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jr2804

@jr2804 source repo

71 published skills

  1. Llama Cpp Optimizer · jr2804 bundle
    End-to-end llama.cpp setup and optimization. Portable installation (no admin), multi-model server config (presets INI), hardware analysis, and parameter tuning (quantization, KV cache, offload, context size) derived from model metadata + system capabilities.
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  2. Vaultwarden MCP · jr2804 bundle
    Use when the user wants to access, look up, create, edit, or manage credentials, passwords, secrets, login entries, secure notes, TOTP/2FA codes, or vault items in their Vaultwarden / Bitwarden vault via the vaultwarden-mcp MCP server. Trigger whenever the user mentions passwords, credentials, logins, secrets, vault, "my passwords", retrieving a login, adding a credential, rotating a password in the vault, looking up a TOTP/2FA code, or storing a new login — even if they don't name "vaultwarden" explicitly. Covers both read operations (search, get a credential) and write operations (create, edit, soft-delete, restore, permanently delete entries).
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  3. Serena · jr2804
    Serena provides IDE-like semantic code retrieval and editing tools for coding agents, enabling efficient symbol-level code operations
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  4. Uv MCP · jr2804
    UV command automation and project lifecycle management patterns powered by the uv-mcp server
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  5. Chunkhound · jr2804
    Semantic code chunking and search patterns for codebase exploration
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  6. MCP Servers · jr2804
    Universal patterns for using MCP (Multi-Client Protocol) servers in agentic workflows
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  7. Python Naming · jr2804
    Python naming conventions for variables, constants, files, and directories
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  8. Python Uv CLI · jr2804
    UV command-line usage patterns for Python project management
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  9. Issue Tracking · jr2804
    Universal issue tracking and task management patterns using beads/bd system
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  10. Python Imports · jr2804
    Python import style guidelines for absolute and relative imports
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  11. Python Pathlib · jr2804
    Python pathlib usage guidelines for file and directory operations
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  12. Problem Solving · jr2804
    Universal sequential thinking patterns for complex problem analysis
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  13. Testing Strategy · jr2804
    Universal testing strategies and best practices for software projects
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  14. Coding Principles · jr2804
    Universal coding principles and best practices for maintainable software
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  15. Python Refactoring · jr2804
    Python refactoring triggers and guidelines for code size limits
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  16. Knowledge Management · jr2804
    Universal knowledge storage and retrieval patterns using memory graph
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  17. 3gpp Working Groups · jr2804
    Working group nomenclature, tbid/SubTB identifiers, subgroup hierarchy, and TSG structure. Use when working with 3GPP working groups, parsing meeting codes, or understanding TBID mappings.
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  18. Sdo DOCX Formatting · jr2804 bundle
    Reusable .docx formatting conventions for formal standardization documents. Use when formatting headings, notes, enumerations, tables, figures, cross-references, citations, and text in technical standards documents. Applies across SDOs -- concrete style names are provided by the per-SDO drafting skill. Triggers include "format this document", "apply styles", "add cross-references", "insert table/figure", "format notes or citations".
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  19. Sdo DOCX Operations · jr2804 bundle
    Cross-platform operational guardrails and deterministic helper scripts for officecli OOXML edits on .docx files. Use when editing .docx with officecli raw-set, fixing tab run issues, inserting bookmarks or field codes (SEQ/REF), validating XPath targeting, or preventing destructive raw-set mistakes. Applies across all SDOs -- concrete style names provided by the per-SDO drafting skill.
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  20. Code Deduplication · jr2804 bundle
    Pre-write workflow to prevent semantic code duplication. Use BEFORE creating new utility functions, shared modules, or helper code to verify equivalent capabilities don't already exist in the codebase. Requires maintaining CODE_INDEX.md as a capability index organized by purpose (not file location).
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  21. Itut Recommendations · jr2804 bundle
    ITU-T Recommendation structure, approval processes, amendment/corrigendum procedures, and ITU-T | ISO/IEC common text conventions. Use when the agent needs to understand how ITU-T Recommendations are structured (clause order, element types, annex conventions), approved (TAP/AAP), amended, or how joint ITU-T/ISO/IEC texts work. Sources: Rec. ITU-T A.1 (09/2019) + Rules for presentation of ITU-T | ISO/IEC common text (2014).
