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1. ▌
   Nltk 3 9 2 · tangledgroup bundle

   Complete toolkit for Natural Language Processing with NLTK 3.9.2, covering tokenization, stemming, lemmatization, POS tagging, parsing, WordNet integration, corpus access, and text classification. Use when building Python programs that work with human language data including text preprocessing, linguistic analysis, sentiment scoring, or educational NLP workflows.
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2. ▌
   Nltk 3 9 4 · tangledgroup bundle

   Complete toolkit for Natural Language Processing with NLTK 3.9.4, covering tokenization, stemming, lemmatization, POS tagging, parsing, WordNet integration, corpus access, and text classification. Use when building Python programs that work with human language data including text preprocessing, linguistic analysis, sentiment scoring, or educational NLP workflows.
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3. ▌
   Pulp 3 3 0 · tangledgroup bundle

   Complete toolkit for PuLP 3.3.0, a Python linear and mixed-integer programming modeler generating MPS/LP/JSON files and calling solvers like CBC, GLPK, CPLEX, Gurobi, HiGHS, and SCIP. Use when formulating optimization problems in Python, solving LP/MIP models, configuring solver backends, or performing model export/import.
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4. ▌
   Rtk 0 42 0 · tangledgroup bundle

   CLI proxy that filters and compresses command outputs before they reach LLM context, reducing token consumption by 60-90%. Supports 100+ commands across git, cargo, JavaScript, Python, Go, Docker, Kubernetes, AWS, and more. Use when working with AI coding assistants (Claude Code, Cursor, Copilot, Gemini, Codex, etc.) to reduce LLM token usage during development workflows.
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5. ▌
   Tea 0 14 0 · tangledgroup bundle

   Official CLI for Gitea servers. Manage repositories, issues, pull requests, releases, and admin operations from the terminal. Supports multiple Gitea instances, OAuth2/token auth, and machine-readable output (JSON, YAML, CSV). Use when automating Gitea workflows, managing PRs and issues from the shell, or scripting CI/CD interactions.
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6. ▌
   Uv 0 11 19 · tangledgroup bundle

   Fast Python package and project manager written in Rust. Replaces pip, pip-tools, pipx, poetry, pyenv, virtualenv, twine, and more. Use when managing Python dependencies, creating virtual environments, running tools with uvx (pipx alternative), installing Python versions, building/publishing packages, or any Python project setup task.
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7. ▌
   Uv 0 11 21 · tangledgroup bundle

   Manage Python projects, scripts, tools, environments, and packages with uv (0.11.21) — the fast Python package manager. Use when working with pyproject.toml, virtual environments, pip alternatives, venv creation, dependency locking (uv.lock), running Python scripts with inline metadata, installing/running CLI tools via uvx, managing Python versions, building wheels/sdists, publishing to PyPI, workspace management, or migrating from pip/pip-tools/virtualenv. Covers uv run, uv add, uv sync, uv lock, uv build, uv publish, uv venv, uv pip, uv tool, uv python, uv check, uv upgrade, and all related workflows.
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8. ▌
   Vega 6 2 0 · tangledgroup bundle

   Vega 6.2.0 — declarative visualization grammar for creating interactive charts in JSON. Define data, scales, marks, axes, legends, signals, and interactions to render HTML5 Canvas or SVG visualizations. Use when authoring Vega specifications, building interactive data visualizations, or working with Vega's JSON-based visualization grammar.
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9. ▌
   Crun 1 27 0 · tangledgroup bundle

   Lightweight OCI container runtime written in C for running Linux containers with low memory footprint and high performance. Use when deploying containers via podman, building container orchestration tools, checkpointing/restoring containers with CRIU, running WebAssembly workloads, or needing faster container startup than runc provides.
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10. ▌
    Crun 1 27 1 · tangledgroup bundle

    Lightweight OCI container runtime written in C for running Linux containers with low memory footprint and high performance. Use when deploying containers via podman, building container orchestration tools, checkpointing/restoring containers with CRIU, running WebAssembly workloads, or needing faster container startup than runc provides.
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11. ▌
    Curl 8 19 0 · tangledgroup bundle

    CLI tool and C library for multi-protocol data transfers supporting HTTP/HTTPS, FTP, SFTP, and 30+ protocols. Covers command-line usage, authentication, proxies, SSL/TLS, and WebSocket support. Use when making HTTP requests from the terminal, writing scripts that download/upload data, building C applications with libcurl, or working with curl's supported protocols.
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12. ▌
    Curl 8 20 0 · tangledgroup bundle

    CLI tool and C library for multi-protocol data transfers supporting HTTP/HTTPS, FTP, SFTP, and 30+ protocols. Covers command-line usage, authentication, proxies, SSL/TLS, and WebSocket support. Use when making HTTP requests from the terminal, writing scripts that download/upload data, building C applications with libcurl, or working with curl's supported protocols.
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13. ▌
    Ddgs 9 14 4 · tangledgroup bundle

