenever the user wants to search the web, look up information online, find URLs, do web search, research a topic, or needs current/web-based answers.
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9. ▌
   Duckdb 1 5 3 2 · tangledgroup bundle

   DuckDB 1.5.3 — high-performance analytical OLAP database with embedded SQL engine. Use this skill whenever the user queries about DuckDB, needs to run SQL analytics on local files (CSV, Parquet, Excel/XLSX), wants to install or use extensions (excel, json, icu, parquet, httpfs, delta, iceberg, postgres_scanner, sqlite_scanner, fts, spatial, and others), needs data import/export workflows, or is comparing DuckDB against other analytical databases. Covers CLI usage, Python API, extension management, Excel file handling (read/write/formatting/metadata), and the full extension ecosystem available in v1.5.3.
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10. ▌
    Pandas 3 0 3 2 · tangledgroup bundle

    Pandas 3.0.3 data manipulation and analysis library for Python. Use when working with DataFrames, Series, data wrangling, CSV/Excel/Parquet I/O, groupby aggregations, merging/joining, time series, resampling, rolling windows, string operations, or any tabular data processing in Python. Covers pandas 3.0 semantics including dedicated string dtype by default, Copy-on-Write behavior, pd.col() expressions, Arrow PyCapsule interface, and anti-joins. Trigger on: DataFrame, Series, read_csv, merge, groupby, pivot_table, resample, rolling, time series analysis, ETL pipelines, data cleaning, or any mention of pandas dataframes.
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11. ▌
    Scipy 1 17 1 2 · tangledgroup bundle

    SciPy (scientific Python) library reference for mathematics, science, and engineering. Covers optimization, integration, linear algebra, statistics, signal processing, FFT, interpolation, sparse matrices, spatial algorithms, special functions, image processing, clustering, I/O, and physical constants. Use when the user needs scientific computing in Python, numerical methods, data analysis with scipy, solving equations, statistical tests, Fourier transforms, ODE systems, matrix operations, or any math-heavy computation. Also triggers on mentions of scipy, SciPy, scientific Python, numerical Python, or packages like numpy/scipy together.
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12. ▌
    Sympy 1 14 0 2 · tangledgroup bundle

    Symbolic mathematics with SymPy 1.14.0 — algebra, calculus, ODE/PDE solving, matrices, number theory, geometry, special functions, transforms, and code generation. Use when the user needs symbolic computation, equation solving, differentiation, integration, series expansion, matrix operations, polynomial manipulation, simplification, or any CAS (computer algebra system) task in Python. Also use for exact arithmetic with rationals, symbolic constants (pi, E), or converting expressions to LaTeX/C/Fortran.
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13. ▌
    Networkx 3 6 1 2 · tangledgroup bundle

    Python graph library (NetworkX 3.6.1) for creating, manipulating, and analyzing complex networks. Use this skill whenever the user works with graphs, networks, nodes, edges, shortest paths, centrality, community detection, spanning trees, flow networks, DAGs, topological sort, graph generators, adjacency matrices, Laplacian spectra, isomorphism, bipartite matching, or any network science task. Triggers on: graph algorithms, network analysis, node/edge operations, Dijkstra, BFS, DFS, PageRank, Louvain communities, connected components, minimum spanning tree, max flow, transitive closure, and anything involving NetworkX or the `nx` module.
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14. ▌
    Mermaid 11 15 0 2 · tangledgroup bundle

    Mermaid diagram syntax reference and validation. Use when writing, debugging, or converting Mermaid diagrams: flowchart, sequenceDiagram, stateDiagram, classDiagram, gantt, erDiagram, pie, gitgraph, journey, mindmap, timeline, xychart, radar-beta, quadrantChart, sankey, block, architecture-beta, c4, packet, treemap-beta, venn-beta, wardley-beta, ishikawa-beta, kanban, requirementDiagram.
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15. ▌
    Vega Lite 6 4 3 2 · tangledgroup bundle

    Vega-Lite is a high-level grammar for interactive graphics — a concise JSON syntax for creating data visualizations. Use this skill whenever the user mentions Vega-Lite, chart specifications, JSON-based charts, declarative visualization, or wants to create bar charts, line charts, scatter plots, heatmaps, pie charts, area charts, boxplots, trellis/facet charts, layered compositions, geographic maps, or any data visualization using the Vega-Lite specification format (v6.4.3). Also use when the user asks about encoding channels (x, y, color, size, shape, theta, radius), mark types, transforms, aggregations, binning, time units, selections/interactions, or embedding Vega-Lite charts in web applications.
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16. ▌
    Pycrdt 0 12 50 · tangledgroup bundle

    Python bindings for Yrs, the Rust port of the Yjs CRDT framework. Provides shared data types (Text, Array, Map, XML) that automatically merge concurrent edits with strong eventual consistency. Use when building collaborative editors, real-time co-authoring applications, offline-first document sync, or distributed systems requiring conflict-free replicated state.
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17. ▌
    Pytorch 2 12 0 · tangledgroup bundle