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  22. MCP Desktop Commander · jr2804
    File system operations, process management, terminal interaction, and workspace exploration
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  23. Sdo Writing Conventions · jr2804 bundle
    Mechanical writing conventions for formal standards documents across all SDOs (3GPP, ETSI, ITU-T). Use when drafting or revising text to ensure consistent spelling (-ize/-ise), hyphenation, number formatting, capitalization, abbreviations, list formatting, proper names, and non-discriminatory language. Complements sdo-writing-style (prose quality) with mechanical correctness rules. Sources: ITU English Language Style Guide (2024).
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  24. MCP Sequential Thinking · jr2804
    A detailed tool for dynamic and reflective problem-solving through thoughts that can adapt and evolve
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  25. 3gpp Portal Authentication · jr2804
    EOL authentication, AJAX login patterns, 3GPP portal data fetching, and session management. Use when accessing protected 3GPP portal resources that require EOL login, fetching TDoc metadata, or working with 3GPP portal APIs.
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  26. Documentation Standards · jr2804
    Universal documentation standards and best practices for software projects
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  27. Docling Document Intelligence · jr2804 bundle
    Parse, convert, chunk, and analyze documents using Docling. Use this skill when the user provides a document (PDF, DOCX, PPTX, HTML, image) as a file path or URL and wants to: extract text or structured content, convert to Markdown or JSON, chunk the document for RAG ingestion, analyze document structure (headings, tables, figures, reading order), or run quality evaluation with iterative pipeline tuning. Triggers: "parse this PDF", "convert to markdown", "chunk for RAG", "extract tables", "analyze document structure", "prepare for ingestion", "process document", "evaluate docling output", "improve conversion quality".
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  28. Using Git Worktrees · jr2804
    Create isolated git worktrees for feature development with automatic directory selection and safety verification. Use when starting feature work that needs isolation from the current workspace, or when setting up before executing implementation plans that require a clean branch environment.
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  29. Requesting Code Review · jr2804 bundle
    Lightweight standalone code review workflow. Use for ad-hoc reviews outside structured development workflows—after completing single tasks, before merging to main, or when stuck and needing a fresh perspective. For structured multi-task development, use subagent-driven-development instead (which includes integrated review stages).
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  30. Dispatching Parallel Agents · jr2804
    Dispatch multiple subagents in parallel when facing 2+ COMPLETELY INDEPENDENT tasks that can be worked on without shared state, sequential dependencies, or cross-task communication. Use for investigating unrelated failures (different test files, different subsystems, different bugs) where each subagent works on a different problem domain.
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  31. Subagent Driven Development · jr2804 bundle
    Structured multi-task development workflow with integrated two-stage review (spec compliance + code quality). Use when executing implementation plans in the CURRENT session with independent tasks. Dispatches fresh subagent per task with built-in review gates. For ad-hoc single reviews, use requesting-code-review instead.
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  32. 3gpp Basics · jr2804
    General 3GPP organization overview, partnerships, scope, and fundamental concepts. Use when working with 3GPP data structures, understanding 3GPP hierarchy, or needing context about 3GPP as an organization.
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  33. Etsi Basics · jr2804 bundle
    ETSI organisation overview, deliverable types, standards development lifecycle, and key roles. Use when the agent needs context about how ETSI works: Technical Committees, deliverable types (TS, ES, EN, HS, TR, EG, SR, GS), approval processes, the standards development lifecycle (Work Item through publication), or ETSI-specific terminology. Sources: ETSI Guide to Writing World Class Standards + ETSI Directives.
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  34. Itut Basics · jr2804 bundle
    ITU-T organizational structure, document types, terminology, roles, and meeting procedures. Use when the agent needs context about how ITU-T works: study groups, working parties, rapporteurs, Question/WTSA/TSAG/TSB concepts, meeting procedures, or ITU-T document type definitions (Recommendation, amendment, corrigendum, annex, appendix). Sources: Rec. ITU-T A.1 (09/2019).