    Metasearch library aggregating results from 10+ web search services (Google, Bing, DuckDuckGo, Brave, Yahoo, Yandex, Wikipedia, Startpage, Mojeek, Grokipedia). Provides text, image, video, news, and book search plus URL content extraction. Use when searching the web, finding images/videos/news, extracting page content, or running a local search API server without API keys.
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14. ▌
    Deno 2 7 14 · tangledgroup bundle

    A comprehensive toolkit for the Deno 2.x JavaScript/TypeScript runtime, covering installation, permissions, built-in APIs, development tools (task runner, test runner, lint, fmt), TypeScript support, npm integration, workspaces, and deployment patterns. Use when building applications with Deno, managing Deno projects, working with Deno's standard library (@std on JSR), configuring permissions, or deploying to Deno Deploy.
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15. ▌
    Dspy 2 4 12 · tangledgroup bundle

    Framework for programming rather than prompting language models. Compiles LM calls into self-improving pipelines by tuning prompts and/or weights to maximize user-defined metrics. Use when building classifiers, RAG pipelines, agents, or any multi-stage LM program requiring automated prompt engineering, few-shot bootstrapping, or model fine-tuning driven by evaluation metrics.
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16. ▌
    Htmx 2 0 10 · tangledgroup bundle

    Complete reference for htmx 2.0.10 — the HTML attributes library for AJAX, WebSockets, SSE, and dynamic DOM updates without writing JavaScript. Covers all core attributes, 7 core extensions, 30+ community extensions, third-party integrations (Alpine.js, jQuery, hyperscript, SortableJS, Web Components, SweetAlert2, Tom Select), 25+ UX patterns, configuration, security, validation, history/boosting, caching, and migration guides.
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17. ▌
    Mem0 1 0 11 · tangledgroup bundle

    Universal self-improving memory layer for LLM applications (Mem0 v1.0.11) enabling persistent context across sessions with support for both managed platform and open-source deployments. Use when building LLM applications requiring memory persistence, semantic recall across conversations, user-specific memory storage, or integrating LangChain/LlamaIndex with external memory backends.
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18. ▌
    Numpy 2 4 4 · tangledgroup bundle

    Fundamental package for scientific computing with Python, providing n-dimensional arrays, mathematical functions, random number generators, linear algebra, and Fourier transforms with modern Python typing and Array API standard compatibility. Use when building Python programs requiring numerical array computing, matrix operations, statistical analysis, or high-performance vectorized computation.
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19. ▌
    Rich 15 0 0 · tangledgroup bundle

    Python library for rich text and beautiful terminal formatting. Provides color, tables, progress bars, markdown rendering, syntax highlighting, tracebacks, logging handlers, prompts, live displays, and pretty printing. Use when building CLI applications that need styled output, displaying data in tables or trees, or enhancing debugging with improved tracebacks.
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20. ▌
    Rsync 3 4 1 · tangledgroup bundle

    Complete toolkit for rsync 3.4.1, the fast file-copying tool using delta-transfer algorithm. Use when backing up files, mirroring directories, syncing data across hosts via SSH or rsync daemon, implementing incremental backups, configuring rsyncd.conf daemons, or managing filter rules.
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21. ▌
    Rsync 3 4 2 · tangledgroup bundle

    Complete toolkit for rsync 3.4.2, the fast file-copying tool using delta-transfer algorithm. Use when backing up files, mirroring directories, syncing data across hosts via SSH or rsync daemon, implementing incremental backups, configuring rsyncd.conf daemons, managing filter rules, or needing zstd compression and Y2038-safe timestamps.
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22. ▌
    Ruff 0 4 10 · tangledgroup bundle

    Lint, format, and configure Python code with Ruff (v0.4+). Use when the user mentions ruff, python linting, python formatting, code quality, replacing flake8/black/isort/pyupgrade, pyproject.toml ruff config, ruff check, ruff format, or needs help setting up Python linting and formatting. Also triggers for import sorting (isort replacement), docstring checks, auto-fixing lint violations, pre-commit hooks with ruff, CI/CD linting pipelines, and migrating from flake8 + black + isort to a single tool.
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23. ▌
    Yjs 13 6 30 · tangledgroup bundle

    CRDT framework for conflict-free collaborative editing with shared types (Y.Map, Y.Array, Y.Text). Provides network-agnostic document sync via binary updates, awareness tracking, undo/redo, and delta-format events. Use when building real-time collaborative editors, multi-user data sync, offline-first applications, or any app requiring concurrent editing without merge conflicts.
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24. ▌
    Aiozmq 0 7 0 · tangledgroup bundle

    Async ZeroMQ integration for Python asyncio providing transport-level APIs, stream abstraction, and RPC frameworks for building distributed applications with request-reply, push-pull, and pub-sub patterns. Use when building async Python applications requiring message-oriented middleware, remote procedure calls over ZeroMQ, or event-driven distributed systems with high-performance messaging.
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25. ▌
    Aiozmq 1 0 0 · tangledgroup bundle