    Complete toolkit for PyTorch 2.12 providing n-dimensional tensors, automatic differentiation, neural network modules, data loading, torch.compile optimization, torch.export serialization, and comprehensive torch.optim coverage (15 algorithms, LR schedulers, SWA/EMA). Use when building deep learning models, training neural networks on CPU/CUDA/XPU/MPS/ROCm, selecting optimization algorithms (SGD, AdamW, Adafactor, Muon, etc.), configuring learning rate schedules, compiling models with torch.compile, exporting models with torch.export, or implementing distributed training with DDP/FSDP/tensor parallelism.
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18. ▌
    Redis Py 7 4 0 · tangledgroup bundle

    Comprehensive Python client for Redis database and key-value store. Use when building Python applications requiring Redis connectivity, including standalone, cluster, sentinel, and async modes with support for all Redis commands, pipelines, pub/sub, Lua scripting, Redis modules (JSON, Search, TimeSeries), RESP3, client-side caching, connection pooling, and distributed locking.
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19. ▌
    Sheetjs 0 20 3 · tangledgroup bundle

    Spreadsheet data toolkit for reading, writing, and converting 40+ file formats including XLSX, CSV, JSON, HTML, ODS. Use when working with spreadsheet files, converting between data formats, exporting tabular data to Excel, or importing legacy workbook formats in browser or Node.js environments.
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20. ▌
    Solidjs 1 9 12 · tangledgroup bundle

    A comprehensive toolkit for building reactive user interfaces with SolidJS 1.x, a declarative JavaScript framework using fine-grained reactivity. Solid compiles templates to real DOM nodes and updates them with fine-grained reactions — no Virtual DOM, no rerendering. Components are regular functions that run once. Use when creating web applications, components, or UI libraries requiring efficient state management and minimal virtual DOM overhead.
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21. ▌
    Spec Kit 0 6 1 · tangledgroup bundle

    Spec-Driven Development toolkit for specification-first workflows with AI agents. Generate executable specifications, implementation plans, and task breakdowns that drive code generation. Use when building software projects requiring structured specification workflows, integrating AI coding assistants with spec-driven methodologies, or migrating to specification-first practices.
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22. ▌
    Spec Kit 0 8 3 · tangledgroup bundle

    Spec-Driven Development toolkit for specification-first workflows with AI agents. Generate executable specifications, implementation plans, and automated workflows that drive code generation. Use when building software projects requiring structured specification workflows, integrating AI coding assistants with spec-driven methodologies, or migrating to specification-first practices.
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23. ▌
    Usearch 2 24 0 · tangledgroup bundle

    High-performance single-file similarity search engine for vectors using HNSW with user-defined metrics, quantization, and multi-language bindings (Python, C++, Rust, JavaScript, Go, and more). Use when building vector search applications, implementing ANN search, performing semantic search, or requiring faster alternatives to FAISS.
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24. ▌
    Usearch 2 25 1 · tangledgroup bundle

    High-performance single-file similarity search engine for vectors using HNSW with user-defined metrics, quantization, and multi-language bindings (Python, C++, Rust, JavaScript, Go, Swift, C#, Wolfram). Use when building vector search applications, implementing ANN search, performing semantic search, or requiring faster alternatives to FAISS.
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25. ▌
    Skman · tangledgroup bundle

    Scaffold, validate, and inspect agent skills (SKILL.md files). Use when creating new skills, checking skill format compliance, or reviewing skill structure.
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26. ▌
    Aiorwlock 1 5 1 · tangledgroup bundle

    Async read-write lock for Python asyncio providing concurrent reader access and exclusive writer access. Use when building async applications requiring fine-grained synchronization where multiple readers can access shared data simultaneously but writers need exclusive access.
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27. ▌
    Automerge 3 2 6 · tangledgroup bundle

    CRDT library for building collaborative, local-first applications with automatic conflict-free merging. Provides JSON-like documents with maps, lists, text, rich text, and counters that sync across peers offline. Use when building multiplayer apps, collaborative editors, offline-first tools, or any application requiring concurrent edits with guaranteed convergence.
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28. ▌
    Category Theory · tangledgroup bundle

    Mathematical framework for abstract structures and their relationships via categories, functors, natural transformations, limits, adjunctions, and monads. Provides dual mathematical and programming perspectives with Haskell typeclasses (Functor/Monad/Applicative) and Python libraries (pycategories, category-theory-python). Use when reasoning about compositional program structure, understanding functional abstractions, connecting algebraic concepts to code, working with monadic effects or F-algebras for recursive data, or following the Category Theory for Programmers curriculum.
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29. ▌
    Changelog 1 1 0 · tangledgroup bundle