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  35. MCP Grepai · jr2804
    Semantic code search using grepai MCP server with English queries, intent-based search, and call graph tracing
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  36. MCP Vstash · jr2804 bundle
    MCP server integration for vstash document memory. Use when configuring Claude Desktop or other MCP-compatible AI assistants with persistent document memory, setting up vstash MCP tools for semantic search and Q&A, or integrating vstash with AI assistant workflows via Model Context Protocol.
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  37. Itut Patents · jr2804 bundle
    ITU-T patent policy, IPR disclosure, and licensing declarations for standardization contributors. Covers the Common Patent Policy for ITU-T/ITU-R/ISO/IEC (2022), the three licensing options (RF, RAND, refusal), Patent Statement and Licensing Declaration Forms (individual and general), disclosure obligations at meetings and after approval, the ITU Patent Information database, cover sheet notification text, and ITU neutrality principles. Use when the agent needs to understand patent disclosure requirements, fill in declaration forms, add patent notices to Recommendation drafts, or handle SEP-related procedures during ITU-T standards development.
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  38. Prompt Engineering · jr2804
    Use this skill when you writing commands, hooks, skills for Agent, or prompts for sub agents or any other LLM interaction, including optimizing prompts, improving LLM outputs, or designing production prompt templates.
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  39. 3gpp Drafting · jr2804 bundle
    3GPP-specific TDoc authoring conventions: metadata schema, template substitution, revision workflow, DOCX property sync, project layout, and 3GPP style-name mapping. Use when preparing, updating, or validating 3GPP TDoc .docx files for meeting submissions. Delegates formatting rules to sdo-docx-formatting and officecli operations to sdo-docx-operations.
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  40. 3gpp Meetings · jr2804
    Meeting structure, naming conventions, quarterly plenaries, and meeting pages. Use when parsing 3GPP meeting data, understanding meeting schedules, or working with meeting metadata from 3GPP portal.
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  41. 3gpp Releases · jr2804
    3GPP release structure, versioning, TSG rounds, and release freeze concept. Use when understanding 3GPP release numbering, TSG round schedules, or finding specifications in releases.
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  42. Etsi Drafting · jr2804 bundle
    ETSI-specific deliverable drafting conventions: document structure, clause ordering, requirements writing (shall/should/may), figures/tables/equations, annexes, and ETSI style-name mapping. Use when preparing or editing ETSI deliverable .docx files (TS, ES, EN, TR, EG, SR, GS). Delegates formatting rules to sdo-docx-formatting and officecli operations to sdo-docx-operations.
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  43. Itut Drafting · jr2804 bundle
    ITU-T-specific contribution document drafting: template structure, header table fields, style-name mapping, equation conventions, and batch workflows. Use when preparing or editing ITU-T contribution .docx files (C-series or TD-series). Delegates formatting rules to sdo-docx-formatting and officecli operations to sdo-docx-operations.
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  44. Database Schema · jr2804 bundle
    Generate comprehensive database schemas with proper relations, migrations, and ORM/ODM models for PostgreSQL, MongoDB, and SQLite. Use when creating database schemas that integrate with FastAPI applications, including SQLAlchemy models for SQL databases, PyMongo/ODMantic models for MongoDB, Alembic migrations, and proper relationship definitions.
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  45. MCP Cytoscnpy · jr2804 bundle
    MCP server integration for CytoScnPy code metrics analysis. Use when configuring CytoScnPy MCP server for AI assistants (Claude, Cursor, Copilot), setting up VS Code extension integration, or exposing code quality tools via MCP. Triggers on: mcp-cytosnpy, cytoscnpy mcp-server, MCP server setup, AI assistant code analysis integration, VS Code extension configuration.
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  46. Skill Creator · jr2804 bundle
    Guide for creating, validating, improving, and benchmarking skills. Use when users want to create a skill from scratch, edit or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.