    Async ZeroMQ integration for Python asyncio providing transport-level APIs, stream abstraction, and RPC frameworks (request-reply, pipeline, pub-sub). Use when building async Python applications requiring message-oriented middleware, remote procedure calls over ZeroMQ, or event-driven distributed systems with high-performance messaging.
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26. ▌
    Axios 1 15 0 · tangledgroup bundle

    A comprehensive toolkit for making HTTP requests using Axios 1.x, a promise-based HTTP client for browser and Node.js environments. Use when building applications that require REST API communication, file uploads/downloads, request/response interception, custom headers, authentication, form data handling, progress tracking, or advanced features like rate limiting and HTTP/2 support.
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27. ▌
    Axios 1 15 2 · tangledgroup bundle

    A comprehensive toolkit for making HTTP requests using Axios 1.x, a promise-based HTTP client for browser and Node.js environments. Use when building applications that require REST API communication, file uploads/downloads, request/response interception, custom headers, authentication, form data handling, progress tracking, or advanced features like rate limiting and HTTP/2 support.
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28. ▌
    Bcrypt 5 0 0 · tangledgroup bundle

    A skill for password hashing and key derivation using bcrypt 5.0 in Python. Use when implementing secure password storage, verifying passwords, or deriving cryptographic keys with bcrypt_pbkdf.
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29. ▌
    Boto3 1 43 1 · tangledgroup bundle

    Complete toolkit for AWS SDK for Python (Boto3) 1.43.1 providing high-level resource interface and low-level client access to 200+ AWS services with automatic pagination, retries, credential management, and session handling. Use when building Python applications that require AWS service integration including S3, EC2, Lambda, DynamoDB, SQS, SNS, IAM, and all other AWS services.
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30. ▌
    Caddy 2 11 2 · tangledgroup bundle

    Complete Caddy 2.11.2 web server toolkit covering Caddyfile configuration, JSON API, automatic HTTPS with Let's Encrypt and ZeroSSL, reverse proxy, TLS/SSL, PKI, and modules. Use when configuring Caddy as a web server or reverse proxy, setting up automatic HTTPS, managing certificates, or implementing production-ready HTTP/HTTPS servers.
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31. ▌
    Cython 3 2 4 · tangledgroup bundle

    A skill for using Cython 3.2.4, an optimizing Python compiler that makes writing C extensions as easy as Python itself by translating Python code to C/C++ with support for calling C functions and declaring C types on variables and class attributes. Use when building high-performance Python extensions, wrapping C/C++ libraries, creating optimized numerical code with NumPy integration, implementing parallel algorithms with OpenMP, or needing fine-grained manual tuning from broad to low-level C optimizations.
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32. ▌
    Dayjs 1 11 0 · tangledgroup bundle

    Complete toolkit for date and time manipulation using Day.js 1.11, a minimalist 2kB library with Moment.js-compatible API. Use when parsing, validating, manipulating, and displaying dates in JavaScript applications requiring immutable operations, i18n support, and plugin extensibility.
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33. ▌
    Dirac 0 2 89 · tangledgroup bundle

    Open-source coding agent that reduces API costs by 64.8% while maintaining 100% accuracy on complex refactoring tasks. Uses hash-anchored parallel edits, AST-native manipulation via tree-sitter, multi-file batching, and high-bandwidth context curation. Available as both VS Code extension and CLI. Fork of Cline. Use when building or configuring Dirac, understanding its edit engine internals, integrating with its tool system, or deploying it as a coding agent in CI/CD.
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34. ▌
    Docxjs 0 3 6 · tangledgroup bundle

    Renders DOCX documents into semantic HTML in the browser using JavaScript. Use when converting Word documents to HTML preview, building document viewers, or rendering .docx files client-side with jszip dependency.
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35. ▌
    Duckdb 1 5 2 · tangledgroup bundle

    High-performance analytical SQL database with support for nested types, vectorized execution, and seamless integration with Python, R, Java, Node.js, and WebAssembly. Use when building data analytics applications, performing ad-hoc queries on CSV/Parquet/JSON files, working with DataFrames (pandas, Polars), or needing an embedded OLAP database without server infrastructure.
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36. ▌
    Duckdb 1 5 3 · tangledgroup bundle

    Complete toolkit for DuckDB 1.5.3, an in-process SQL OLAP database management system. Covers SQL queries, data import/export (CSV, JSON, Parquet), Python API (Relations, UDFs, DB-API), nested types, window functions, and extensions. Use when writing SQL queries against local files or embedded databases, performing analytical data processing in Python, ingesting data from CSV/JSON/Parquet, or building data pipelines with DuckDB.
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37. ▌
    Git · tangledgroup bundle

    Add-commit-push all changes in one flow. Use when the user says acp, add commit push, stage and push, or wants to quickly commit and push all working directory changes.
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38. ▌
    Jinja2 3 1 6 · tangledgroup bundle