    Create and maintain changelogs following the Keep a Changelog specification v1.1.0, providing standardized format guidelines, best practices, and examples for documenting project changes in a human-readable way. Use when creating release notes, documenting version changes, maintaining CHANGELOG.md files, or formatting project updates following the official specification.
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30. ▌
    Crdt 2026 05 03 · tangledgroup bundle

    Conflict-free replicated data types (CRDTs) replicate across distributed nodes without coordination, guaranteeing strong eventual consistency via merge functions. Covers CvRDT/CmRDT theory, counters, registers, sets, sequence CRDTs (RGA/WOOT/Logoot), maps, trees, garbage collection, delta CRDTs, and OT comparison. Use when building collaborative editors, offline-first apps, or distributed systems.
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31. ▌
    Design Md 0 1 1 · tangledgroup bundle

    Format for describing visual identity to coding agents. Combines YAML front matter design tokens with markdown prose rationale. The @google/design.md npm package provides linting, version diffing, and export to Tailwind theme config or W3C DTCG tokens.json. Use when creating or validating DESIGN.md files for AI agents, converting design systems between formats, or comparing versions.
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32. ▌
    Gunicorn 26 0 0 · tangledgroup bundle

    Complete toolkit for Gunicorn 26.0.0 — Python WSGI/ASGI HTTP server with pre-fork worker model. Covers installation, configuration, worker selection (sync, gthread, gevent, ASGI), deployment behind Nginx/systemd/Docker, SSL/TLS, HTTP/2, Dirty Arbiters for heavy workloads, uWSGI protocol, and runtime control via gunicornc. Use when deploying Python web applications (Django, Flask, FastAPI, Starlette) to production, tuning Gunicorn worker counts and timeouts, configuring reverse proxy integration, or setting up async/ASGI workloads with streaming and Dirty Arbiters.
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33. ▌
    Lambda Calculus · tangledgroup bundle

    Formal system for expressing computation via function abstraction and application. Covers untyped lambda calculus (syntax, reduction, Church encoding), typed variants (STLC, System F), currying, and the Curry-Howard isomorphism. Use when reasoning about functions, understanding functional programming foundations, type theory, proof assistants, or implementing interpreters and compilers for functional languages.
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34. ▌
    Lingua Py 2 2 0 · tangledgroup bundle

    Accurate natural language detection library for Python supporting 75 languages with high accuracy on short text and mixed-language content. Use when building NLP applications requiring language identification, content routing, multilingual support, or preprocessing for text classification and spell checking.
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35. ▌
    Llama Cpp 1 0 0 · tangledgroup bundle

    C/C++ LLM inference library with GGUF support, quantization, GPU acceleration (CUDA/Metal/HIP/Vulkan/SYCL), OpenAI-compatible server, and speculative decoding. Use when building local LLM inference applications, deploying models on edge devices, creating OpenAI-compatible API servers, or working with GGUF models.
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36. ▌
    Mempalace 3 3 0 · tangledgroup bundle

    Local AI memory system that mines projects and conversations into a searchable index using ChromaDB for vector search and SQLite for knowledge graph storage. No API keys or cloud dependencies required. Use when building AI agents requiring persistent memory, mining conversation exports, creating searchable codebase indexes, implementing local RAG, or needing temporal knowledge graphs.
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37. ▌
    Mempalace 3 3 4 · tangledgroup bundle

    Local AI memory system that mines projects and conversations into a searchable index using ChromaDB for vector search and SQLite for knowledge graph storage. No API keys or cloud dependencies required. Use when building AI agents requiring persistent memory, mining conversation exports, creating searchable codebase indexes, implementing local RAG, or needing temporal knowledge graphs.
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38. ▌
    Mermaid 11 14 0 · tangledgroup bundle

    JavaScript-based diagramming tool that generates diagrams from Markdown-inspired text definitions. Supports 30+ diagram types including flowcharts, sequence diagrams, Gantt charts, class diagrams, ER diagrams, and mindmaps. Use when creating visual diagrams from text in documentation, markdown files, HTML pages, or any environment supporting Mermaid rendering via CDN or npm.
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39. ▌
    Mermaid 11 15 0 · tangledgroup bundle

    Complete toolkit for Mermaid 11.15.0 providing 29 diagram types including flowcharts, sequence diagrams, Gantt charts, class diagrams, state diagrams, ER diagrams, C4 diagrams, mindmaps, git graphs, pie charts, and more. Supports frontmatter configuration, theming, accessibility (accTitle/accDescr), multiple layout engines (dagre, elk, tidy-tree, cose-bilkent), icons, math (KaTeX), animations, and interactivity. Use when creating diagrams from text definitions, generating visualizations for documentation, or integrating Mermaid into web pages, markdown files, or APIs.
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40. ▌
    Podman Py 5 8 0 · tangledgroup bundle

    Python client library for Podman container engine providing programmatic access to containers, images, pods, networks, volumes, manifests, secrets, and quadlets via RESTful API. Use when building Python applications that require container orchestration, automation scripts, CI/CD integration, or container management without Docker dependency.
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41. ▌
    Poppler 26 05 0 · tangledgroup bundle