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  47. Agentic Coding · jr2804
    Skill family for agent-assisted software development workflows. Includes workspace isolation (git-worktrees), parallel debugging (dispatching-parallel-agents), structured multi-task development (subagent-driven-development), and lightweight code review (requesting-code-review). Install individual skills based on workflow needs.
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  48. Output Quality · jr2804 bundle
    Detect and eliminate generic, low-quality "AI slop" patterns in natural language, code, and design. Use when REVIEWING existing content (text, code, or visual designs) for quality issues, cleaning up generic patterns, or establishing quality standards. Focuses on pattern detection—not content creation.
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  49. Skill Reviewer · jr2804 bundle
    Review existing skills and suggest improvements. Use when asked to review, audit, or improve a skill — validates against Agent Skills spec and best practices. Also triggers when drafting or creating a new skill. Run `uvx skills-ref validate` to check spec compliance.
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  50. Python Ultimate · jr2804 bundle
    Comprehensive Python development skill covering coding standards, CLI development, linting, testing, debugging, refactoring, code review, auditing, documentation, project planning, and bulk operations. Use when writing, reviewing, refactoring, debugging, or documenting Python code; configuring linters; setting up CLI tools; planning features; performing code audits; checking Python antipatterns, forbidden methods, or bad style; or handling bulk operations (10+ files) that benefit from batch workflows instead of per-file iteration.
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  51. Sdo Project Setup · jr2804 bundle
    Bootstrap and maintain an agent-based document drafting project for any SDO. Use when starting a new standards contribution, setting up project structure (PLAN.md, AGENTS.md, directory layout), syncing metadata between PLAN.md and .docx properties, or detecting whether a project is new vs. ongoing. Provides common project infrastructure; SDO-specific templates and header structures live in the per-SDO drafting skill.
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  52. Sdo Writing Style · jr2804
    General writing principles for formal standardization documents across SDOs (3GPP, ETSI, ITU-T). Use when drafting or revising prose content for standards contributions, technical reports, or meeting documents. Covers specificity, fact discipline, anti-genericity, register, structure, and revision checks. Does NOT cover .docx formatting -- see sdo-docx-formatting for style rules.
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  53. Scientific Figures · jr2804 bundle
    Create, style, export, and validate publication-quality scientific and technical figures. xy is the preferred default (matplotlib.pyplot-compatible for easy migration); matplotlib/seaborn/plotly also supported. Use when the user asks for a "publication figure", "paper figure", "journal-ready plot", "scientific visualization", "SVG/PDF/TIFF export", "colorblind-safe palette", "multi-panel layout", "error bars / significance markers", or works with figure scripts that import matplotlib, seaborn, plotly, or xy.
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  54. Itut Contributions · jr2804 bundle
    ITU-T contribution and TDoc submission procedures, deadlines, liaison statement format, and IPR requirements. Use when the agent needs to understand how to submit, format, or process ITU-T contributions (C-series documents), TDocs (Temporary Documents), or liaison statements. Covers submission deadlines, translation rules, patent/copyright declarations, and electronic posting. Sources: Rec. ITU-T A.1 (09/2019) clause 3.
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  55. Coding Discipline · jr2804 bundle
    Language-agnostic behavioral guidelines to reduce common LLM coding mistakes. Use for ANY coding task (all languages) to avoid overcomplication, make surgical changes, surface assumptions before coding, and define verifiable success criteria. Applies behavioral rigor—separate from language-specific technical standards.
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  56. 3gpp Change Request · jr2804 bundle
    Change Request procedure, workflow, status tracking, CR database, and step-by-step instructions. Use when working with 3GPP Change Requests to modify specifications, understanding CR lifecycle, or querying CR status.
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  57. 3gpp Specifications · jr2804
    TS and TR numbering, spec file formats, FTP directory structure, and accessing 3GPP specifications. Use when working with 3GPP specification numbering, finding spec files, or understanding spec directory organization.
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  58. XLSX · jr2804 bundle
    Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file; create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path and wants something done to it or produced from it. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, or Google Sheets API integration.