    Complete toolkit for Jinja2 v3.1.6 templating engine covering template design, Python API integration, custom filters/tests, sandboxed environments, and async support. Use when building Python applications requiring dynamic HTML generation, email templates, configuration files, or any text-based output with logic separation from presentation.
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39. ▌
    Nekovm 2 4 1 · tangledgroup bundle

    Stack-based bytecode VM and dynamically typed scripting language, primarily as a compilation target for Haxe. Provides C FFI, embeddable VM, and standalone executable generation. Deprecated since 2021-09-09, maintained for Haxe compatibility only. Use when embedding Neko as a scripting engine in C applications, writing Neko C primitives, or building Haxe projects targeting the Neko VM.
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40. ▌
    Nginx 1 30 0 · tangledgroup bundle

    High-performance HTTP server, reverse proxy, and load balancer supporting HTTP/HTTPS proxying, SSL/TLS termination, caching, rate limiting, WebSocket, and access control. Use when configuring Nginx as web server or reverse proxy, setting up load balancing, implementing HTTPS, routing to backend servers, or tuning performance.
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41. ▌
    Nuitka 4 0 8 · tangledgroup bundle

    Python compiler that translates Python code to C and native executables. Use when compiling Python applications for distribution, creating extension modules, optimizing performance, or building standalone binaries across Windows, Linux, macOS, and FreeBSD.
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42. ▌
    Numba 0 65 0 · tangledgroup bundle

    JIT compiler for Python that translates numerical code into optimized machine code using LLVM. Supports @jit, @njit, @vectorize, @guvectorize, and @jitclass decorators with CPU parallelization, SIMD vectorization, and CUDA GPU targets. Use when accelerating Python numerical loops, creating NumPy-compatible ufuncs, parallelizing array operations, or targeting GPU execution from pure Python.
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43. ▌
    Numba 0 65 1 · tangledgroup bundle

    JIT compiler for Python that translates numerical code into optimized machine code using LLVM. Supports @jit, @njit, @vectorize, @guvectorize, and @jitclass decorators with CPU parallelization, SIMD vectorization, and CUDA GPU targets. Use when accelerating Python numerical loops, creating NumPy-compatible ufuncs, parallelizing array operations, or targeting GPU execution from pure Python.
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44. ▌
    Pandas 3 0 3 · tangledgroup bundle

    Complete toolkit for pandas 3.0.3 providing DataFrame and Series data structures, tabular data manipulation, groupby aggregations, merging/joining, reshaping, time series analysis, I/O for CSV/JSON/Parquet/Excel/SQL/Iceberg, PyArrow integration, Copy-on-Write semantics, and the new default string dtype. Use when building Python programs that require data wrangling, exploratory analysis, ETL pipelines, statistical summaries, or any workflow centered on labeled tabular data.
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45. ▌
    Podman 5 8 1 · tangledgroup bundle

    Daemonless container engine with Docker-compatible CLI for managing containers, pods, images, volumes, and networks. Supports rootless operation, Kubernetes integration, systemd management, and remote access. Use when building, running, or managing containers without a daemon, implementing rootless workflows, orchestrating pods, or migrating from Docker.
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46. ▌
    Podman 5 8 2 · tangledgroup bundle

    Daemonless container engine with Docker-compatible CLI for managing containers, pods, images, volumes, and networks. Supports rootless operation, Kubernetes integration, systemd management, and remote access. Use when building, running, or managing containers without a daemon, implementing rootless workflows, orchestrating pods, or migrating from Docker.
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47. ▌
    Pyomo 6 10 0 · tangledgroup bundle

    Python-based open-source optimization modeling language supporting LP, QP, NLP, MILP, MIQP, MINLP, stochastic programming, GDP, DAE, bilevel programming, MPEC, and network flow models with commercial (Gurobi, CPLEX) and open-source (CBC, HiGHS, IPOPT) solver interfaces. Use when formulating mathematical optimization models in Python, connecting code to solvers, building abstract or concrete models, or needing advanced features like disjunctive programming, stochastic optimization, dynamic optimization, bilevel optimization, robust optimization, or sensitivity analysis.
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48. ▌
    Pyzmq 27 1 0 · tangledgroup bundle

    Complete toolkit for Python bindings to ZeroMQ (pyzmq 27.x) covering socket types, messaging patterns, async/await integration, security mechanisms, and distributed computing architectures. Use when building Python applications requiring high-performance messaging, pub/sub systems, request-reply patterns, load balancing, or inter-process communication with ZeroMQ's decentralized architecture.
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49. ▌
    Rqlite 9 4 0 · tangledgroup bundle

    Comprehensive toolkit for rqlite 9.4, a lightweight distributed relational database built on SQLite with Raft consensus. Use when deploying fault-tolerant databases, building edge/IoT applications with SQL, creating globally distributed read-intensive systems, or needing simple high-availability without complex administration.
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50. ▌
    Ruff 0 15 12 · tangledgroup bundle