    PDF rendering library providing C++, glib, Qt5, and Qt6 APIs for loading, parsing, rendering, and extracting content from PDF documents. Use when building applications that need to render PDF pages to images, extract text/images/fonts, convert PDFs to PS/SVG/PNG/JPEG/TIFF, inspect metadata, or manipulate embedded files and digital signatures.
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42. ▌
    Pywebview 6 2 0 · tangledgroup bundle

    Cross-platform wrapper around native webview components that lets Python applications display HTML content in a native GUI window. Use when building desktop applications with web-based UIs on Windows, macOS, Linux, or Android — including two-way JavaScript↔Python communication, DOM manipulation from Python, built-in HTTP server, window management, and bundler-friendly packaging.
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43. ▌
    Pywebview 6 2 1 · tangledgroup bundle

    Cross-platform wrapper around native webview components that lets Python applications display HTML content in a native GUI window. Use when building desktop applications with web-based UIs on Windows, macOS, Linux, or Android — including two-way JavaScript↔Python communication, DOM manipulation from Python, built-in HTTP server, window management, and bundler-friendly packaging.
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44. ▌
    Raft 2026 05 03 · tangledgroup bundle

    Raft consensus algorithm for replicated log management across server clusters. Covers leader election, log replication, joint consensus for membership changes, and snapshot compaction. Use when building fault-tolerant distributed systems, implementing replicated state machines, or configuring Raft-based databases (etcd, CockroachDB, TiKV).
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45. ▌
    Scrapling 0 4 7 · tangledgroup bundle

    Web scraping tool that converts web pages to Markdown using Scrapling v0.4.7's CLI. Use when extracting content from URLs, converting web pages to readable Markdown for AI context or documentation, scraping JS-rendered pages with browser automation, or bypassing anti-bot protections with stealthy fetching.
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46. ▌
    Scrapling 0 4 8 · tangledgroup bundle

    Adaptive web scraping framework for Python providing HTML parsing with CSS/XPath/text/regex selection, HTTP and browser-based fetchers with anti-bot bypass, adaptive element tracking that survives website changes, a Scrapy-like spider crawling system with pause/resume, proxy rotation, and an MCP server for AI integration. Use when building scrapers, crawlers, or data extraction pipelines needing resilience to website structure changes and anti-bot protections.
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47. ▌
    Textblob 0 20 0 · tangledgroup bundle

    Python library for simplified natural language processing providing POS tagging, noun phrase extraction, sentiment analysis, classification (Naive Bayes, Decision Tree), tokenization, lemmatization, spelling correction, and WordNet integration. Use when building text processing pipelines, performing quick NLP tasks without complex setup, or integrating with NLTK.
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48. ▌
    Tinyscheme 1 41 · tangledgroup bundle

    Lightweight Scheme interpreter (R5RS subset) in ~5000 lines of C, designed as an embeddable scripting engine. Opcode-based dispatch, Schorr-Deutsch-Waite GC, and conditional compilation for footprint tuning (down to ~64KB). Supports closures, continuations, and macros. Use when building or studying embedded interpreters, analyzing GC algorithms, integrating Scheme into C applications.
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49. ▌
    Vega Lite 6 4 3 · tangledgroup bundle

    Vega-Lite 6.4.3 — high-level grammar of interactive graphics. Generate, author, and debug Vega-Lite specifications for bar charts, line charts, scatterplots, area charts, maps, heatmaps, boxplots, faceted/layered/concatenated multi-view visualizations, and interactive selections. Compiles to Vega (lower-level visualization grammar). Use when generating interactive data visualizations or authoring Vega-Lite JSON specs.
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50. ▌
    Voidauth 1 12 3 · tangledgroup bundle

    Open-source SSO authentication and user management provider for self-hosted applications. Provides OIDC Provider, ProxyAuth forward authentication, user/group management, passkeys, and email-based invitations. Use when deploying or configuring VoidAuth as an identity provider, setting up OIDC integrations with self-hosted apps, securing domains via ProxyAuth behind Caddy/NGINX/Traefik reverse proxies, managing users and security groups, or troubleshooting authentication flows.
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51. ▌
    Alpinejs 3 15 11 · tangledgroup bundle

    A skill for building reactive user interfaces with Alpine.js 3.15, a minimal JavaScript framework that uses HTML-first declarative syntax with directives like x-data, x-model, and x-show. Use when creating interactive web components, forms, dropdowns, modals, and dynamic UI elements without build tools or complex setup.
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52. ▌
    Alpinejs 3 15 12 · tangledgroup bundle

    A skill for building reactive user interfaces with Alpine.js 3.15, a minimal JavaScript framework that uses HTML-first declarative syntax with directives like x-data, x-model, and x-show. Use when creating interactive web components, forms, dropdowns, modals, and dynamic UI elements without build tools or complex setup.
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53. ▌
    Authelia 4 39 19 · tangledgroup bundle

