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Agent skills

Skills you can use with AI coding agents, indexed from public GitHub repositories.

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discovery SAM Stage 1 — Structured requirements gathering through discussion with user. Produces the DISCOVERY artifact containing feature requirements, NFRs, goals, anti-goals, references, and resolved questions. Use when starting a new feature or gathering requirements.
Jamie-BitFlight/claude_skills 33
generate-task Generate a single worker task prompt using the existing CLEAR + selective CoVe task design standard and the task structure requirements used by swarm-task-planner. Use when you need to create or rewrite one TASK/ file or one task block for a plan.
Jamie-BitFlight/claude_skills 33
start-task Use when an agent needs to pick up a specific SAM task, set it in progress, implement its acceptance criteria, and signal completion. Activates when executing tasks from a SAM task file — updates status to IN PROGRESS with a Started timestamp, writes active-task context for hooks, and supports --complete to mark tasks done. Triggers on task execution within the implement-feature loop.
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planner-rt-ica Identify required inputs, dependencies, and uncertainty during planning. Use when generating plans or task graphs under incomplete information. Does not block plan generation; instead localizes gaps and creates unblock dependencies.
Jamie-BitFlight/claude_skills 33
work-milestone Execute a groomed milestone with parallel kage-bunshin sessions in isolated worktrees. Use when running a milestone after /groom-milestone has produced a dispatch plan. Reads dispatch plan, creates integration branch, spawns one kage-bunshin (independent claude -p process) per wave item in its own worktree — each session is a full orchestrator with Agent tool and TeamCreate. Sequentially merges worktree branches, relays wave discoveries to subsequent waves, then lands integration branch to main. Args: {milestone-number}.
Jamie-BitFlight/claude_skills 33
groom-milestone Groom a GitHub milestone for parallel execution. Batch-grooms ungroomed items, assesses scope gaps, analyzes cross-item dependencies (Impact Radius overlap), builds conflict groups, assigns items to execution waves, and persists the dispatch plan via dispatch_create_plan MCP tool. Calls dispatch_wave_start MCP tool per wave to register state. Use when preparing a milestone for /work-milestone execution. Args: {milestone-number}. Requires milestone to have items assigned via /group-items-to-milestone.
Jamie-BitFlight/claude_skills 33
context-integration SAM Stage 3 — Ground the design plan in actual codebase reality. Performs scope analysis, conflict detection, and resource mapping. Used when the PLAN artifact needs contextualization with concrete file references, integration points, and resolved conflicts.
Jamie-BitFlight/claude_skills 33
implementation-manager Query and manage feature implementation task status. Provides CLI tools to list features, check task status, find ready tasks, and validate task files. Used by /execution orchestrator to track progress. Automatically updates task timestamps via hooks on /start-task.
Jamie-BitFlight/claude_skills 33
rt-ica Reverse Thinking - Information Completeness Assessment. Mandatory pre-planning checkpoint that blocks planning until prerequisites are verified. Use when receiving specs, PRDs, tickets, RFCs, architecture designs, or any multi-step engineering task. Integrates with CoVe-style planning pipelines. Invoke BEFORE creating plans, delegating to agents, or defining acceptance criteria.
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twelve-factor-app Reference guide for the Twelve-Factor App methodology — 15 principles (12 original + 3 modern extensions) for building portable, resilient, cloud-native applications. Use when evaluating application architecture, designing cloud-native services, reviewing codebases for methodology compliance, advising on configuration, scaling, observability, security, and deployment patterns. Incorporates the 2025 open-source community evolution and cloud-native reinterpretations of each factor.
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the-rewrite-room Use when auditing docs vs code drift, syncing docs after changes, optimizing CLAUDE.md or SKILL.md for AI consumption, validating GLFM and Markdown, or summarizing files/URLs/images — routes each task to the correct specialist agent via /rwr:audit, /rwr:optimize, or /rwr:author
Jamie-BitFlight/claude_skills 33
user-docs-to-ai-skill Converts user-facing documentation (how-to guides, tutorials, API references, examples) in any format — Markdown, PDF, DOCX, PPTX, XLSX, AsciiDoc, RST, HTML, Jupyter notebooks, man pages, TOML/YAML/JSON configs, and plain text — into Claude Code skill directories with SKILL.md plus thematically grouped references/*.md files. Use when given a docs directory or mixed-format documentation to transform into an AI skill. Uses MCP file-reader server for binary formats.