    Extremely fast Python linter and code formatter written in Rust with 900+ rules, block-level suppressions, and Markdown code formatting. 10x-100x faster than Flake8/Black. Use when linting Python code for style and correctness, formatting code consistently, configuring rule selection, suppressing violations, or needing fast incremental analysis in CI/CD and editors.
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51. ▌
    S Expression · tangledgroup bundle

    S-expressions (symbolic expressions) are a minimal notation for nested tree-structured data using atoms and lists. Invented for Lisp, they represent both code and data with the same syntax (homoiconicity). Covers function definitions, lambda forms, calling conventions, and result binding across Lisp-family languages. Use when working with Lisp-family languages, designing domain-specific languages, building parsers, representing abstract syntax trees, or serializing hierarchical data in a portable format.
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52. ▌
    Scipy 1 17 1 · tangledgroup bundle

    Scientific computing library for Python covering optimization, integration, interpolation, linear algebra, signal processing, statistics, and image processing built on NumPy with highly-optimized Fortran/C/C++ backends. Use when building Python programs requiring numerical computations, scientific analysis, engineering calculations, or statistical modeling.
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53. ▌
    Semver 2 0 0 · tangledgroup bundle

    Implement and validate Semantic Versioning 2.0.0 to manage software version numbers, determine compatibility, compare version precedence, and validate version strings against the official specification. Use when bumping versions, writing version constraints for dependency managers, comparing release ordering, or validating that a version string conforms to SemVer.
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54. ▌
    Spacy 3 8 14 · tangledgroup bundle

    Industrial-strength NLP library for Python providing tokenization, named entity recognition, dependency parsing, and text classification with support for 70+ languages and production-ready training systems. Use when building NLP applications, performing linguistic analysis, training custom models, or integrating pretrained pipelines for tasks like NER, POS tagging, and lemmatization.
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55. ▌
    Sympy 1 14 0 · tangledgroup bundle

    Complete toolkit for SymPy 1.14.0 providing symbolic mathematics in Python including algebra, calculus, matrices, equation solving, simplification, and printing. Use when building Python programs that require exact symbolic computation, symbolic expression manipulation, analytical differentiation/integration, equation solving, or mathematical typesetting via LaTeX output.
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56. ▌
    Temporal API · tangledgroup bundle

    ECMAScript Temporal API for date/time management replacing legacy Date. Provides timezone-aware arithmetic, calendar support, nanosecond precision, and immutable Plain types. Use when building JavaScript/TypeScript applications requiring date-time calculations, timezone conversions, calendar operations, duration arithmetic, DST-safe scheduling, or migrating from the legacy Date object.
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57. ▌
    Tinypy 1 1 0 · tangledgroup bundle

    Minimalist Python implementation in ~64k of code with a bootstrapped parser, bytecode compiler, and VM with incremental GC. Supports classes, dicts, lists, exceptions, and modules. Cross-platform with C API for embedding. Use when building embedded scripting engines, studying VM internals, or needing a tiny Python-compatible runtime for constrained environments.
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58. ▌
    Argon2 25 1 0 · tangledgroup bundle

    Python toolkit for password hashing and verification using the Argon2 algorithm via argon2-cffi 25.x. Use when implementing secure password storage, user authentication systems, migrating legacy password hashes to modern standards, or benchmarking Argon2 parameters for your environment.
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59. ▌
    Boto3 1 42 89 · tangledgroup bundle

    Complete toolkit for AWS SDK for Python (Boto3) 1.42.89 providing high-level resource interface and low-level client access to 200+ AWS services with automatic pagination, retries, credential management, and session handling. Use when building Python applications that require AWS service integration including S3, EC2, Lambda, DynamoDB, SQS, SNS, IAM, and all other AWS services.
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60. ▌
    Caveman 1 5 1 · tangledgroup bundle

    Ultra-compressed communication mode that cuts token usage by ~75% while maintaining full technical accuracy. Supports intensity levels (lite, full, ultra) and Classical Chinese variants (wenyan-lite, wenyan-full, wenyan-ultra). Use when user requests "caveman mode", "talk like caveman", "less tokens", "be brief", or invokes /caveman command.
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61. ▌
    Chonkie 1 6 2 · tangledgroup bundle

    Lightweight Rust-based text chunking library for RAG pipelines providing 10+ chunking strategies, pipeline orchestration, and vector database integrations with Python and JavaScript APIs. Use when building document ingestion pipelines for retrieval-augmented generation, splitting text into meaningful chunks, or constructing CHOMP workflows.
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62. ▌
    Chonkie 1 6 4 · tangledgroup bundle

    Lightweight text chunking library for RAG pipelines providing 12+ chunkers, pipeline API, refineries, vector DB handshakes, and a self-hosted REST API. Use when building document ingestion pipelines for retrieval-augmented generation, splitting text into meaningful chunks, or constructing CHOMP workflows (fetch, clean, chunk, refine, store).
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63. ▌
    Daisyui 5 5 0 · tangledgroup bundle