    Open-source authentication and authorization server providing multi-factor authentication (MFA), single sign-on (SSO), and OpenID Connect 1.0 Provider. Supports LDAP, file-based identity providers, TOTP, WebAuthn, Duo Push, passkeys, fine-grained access control rules, session management via Redis, and proxy integration with NGINX, Traefik, Caddy, Envoy, HAProxy. Use when deploying or configuring Authelia for authentication gateways, SSO portals, MFA enforcement, or OpenID Connect identity provider setups.
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54. ▌
    Vega Embed 7 1 0 · tangledgroup bundle

    Embed interactive Vega and Vega-Lite visualizations into web pages. Load specs from URLs or JSON objects, render with SVG or Canvas, add export/source actions, apply themes, tooltips, patches, and custom renderers. Use when embedding interactive data visualizations in browser applications via CDN or bundlers.
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55. ▌
    Agentmemory 0 8 9 · tangledgroup bundle

    Persistent memory engine for AI coding agents providing automatic cross-session context capture, hybrid search (BM25 + vector + knowledge graph), and multi-agent coordination via MCP server with 43 tools. Works with Claude Code, Cursor, Gemini CLI, OpenCode, Hermes, OpenClaw, and any MCP client without external database dependencies. Use when building AI coding agent workflows requiring persistent memory, semantic recall across sessions, or multi-agent coordination with shared context.
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56. ▌
    Agentmemory 0 9 4 · tangledgroup bundle

    Persistent memory engine for AI coding agents with cross-session context capture, hybrid search (BM25 + vector + knowledge graph), and multi-agent coordination via MCP server. Works with Claude Code, Cursor, Gemini CLI, and any MCP client without external databases. Use when building AI coding agent workflows requiring persistent memory or semantic recall.
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57. ▌
    Aiohttp Sse 2 2 0 · tangledgroup bundle

    Python library for Server-Sent Events (SSE) support in aiohttp applications. Use when building real-time streaming endpoints that push data from server to clients using the EventSource API, implementing chat applications, live notifications, or continuous data feeds without WebSocket complexity.
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58. ▌
    Chibi Scheme 0 12 · tangledgroup bundle

    Minimal Scheme implementation for embedding in C applications. Provides tagged-pointer VM with precise non-moving GC, opcode-based execution, hygienic macros, green threads, full R7RS compliance, and a C FFI stubber. Use when embedding Scheme in C programs, studying interpreter design, building extension languages, or wrapping C libraries for use from Scheme.
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59. ▌
    Matplotlib 3 10 8 · tangledgroup bundle

    Comprehensive toolkit for Matplotlib 3.10.8, the Python plotting library for static, animated, and interactive visualizations. Use when generating plots (line, scatter, bar, histogram, contour, 3D), customizing figures/axes/colors/text, managing backends and output formats, configuring rcParams, building subplots/gridspecs, or integrating with Jupyter notebooks.
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60. ▌
    Matplotlib 3 10 9 · tangledgroup bundle

    Comprehensive toolkit for Matplotlib 3.10.9, the Python plotting library for static, animated, and interactive visualizations. Use when generating plots (line, scatter, bar, histogram, contour, 3D), customizing figures/axes/colors/text, managing backends and output formats, configuring rcParams, building subplots/gridspecs, or integrating with Jupyter notebooks.
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61. ▌
    Payloadcms 3 82 1 · tangledgroup bundle

    Payload CMS headless CMS toolkit including collections, fields, access control, authentication, custom components, and Local API operations. Use when building content management systems, creating admin interfaces, implementing role-based access control, developing custom React components, or integrating with Next.js applications.
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62. ▌
    Payloadcms 3 84 1 · tangledgroup bundle

    Payload CMS headless CMS toolkit including collections, fields, access control, authentication, custom components, plugin API, and Local API operations. Use when building content management systems, creating admin interfaces, implementing role-based access control, developing custom React components, or integrating with Next.js applications using TypeScript-first patterns.
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63. ▌
    Prometheus 3 11 3 · tangledgroup bundle

    Complete toolkit for Prometheus 3.11.3 covering configuration, PromQL querying, service discovery, rules, alerting, and storage. Use when deploying or configuring Prometheus servers, writing PromQL queries, setting up scrape configs and service discovery, authoring recording or alerting rules, tuning TSDB retention, integrating with Alertmanager, or managing remote read/write endpoints.
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64. ▌
    Python DOCX 1 2 0 · tangledgroup bundle

    Complete toolkit for python-docx 1.2.0, a Python library for creating, reading, and updating Microsoft Word (.docx) files. Covers document manipulation, text formatting with paragraphs and runs, table creation with merged cells, section layout and page margins, header/footer management, style system (paragraph, character, table, latent), comments, inline shapes/pictures, core properties, and all enumerations. Use when building Python programs that generate Word documents, automate report creation, fill document templates, or extract content from .docx files.
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65. ▌
    Solid Meta 0 29 0 · tangledgroup bundle