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ty Use when working with ty — running Python type checks, configuring ty.toml or pyproject.toml, suppressing diagnostics, interpreting error codes, targeting Python versions, or integrating ty with editors and CI. Covers CLI flags, configuration schema, rule severity, suppression comments, environment discovery, module resolution, and all installation methods.
Jamie-BitFlight/claude_skills 33
toml-python Use when reading or writing pyproject.toml or .toml config files in Python, editing TOML while preserving comments and formatting, designing configuration file formats for Python tools, working with tomlkit or tomllib, or implementing atomic config file updates.
Jamie-BitFlight/claude_skills 33
mkdocs Comprehensive guide for creating and managing MkDocs documentation projects with Material theme. Includes official CLI command reference with complete parameters and arguments, and mkdocs.yml configuration reference with all available settings and valid values. Use when working with MkDocs projects including site initialization, mkdocs.yml configuration, Material theme customization, plugin integration, or building static documentation sites from Markdown files.
Jamie-BitFlight/claude_skills 33
semantic-code-search Use when searching a codebase by behavior, intent, or natural language description rather than exact identifiers. Activates the CocoIndex Code MCP server for semantic code search — finding implementations without knowing exact names, exploring unfamiliar codebases, or locating code by concept.
Jamie-BitFlight/claude_skills 33
specialist-skill-routing Use as the routing layer for Python development tasks — matches task descriptions against trigger lists and activates specialist skills before starting work. Covers Typer, Rich, Textual, FastMCP/MCP, ty type checker, uv, Hatchling, TOML editing, pre-commit/prek, async Python, PyPI packaging, complex linting, and technical debt modernization.
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python3-development Use when building Python 3.11+ CLI apps (Typer/Rich), writing pytest test suites, fixing ruff linting or ty/mypy type errors, configuring pyproject.toml, creating portable scripts, or reviewing Python code. Activates on all Python implementation tasks — routes to specialist agents for CLI architecture, test design, packaging, and code review. Authoritative reference for modern Python 3.11-3.14 patterns and TDD workflows.
Jamie-BitFlight/claude_skills 33
test-failure-mindset Use when encountering failing tests, diagnosing test errors, or establishing a systematic approach to test failure investigation. Activates on "test failure analysis", "debugging tests", or "why tests fail" requests. Establishes the mindset that treats test failures as valuable diagnostic signals requiring root-cause investigation — not automatic code fixes or test dismissal.
Jamie-BitFlight/claude_skills 33
pre-commit Use when setting up automated code quality checks on git commit, configuring .pre-commit-config.yaml, implementing git hooks for formatting or linting, creating prepare-commit-msg hooks, or distributing a tool as a pre-commit hook. Covers pre-commit and prek for multi-language projects.
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stdlib-scripting LAST RESORT for stdlib-only Python 3.11+ scripts in CONFIRMED restricted environments (airgapped systems, no uv, no internet access). Creates portable dependency-free scripts using argparse, logging, config management (JSON/TOML/INI), and cross-platform patterns. Use ONLY when environment restrictions prevent Typer+Rich with PEP 723. Triggers on "stdlib-only script", "no dependencies", "airgapped", "restricted environment", "portable script no network". For standard CLI development, use python-cli-architect with Typer+Rich instead.
Jamie-BitFlight/claude_skills 33
shebangpython Validate Python shebangs and PEP 723 inline script metadata. Use when checking if Python files have correct shebangs based on their dependency requirements, when fixing incorrect shebang patterns, or when adding PEP 723 script blocks to standalone scripts with external dependencies.
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create-feature-task Use when creating a new feature task with structured tracking, phases, and documentation. Activates on "create a feature task", "set up development tracking", or "plan a feature implementation" requests. Produces a comprehensive feature development task with acceptance criteria, phase breakdown, and tracking artifacts ready for SAM pipeline execution.
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python3-bug Debug functional issues in Python code using specs, logs, and observed behavior. Use when a feature isn't working as specified, when investigating runtime errors, or when scoping a problem before implementing a fix.
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