    A skill for using DaisyUI 5.5, a component library for Tailwind CSS 4 that provides semantic class names for common UI components with built-in theming support. Use when building responsive web interfaces with pre-styled components, implementing theme switching, or creating consistent design systems without writing custom CSS.
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64. ▌
    Dayjs 1 11 20 · tangledgroup bundle

    Complete toolkit for date and time manipulation using Day.js 1.11.20, a minimalist 2kB library with Moment.js-compatible API. Use when parsing, validating, manipulating, and displaying dates in JavaScript applications requiring immutable operations, i18n support, and plugin extensibility.
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65. ▌
    Haproxy 3 3 0 · tangledgroup bundle

    Complete HAProxy 3.3.0 toolkit for load balancing, reverse proxying, SSL/TLS termination, and traffic management. Use when configuring HTTP/TCP load balancers, implementing high availability, managing SSL certificates, setting up health checks, configuring ACLs and content switching, or deploying HAProxy as a production-grade reverse proxy and load balancer.
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66. ▌
    Haproxy 3 3 8 · tangledgroup bundle

    Complete HAProxy 3.3.8 toolkit for load balancing, reverse proxying, SSL/TLS termination, and traffic management. Includes cumulative bug fixes from 3.3.0 through 3.3.8 covering QUIC/HTTP3 hardening, SSL memory safety, mux-h1/h2 robustness, Lua scripting fixes, ACME improvements, and CLI permission checks. Use when configuring HTTP/TCP load balancers, implementing high availability, managing SSL certificates, setting up health checks, configuring ACLs and content switching, or deploying HAProxy as a production-grade reverse proxy and load balancer.
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67. ▌
    Hnswlib 0 9 0 · tangledgroup bundle

    Header-only C++ library implementing HNSW graphs for fast approximate nearest neighbor search with Python bindings via pybind11. Supports L2, inner product, and cosine distance spaces with SIMD-optimized computation. Use when building vector search indexes requiring sub-millisecond latency, implementing incremental index construction, or needing a lightweight dependency-free ANN library.
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68. ▌
    Lodash 4 18 1 · tangledgroup bundle

    Complete toolkit for Lodash 4.18 utility library providing 300+ helper functions for arrays, collections, objects, strings, numbers, dates, and functions. Use when building JavaScript applications requiring robust data manipulation, functional programming patterns, type checking, or cross-platform compatibility without native ES6+ features.
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69. ▌
    Nextjs 16 2 3 · tangledgroup bundle

    Build production-ready React applications with Next.js 16.2.3, providing App Router and Pages Router, server/client components, routing, data fetching, caching, API routes, and deployment. Use when creating modern web applications requiring SSR/SSG/ISR, SEO-friendly rendering, TypeScript support, or full-stack JavaScript development.
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70. ▌
    Nextjs 16 2 4 · tangledgroup bundle

    Build production-ready React applications with Next.js 16.2.4, providing App Router and Pages Router, server/client components, routing, data fetching, caching, API routes, and deployment. Use when creating modern web applications requiring SSR/SSG/ISR, SEO-friendly rendering, TypeScript support, or full-stack JavaScript development.
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71. ▌
    Numeral 2 0 6 · tangledgroup bundle

    A JavaScript library for formatting and manipulating numbers. Use when formatting currency, percentages, bytes, time durations, ordinals, exponential notation, or abbreviations in browser or Node.js applications.
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72. ▌
    Numkong 7 6 0 · tangledgroup bundle

    Ultra-fast mixed-precision vector similarity and distance library with 2000+ SIMD kernels across x86, ARM, RISC-V. Supports Float64 through packed bits (1-bit) with automatic precision widening and zero hidden allocations. Use when computing vector distances, dot products, similarity metrics, or any high-throughput vector math needing sub-byte precision (fp8, fp6, int4).
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73. ▌
    Obscura 0 1 0 · tangledgroup bundle

    Lightweight headless browser engine written in Rust for web scraping and AI agent automation. Runs JavaScript via V8, supports Chrome DevTools Protocol (CDP), and acts as a drop-in replacement for headless Chrome with Puppeteer and Playwright. Use when building scrapers, automating web interactions, replacing headless Chrome with lower memory footprint (~30 MB), or needing anti-detection capabilities.
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74. ▌
    Obscura 0 1 1 · tangledgroup bundle

    Lightweight headless browser engine written in Rust for web scraping and AI agent automation. Runs JavaScript via V8, supports Chrome DevTools Protocol (CDP), and acts as a drop-in replacement for headless Chrome with Puppeteer and Playwright. Use when building scrapers, automating web interactions, replacing headless Chrome with lower memory footprint (~30 MB), or needing anti-detection capabilities.
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75. ▌
    Openai 2 31 0 · tangledgroup bundle

    Python SDK for OpenAI API v2.31 providing type-safe access to Responses API, Chat Completions, embeddings, audio transcription/synthesis, image generation, assistants, fine-tuning, and batch operations with sync/async clients. Use when building Python applications that integrate with OpenAI models for text generation, vision, audio processing, or automated assistants.
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76. ▌
    Openai 2 33 0 · tangledgroup bundle