    Manages document head tags in SolidJS applications with @solidjs/meta v0.29, providing SSR-ready Document Head management including Title, Meta, Link, Style, Base, and Stylesheet components with MetaProvider. Use when building SolidJS applications requiring dynamic head tag control, SEO meta tags, or managing document title/stylesheets across routes.
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66. ▌
    Solid Meta 0 29 4 · tangledgroup bundle

    Manages document head tags in SolidJS applications with @solidjs/meta v0.29.4, providing SSR-ready Document Head management including Title, Meta, Link, Style, Base, and Stylesheet components with MetaProvider. Use when building SolidJS applications requiring dynamic head tag control, SEO meta tags, or managing document title/stylesheets across routes.
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67. ▌
    Solid Start 1 3 0 · tangledgroup bundle

    Fullstack framework for SolidJS providing SSR, SSG, API routes, file-based routing, and server functions. Use when building performant web applications with unified rendering modes (CSR, SSR sync/async/streaming, SSG), isomorphic code execution, single-flight mutations, and deployment adapters for Vercel, Netlify, Cloudflare, AWS, Azure, Bun, Deno, and more.
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68. ▌
    Solid Start 1 3 2 · tangledgroup bundle

    Fullstack framework for SolidJS providing SSR, SSG, API routes, file-based routing, and server functions. Use when building performant web applications with unified rendering modes (CSR, SSR sync/async/streaming, SSG), isomorphic code execution, single-flight mutations, and deployment adapters for Vercel, Netlify, Cloudflare, AWS, Azure, Bun, Deno, and more.
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69. ▌
    Sqlalchemy 2 0 49 · tangledgroup bundle

    Complete SQLAlchemy 2.0 toolkit for database operations, ORM mapping, and SQL expression construction. Use when building Python applications that require database connectivity, object-relational mapping, or programmatic SQL generation with support for PostgreSQL, MySQL, SQLite, Oracle, and MSSQL.
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70. ▌
    Stitch 2026 05 04 · tangledgroup bundle

    AI-powered UI design tool generating high-fidelity screens and frontend code from text prompts and images. Provides MCP tools for coding agents, a TypeScript SDK, DESIGN.md format, and export to Figma/AI Studio. Use when generating UI designs from prompts or images, connecting Stitch to AI coding agents via MCP, or building multi-page sites from prompt-driven designs.
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71. ▌
    Stringzilla 4 6 0 · tangledgroup bundle

    High-performance SIMD-accelerated string library for search, hashing, sorting, and fuzzy matching in C/C++/Python/Rust/JavaScript/Swift/Go. Use when optimizing string operations for big data processing, bioinformatics, or high-throughput applications requiring up to 10x faster CPU throughput and up to 100x faster GPU kernels via StringZillas parallel backends.
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72. ▌
    Tailwindcss 4 2 4 · tangledgroup bundle

    A skill for using Tailwind CSS v4.2, a utility-first CSS framework with CSS-based configuration via @theme, OKLCH color space, cascade layers, and Lightning CSS optimization. Use when building responsive web interfaces, customizing design systems, adding utility-class styling to HTML, or migrating from Tailwind v3.
    0
    installs
73. ▌
    Tokenizers 0 22 3 · tangledgroup bundle

    Fast state-of-the-art tokenizers library for NLP written in Rust with Python, Node.js, and Ruby bindings. Use when training custom vocabularies, implementing BPE/WordPiece/Unigram tokenization, building NLP pipelines, or working with transformer models requiring efficient text preprocessing with alignment tracking.
    0
    installs
74. ▌
    Tokenizers 0 23 1 · tangledgroup bundle

    Fast state-of-the-art tokenizers library for NLP written in Rust with Python, Node.js, and Ruby bindings. Use when training custom vocabularies, implementing BPE/WordPiece/Unigram tokenization, building NLP pipelines, or working with transformer models requiring efficient text preprocessing with alignment tracking.
    0
    installs
75. ▌
    Zeromq Wiki 3 2 0 · tangledgroup bundle

    A comprehensive toolkit for ZeroMQ (ØMQ) messaging library covering socket patterns, protocols, architecture, and best practices. Use when building distributed applications, implementing messaging patterns like REQ/REP, PUB/SUB, PUSH/PULL, designing multi-threaded architectures, working with ZMTP protocol, CURVE security, or understanding ØMQ internals for performance tuning and troubleshooting.
    0
    installs
76. ▌
    Agentmemory 0 8 10 · tangledgroup bundle

    Persistent memory engine for AI coding agents with cross-session context capture, hybrid search (BM25 + vector + knowledge graph), and multi-agent coordination via MCP server. Works with Claude Code, Cursor, Gemini CLI, and any MCP client without external databases. Use when building AI coding agent workflows requiring persistent memory or semantic recall.
    0
    installs
77. ▌
    Aiohttp Cors 0 8 1 · tangledgroup bundle