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  59. CLI Vstash · jr2804 bundle
    Local document memory with semantic search for AI-assisted workflows. Use when managing project documentation, codebases, or research papers that need persistent memory across sessions. Triggers on: vstash add/search/ask commands, document ingestion, semantic search, RAG pipelines, local knowledge bases, or configuring vstash for personal projects.
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  60. Sqlmodel · jr2804 bundle
    Comprehensive guide for working with SQLModel, PostgreSQL, and SQLAlchemy in FastAPI projects. Use when working with database operations in FastAPI including: (1) Defining SQLModel models and relationships, (2) Database connection and session management, (3) CRUD operations, (4) Query patterns and filtering, (5) Database migrations with Alembic, (6) Testing with SQLite, (7) Performance optimization and connection pooling, (8) Transaction management and error handling, (9) Advanced features like cascading deletes, soft deletes, and event listeners, (10) FastAPI integration patterns. Covers both basic and advanced database patterns for production-ready FastAPI applications.
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  61. DOCX Svg · jr2804 bundle
    Insert SVG images into Word .docx files. Use when the user or coding agent needs to add, embed, or update an SVG graphic inside a .docx document. Triggers include "insert SVG into docx", "embed SVG in Word document", "add vector graphic to docx", "SVG image in template", "requests to convert SVG to PNG for docx", or any request explicitly mentioning embedding or inserting SVG graphics into .docx files.
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  62. Etsi Spec · jr2804 bundle
    Retrieving metadata and documentation for ETSI specifications. Use when you need to find latest version, full title, publication date, download URLs, or version history for any ETSI specification (EN, ES, EG, TS, TR, SR, GS, GR, PAS). Supports parts (e.g., -1, -2, -3).
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  63. CLI Cytoscnpy · jr2804 bundle
    CLI tool for CytoScnPy - code metrics analysis for Python projects. Use when running code quality scans, calculating cyclomatic complexity, Halstead metrics, maintainability index, or generating project statistics. Triggers on: cytoscnpy commands, code metrics analysis, complexity reports, maintainability scoring, or MCP server setup for LLM integration.
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  64. 3gpp Tdocs · jr2804
    TDoc patterns, filename conventions, metadata structure, HTTP/FTP server access, and TDoc identification. Use when crawling TDocs from FTP directories, parsing TDoc metadata from portal, or validating TDoc numbers.
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  65. Rtk · jr2804
    RTK (Rust Token Killer) - Token-optimized command wrapper for reducing token usage in Claude Code. Use when running development commands like cargo, git, npm, vitest, docker, kubectl, or any CLI tool where output verbosity matters. Always prefix commands with 'rtk' to automatically filter and compact output.
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  66. Tea · jr2804 bundle
    Command-line tool to interact with Gitea. Use when working with Gitea repositories, issues, pull requests, releases, labels, milestones, organizations, branches, actions, webhooks, or notifications. Provides local helpers like 'tea pr checkout'. Works best in an upstream/fork workflow when the local main branch tracks the upstream repo. Configuration is persisted in $XDG_CONFIG_HOME/tea.
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  67. Mise · jr2804 bundle
    Mise toolchain and task management guide for selecting the right mise options and commands across tools, environments, tasks, and CI. Use when setting up or troubleshooting mise, choosing between mise.toml and mise.local.toml, configuring activation vs shims, selecting backends, or tuning settings like lockfile, auto-install, offline, and task output.
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  68. PDF · jr2804 bundle
    Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating new PDFs, filling PDF forms, encrypting/decrypting PDFs, extracting images, and OCR on scanned PDFs to make them searchable. If the user mentions a .pdf file or asks to produce one, use this skill.
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  69. Ripgrep · jr2804
    Fast, recursive search tool for pattern matching in files with regex support, ignore handling, and glob filtering. Use when searching codebases for patterns, finding function definitions, filtering by file type, or performing find/replace operations. Triggers: "search for X in files", "find all occurrences of Y", "grep with glob patterns", "recursive search", "find using regex".
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  70. DOCX · jr2804 bundle
    Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.
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  71. PPTX · jr2804 bundle
    Use this skill any time a .pptx file is involved — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file; editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions 'deck,' 'slides,' 'presentation,' or references a .pptx filename.
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