    Python SDK for OpenAI API v2.33 providing type-safe access to Responses API, Chat Completions, embeddings, audio transcription/synthesis, image generation, assistants, fine-tuning, and batch operations with sync/async clients. Use when building Python applications that integrate with OpenAI models for text generation, vision, audio processing, or automated assistants.
    0
    installs
77. ▌
    Ot 2026 05 03 · tangledgroup bundle

    Operational Transformation theory and practice for consistency in real-time collaborative editing. Covers transformation functions, consistency models, system architectures, control algorithms, timestamp schemes, and OT vs CRDT comparison. Use when building real-time collaborative editors, resolving concurrent edit conflicts, designing collaboration backends, or choosing between OT and CRDT.
    0
    installs
78. ▌
    Pacote 21 5 0 · tangledgroup bundle

    Inspect, download, and extract npm packages without installing them first using pacote 21.5 via npx. Supports registry packages, git repositories, local files, directories, and remote tarballs for package inspection, dependency analysis, manifest retrieval, security verification with Sigstore attestations, and offline extraction workflows. Use when inspecting npm package contents, extracting tarballs for analysis, retrieving manifests without installation, verifying package attestations, or working with offline package sources.
    0
    installs
79. ▌
    Parquet 2 2 0 · tangledgroup bundle

    Complete toolkit for Apache Parquet 2.2.0 columnar storage format covering physical and logical types, schema definition via Thrift (parquet.thrift), encodings (PLAIN, RLE, Dictionary, Delta Binary Packed, Delta Length Byte Array, Delta String, Byte Stream Split), compression codecs (SNAPPY, GZIP, ZSTD, LZ4_RAW, BROTLI), nested data with definition/repetition levels, bloom filters, page indexes, encryption, and file layout. Use when reading, writing, or optimizing Parquet files, designing columnar storage schemas, tuning compression and encoding strategies, or implementing Parquet readers/writers.
    0
    installs
80. ▌
    Picocss 2 1 1 · tangledgroup bundle

    Minimalist CSS framework that styles semantic HTML elements by default with responsive typography, automatic light/dark modes, and 130+ customizable CSS variables. Use when building clean, lightweight web interfaces with pure HTML markup, creating class-light designs without JavaScript dependencies, or implementing accessible design systems with minimal CSS.
    0
    installs
81. ▌
    Plan · 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.
    0
    installs
82. ▌
    Polars 0 53 0 · tangledgroup bundle

    Complete toolkit for Polars 0.53.0 providing high-performance DataFrame computing with lazy evaluation, expression-based API, streaming engine, GPU acceleration, and SQL interface. Covers data types, expressions, transformations (joins, pivots, window functions), IO (CSV, Parquet, JSON, Excel, databases, cloud storage), LazyFrame optimization, and streaming. Use when building Python data pipelines, ETL workflows, analytics queries, or migrating from pandas/Spark to Polars.
    0
    installs
83. ▌
    Rqlite 10 0 1 · tangledgroup bundle

    Comprehensive toolkit for rqlite 10.0.1, a lightweight distributed relational database built on SQLite with Raft consensus. Use when deploying fault-tolerant databases, building edge/IoT applications with SQL, creating distributed read-intensive systems, configuring CDC pipelines, or needing simple high-availability without complex administration.
    0
    installs
84. ▌
    Sqlite 3 53 0 · tangledgroup bundle

    Embedded SQL database providing ACID transactions, full-text search (FTS5), spatial indexing (R-Tree), JSON processing, virtual tables, and extensions. Use when building applications requiring embedded SQL databases, performing data analysis, implementing persistent storage, or working with SQLite features from basic CRUD to advanced queries.
    0
    installs
85. ▌
    Stanza 1 11 1 · tangledgroup bundle

    Stanford NLP Group's Python NLP library for 80+ languages providing tokenization, POS tagging, lemmatization, dependency parsing, and NER via a neural pipeline built on PyTorch. Includes a Python wrapper for the Java Stanford CoreNLP server. Use when building multilingual NLP pipelines, performing linguistic analysis across languages, training custom models, or integrating biomedical/clinical NER.
    0
    installs
86. ▌
    Textual 8 2 4 · tangledgroup bundle

    Python framework for building terminal and browser UIs. Provides widget-based DOM, CSS styling (.tcss), reactive attributes, event system, Workers API for concurrency, command palette, and theming. Use when building terminal UIs, CLI tools with rich interfaces, data dashboards, interactive forms, or any Python application requiring a graphical interface in the terminal.
    0
    installs
87. ▌
    Textual 8 2 5 · tangledgroup bundle

    Python framework for building terminal and browser UIs. Provides widget-based DOM, CSS styling (.tcss), reactive attributes, event system, Workers API for concurrency, command palette, and theming. Use when building terminal UIs, CLI tools with rich interfaces, data dashboards, interactive forms, or any Python application requiring a graphical interface in the terminal.
    0
    installs
88. ▌
    Tinycc 0 9 27 · tangledgroup bundle