    Implement Cross-Origin Resource Sharing (CORS) in aiohttp applications using aiohttp-cors 0.8.1, enabling secure cross-origin requests with configurable origins, credentials, headers, and preflight caching. Use when building aiohttp.web APIs serving browsers from different origins, configuring per-route or global CORS policies, or working with web views requiring CORS.
    0
    installs
78. ▌
    Asyncstdlib 3 14 0 · tangledgroup bundle

    Python async standard library providing async versions of builtins, itertools, functools, contextlib, and heapq for asyncio, trio, and custom event loops. Use when building async Python applications that need iterator operations (zip, map, chain, groupby), async caching (lru_cache), async context managers, or safe iterator lifecycle management.
    0
    installs
79. ▌
    Authentik 2026 5 0 · tangledgroup bundle

    Open-source Identity Provider (IdP) for modern SSO supporting OAuth2/OIDC, SAML, LDAP, RADIUS, SCIM, and Proxy protocols. Use when configuring identity management, setting up authentication flows with stages and policies, deploying outposts for reverse-proxy or LDAP services, provisioning users via blueprints, or integrating applications as OAuth2 clients, SAML service providers, or LDAP consumers.
    0
    installs
80. ▌
    Networkxternal 0 5 · tangledgroup bundle

    NetworkX-compatible interface for external memory MultiDiGraphs persisted in databases (SQLite, PostgreSQL, MySQL, MongoDB, Neo4J). Use when working with Terabyte-Petabyte graphs that won't fit into RAM, needing multi-edge support with key/label-based edge identity, or building graph applications requiring database-backed storage without changing application code.
    0
    installs
81. ▌
    Quickjs 2025 09 13 · tangledgroup bundle

    Small and fast JavaScript engine supporting ES2023 with C API for embedding, qjs REPL interpreter, and qjsc bytecode compiler. Use when embedding a lightweight JS engine in C applications, compiling JS to standalone executables, running JS scripts via the qjs command line, or working with QuickJS runtime internals and garbage collection.
    0
    installs
82. ▌
    Scikit Learn 1 8 0 · tangledgroup bundle

    Complete scikit-learn 1.8 toolkit for machine learning covering supervised and unsupervised algorithms, pipelines, preprocessing, model selection, metrics, and datasets. Use when building ML models in Python, performing classification/regression/clustering, feature engineering, hyperparameter tuning, or evaluating model performance with scikit-learn 1.8+.
    0
    installs
83. ▌
    Transformers 5 5 4 · tangledgroup bundle

    Complete toolkit for Hugging Face Transformers 5.5.4 providing pretrained models for NLP, vision, audio, video, and multimodal tasks with Pipeline API, Trainer, generation, and quantization. Use when building Python applications that integrate transformer models for text generation, image classification, speech recognition, fine-tuning, or any task requiring the Hugging Face ecosystem.
    0
    installs
84. ▌
    Transformers 5 7 0 · tangledgroup bundle

    Complete toolkit for Hugging Face Transformers 5.7.0 providing pretrained models for NLP, vision, audio, video, and multimodal tasks with Pipeline API, Trainer, generation, and quantization. Use when building Python applications that integrate transformer models for text generation, image classification, speech recognition, fine-tuning, or any task requiring the Hugging Face ecosystem.
    0
    installs
85. ▌
    Aioitertools 0 13 0 · tangledgroup bundle

    Async-compatible versions of itertools, builtins, and more for Python asyncio. Use when building async Python applications that need to process iterables with familiar itertools-style functions, work with both standard and async iterables interchangeably, or consume async data streams with functional patterns.
    0
    installs
86. ▌
    Cryptography 46 0 0 · tangledgroup bundle

    Comprehensive toolkit for Python cryptographic operations using the cryptography library. Use when implementing encryption, decryption, hashing, digital signatures, key derivation, X.509 certificate handling, and other cryptographic primitives in Python applications.
    0
    installs
87. ▌
    Cryptography 47 0 0 · tangledgroup bundle

    Comprehensive toolkit for Python cryptographic operations using the cryptography library v47.0.0. Use when implementing encryption, decryption, hashing, digital signatures, key derivation, X.509 certificate handling, post-quantum cryptography (ML-KEM, ML-DSA), ASN.1 encoding/decoding, and other cryptographic primitives in Python applications.
    0
    installs
88. ▌
    Ghostscript 10 07 0 · tangledgroup bundle

    Interpreter for PostScript, PDF, PCL, XPS page description languages with raster and vector output devices. Converts between document formats (PDF↔PostScript↔images), compresses PDFs, extracts text, renders pages to PNG/JPEG/TIFF, performs OCR on scanned documents, and manages color profiles via ICC. Use when converting PDF/PostScript/PCL/XPS files to images or other formats, rasterizing pages at specific DPI, compressing or optimizing PDFs, extracting text from documents, integrating Ghostscript via C/Python/C#/Java APIs, or building print-processing pipelines.
    0
    installs
89. ▌
    Python Louvain 0 16 · tangledgroup bundle

    Python implementation of the Louvain algorithm for community detection in graphs. Produces modularity-optimized partitions of undirected NetworkX graphs with support for weighted edges, resolution parameters, and dendrogram generation. Use when detecting communities in social networks, biological networks, citation graphs, or any graph where modular structure reveals meaningful groupings.
    0
    installs
90. ▌
    Python Scrypt 0 9 4 · tangledgroup bundle

    Python toolkit for scrypt-based key derivation and password hashing. Use when implementing secure password storage, deriving encryption keys from passwords, or verifying passwords with memory-hard key derivation functions resistant to hardware-assisted attacks.
    0
    installs
91. ▌
    Rustfs 1 0 0 Beta 1 · tangledgroup bundle

    High-performance distributed object storage system with S3-compatible API, OpenStack Swift support, and comprehensive observability features built in Rust. Use when deploying S3-compatible storage backends, configuring distributed clusters, integrating with Kubernetes via Helm, setting up TLS/mTLS, or building data lake solutions requiring high-throughput storage.
    0
    installs
92. ▌
    Solid Router 0 16 0 · tangledgroup bundle

    The universal router for SolidJS providing fine-grained reactivity for route navigation with support for history-based, hash-based, static (SSR), and memory-based routing modes. Use when building single-page applications in SolidJS that require client-side routing, nested routes, data loading APIs, form actions, or universal rendering across server and client environments.
    0
    installs
93. ▌
    Solid Router 0 16 1 · tangledgroup bundle

    The universal router for SolidJS providing fine-grained reactivity for route navigation with support for history-based, hash-based, static (SSR), and memory-based routing modes. Use when building single-page applications in SolidJS that require client-side routing, nested routes, data loading APIs, form actions, or universal rendering across server and client environments.
    0
    installs
94. ▌
    Zeromq Zguide 3 2 0 · tangledgroup bundle

    Complete ZeroMQ ZGuide 3.2 toolkit covering messaging patterns, socket types, reliability mechanisms, and distributed computing architectures. Use when building asynchronous message-driven applications, implementing request-reply patterns, pub-sub systems, load balancing, or designing scalable distributed systems with ZeroMQ/3.2+.
    0
    installs
95. ▌
    Aiohttp Jinja2 1 6 0 · tangledgroup bundle

    Jinja2 template renderer for aiohttp.web applications providing decorator-based rendering, context processors, URL helpers, and async template support. Use when building Python web applications with aiohttp that require HTML templating, dynamic content generation, or server-side rendering with Jinja2 syntax.
    0
    installs
96. ▌
    Lisp In C 2026 05 03 · tangledgroup bundle

    Build a Lisp interpreter in C from scratch, covering S-expression parsing, manual memory management, hash-table environments, eval-apply cycle, and REPL. Two approaches: string-only atoms (LIPS) vs typed union AST nodes. Use when building interpreters in C, understanding evaluation with explicit memory management, or studying language implementation.
    0
    installs
97. ▌
    Networkxternal 0 3 0 · tangledgroup bundle

    NetworkX-compatible interface for external memory MultiDiGraphs persisted in databases (SQLite, PostgreSQL, MySQL, MongoDB, Neo4J). Use when working with Terabyte-Petabyte graphs that won't fit into RAM, needing multi-edge support with key/label-based edge identity, or building graph applications requiring database-backed storage without changing application code.
    0
    installs
98. ▌
    Openai Python 2 38 0 · tangledgroup bundle

    Complete toolkit for OpenAI Python SDK 2.38.0 providing typed sync/async clients for the Responses API, Chat Completions API, Realtime API, multimodal (audio/image/video), and Azure OpenAI. Use when building Python applications that call OpenAI models, stream responses, handle tool calling, authenticate via workload identity, or integrate with Azure OpenAI.
    0
    installs
99. ▌
    Opentelemetry 1 55 0 · tangledgroup bundle

    Complete OpenTelemetry 1.55.0 specification toolkit for implementing distributed tracing, metrics collection, and logging across polyglot applications. Use when instrumenting services with OTel SDKs, configuring OTLP exporters, implementing sampling strategies, setting up context propagation, or building observability pipelines following the official OTel 1.55.0 spec.
    0
    installs
100. ▌
     Opentelemetry 1 56 0 · tangledgroup bundle

     Complete OpenTelemetry 1.56.0 specification toolkit for implementing distributed tracing, metrics collection, and logging across polyglot applications. Use when instrumenting services with OTel SDKs, configuring OTLP exporters, implementing sampling strategies, setting up context propagation, or building observability pipelines following the OTel 1.56.0 spec.
     0
     installs