    Complete toolkit for TinyCC 0.9.27, a small hyper-fast C compiler generating native x86/x86_64/ARM code without an external assembler or linker. Use when compiling C code extremely fast, creating C scripts with shebangs, using libtcc for dynamic code generation, performing memory/bounds checking, or cross-compiling for ARM targets.
    0
    installs
89. ▌
    Tzip · tangledgroup

    Lightweight token-pruning communication mode that drops filler and hedging while keeping full sentences and professional tone. Follows guidelines for code quality. Default intensity is lite. Use when user requests tzip, prune tokens, be concise, or needs efficient communication without losing clarity.
    0
    installs
90. ▌
    Aiohttp 3 13 0 · tangledgroup bundle

    Async HTTP client/server for Python asyncio. Use when building async web applications, REST APIs, or making concurrent HTTP requests in Python.
    0
    installs
91. ▌
    Aiohttp 3 13 5 · tangledgroup bundle

    Async HTTP client/server for Python asyncio. Use when building async web applications, REST APIs, or making concurrent HTTP requests in Python.
    0
    installs
92. ▌
    Autoloop 0 4 0 · tangledgroup bundle

    Opinionated loop harness for long-running agent workflows. Supports preset-driven multi-role loops with event-based routing, append-only journaling, worktree isolation, and structured parallelism. Use when building autonomous coding agents needing iterative plan-build-review cycles, quality gates between roles, persistent memory across runs, or operator visibility through inspectable journals.
    0
    installs
93. ▌
    Chart JS 4 5 1 · tangledgroup bundle

    Complete toolkit for Chart.js 4.5.1, the popular JavaScript charting library using HTML5 Canvas rendering. Use when creating interactive charts (line, bar, pie, doughnut, radar, scatter, bubble, area), configuring axes and scales, customizing animations and tooltips, or building data visualizations with TypeScript support across JavaScript frameworks.
    0
    installs
94. ▌
    Daisyui 5 5 19 · tangledgroup bundle

    A skill for using DaisyUI 5.5.19, a component library for Tailwind CSS 4 that provides semantic class names for common UI components with built-in theming support. Use when building responsive web interfaces with pre-styled components, implementing theme switching, or creating consistent design systems without writing custom CSS.
    0
    installs
95. ▌
    Esbuild 0 28 0 · tangledgroup bundle

    Complete toolkit for esbuild v0.28 JavaScript bundler providing CLI, JavaScript API, and Go API access for bundling, minification, transformation, and development workflows with support for TypeScript, JSX, CSS modules, tree shaking, source maps, watch mode, and local development server without requiring npm installation via npx execution. Use when bundling JavaScript/TypeScript projects, configuring build pipelines, setting up watch mode for development, or transforming code without npm dependencies.
    0
    installs
96. ▌
    Grafana 13 0 1 · tangledgroup bundle

    Grafana 13.0.1 observability platform for querying, visualizing, alerting on, and exploring metrics, logs, traces, and profiles. Covers installation, data source configuration, dashboard building with dynamic dashboards, alert rule management, Explore queries, provisioning with Git Sync, and administration. Use when setting up Grafana monitoring, building dashboards, configuring alerts, provisioning resources via YAML or GitOps, or administering a Grafana instance.
    0
    installs
97. ▌
    Jina AI Reader · tangledgroup bundle

    Converts any URL to LLM-friendly markdown via r.jina.ai and searches the web with s.jina.ai, returning top results in readable format. Use when extracting clean text from web pages, PDFs, or MS Office documents for LLM context, or when grounding LLM responses with live web search results.
    0
    installs
98. ▌
    Logfire 4 32 1 · tangledgroup bundle

    AI observability platform built on OpenTelemetry by the Pydantic team. Native SDKs for Python, JavaScript/TypeScript, and Rust. Use when instrumenting applications with distributed tracing, metrics, and logs; configuring auto-instrumentation for FastAPI, OpenAI, LangChain, and databases; querying trace data via SQL; or integrating with the Logfire cloud platform.
    0
    installs
99. ▌
    MCP 2025 11 25 · tangledgroup bundle

    Model Context Protocol (MCP) 2025-11-25 specification covering client-host-server architecture, JSON-RPC messaging, tools, resources, prompts, sampling, elicitation, and transports. Use when building MCP clients or servers, implementing LLM tool integrations, configuring stdio or Streamable HTTP transports, or connecting language models to external data sources.
    0
    installs
100. ▌
     Networkx 3 6 1 · tangledgroup bundle

     Python package for creating, manipulating, and studying complex networks. Supports graph generation, algorithms (centrality, community detection, shortest paths, flow), linear algebra representations, multiple file formats, and visualization. Use when building graph analysis applications, implementing network algorithms, or working with directed/undirected/multigraph structures.
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