Orchestrate the full Stateless Agent Methodology (SAM) development pipeline: capture and groom backlog items as GitHub issues, discover requirements, plan features with dependency graphs, dispatch parallel agent teams for execution, run automated code reviews and forensic verification, and certify implementations against original goals.
Produce groomed content for a backlog item — discovers related skills, agents, prior work, and dependency graph; performs RT-ICA assessment; outputs groomed item template for writing into .claude/backlog/{priority}-{slug}.md. Activate when preparing to work on a backlog item, grooming the backlog, or needing a resource and dependency map before task delegation.
SAM Stage 6 independent code reviewer. Reviews any language or stack against a SAM task file's acceptance criteria. Detects the stack from files, loads the matching dh:code-review-{stack} skill, checks universal quality dimensions (security, correctness, tests, API contracts, naming, error handling, performance), produces a structured PASS/FAIL/NEEDS-WORK verdict, and registers the report as a codebase-analysis artifact via MCP. Use when a task reaches S6 Forensic Review or when an independent review of implementation quality is required. Trigger phrases: 'review this implementation', 'run code review', 'S6 review', 'forensic review', 'check implementation against acceptance criteria'.
Explores codebase patterns and writes structured analysis documents. Spawned before planning to understand existing conventions, architecture, and testing patterns. Writes documents directly to reduce orchestrator context load.
Updates task context manifest with discoveries from current work session. Analyzes implementation code and task file to understand what was learned. Only updates if drift or new discoveries found. Provide the task file path.
Post-task verifier that compares method signatures and type contracts from the architect spec against files modified by the just-completed task. Reads the architect spec Component Design and Type System Design sections, extracts expected signatures and contracts, then greps the modified files to find actual signatures. Reports mismatches as a concerns block with CONTRACT VIOLATION (signature mismatch) and CONTRACT GAP (spec defines contract but implementation is silent) severity levels. Returns an empty response when no mismatches are found.
SAM-style feature initiation workflow: discovery -> codebase analysis -> architecture spec -> task decomposition -> validation -> context manifest. Use when a user asks to add a feature, plan a feature, or convert an idea into executable task files.
Use when analyzing failing test cases to determine whether failures indicate genuine bugs or test implementation issues. Activates on "analyze failing tests", "debug test failures", "investigate test errors", or when provided with specific failing test names or output. Applies balanced investigative reasoning — does not auto-fix tests without establishing root cause.
Single interface for backlog items and GitHub Issues. GitHub Issues are the source of truth. All backlog CRUD goes through MCP tools (mcp__plugin_dh_backlog__*) — no direct file edits. Use when creating, listing, viewing, updating, closing, resolving, grooming, or syncing backlog items and GitHub issues.
Combine CLEAR (Concise, Logical, Explicit, Adaptive, Reflective) and CoVe (Chain of Verification) to write and lint agent task files that will be executed by worker agents. Use when orchestration or planning agents are producing task plans, task prompts, or TASK.md style instructions that must be unambiguous, verifiable, and resistant to hallucination.
Claude Code skill and agent review patterns. Covers SKILL.md structure, frontmatter validity, token budget, description quality, and agent contract compliance. Loaded automatically when reviewing Claude skills or agent definitions.
Admin access level
Server config contains admin-level keywords
Executes bash commands
Hook triggers when Bash tool is used
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Modifies files
Hook triggers on file write and edit operations
Modifies files
Hook triggers on file write and edit operations
Uses power tools
Uses Bash, Write, or Edit tools
Uses power tools
Uses Bash, Write, or Edit tools
Professional workflow plugins for Claude Code — make Claude apply your project's actual linting rules, commit conventions, and testing standards, not generic defaults. Covers Python, shell, Perl, CI/CD, and AI tooling.
| Without plugins | With plugins |
|---|---|
| Claude gives generic Python advice | Claude applies Python 3.11+, Typer, Rich, httpx conventions specific to your stack |
| Claude says "done" before linters pass | holistic-linting enforces root-cause fixes before any task completes |
| Claude speculates and hallucinates | hallucination-detector blocks completion on ungrounded claims |
| Claude jumps to solutions without investigating | verification-gate forces evidence gathering before action |
| Session transcripts disappear with no learning | agentskill-kaizen mines transcripts for anti-patterns and generates skill patches |
| Commit messages are inconsistent | conventional-commits enforces feat/fix/chore format for semantic versioning |
| Claude reads source files when it should delegate | orchestrator-discipline hooks block investigation escalation at the tool level |
# Add the marketplace (one-time setup, ~10 seconds, no restart required)
/plugin marketplace add Jamie-BitFlight/claude_skills
# Install a plugin
/plugin install plugin-name@jamie-bitflight-skills
Start a new session and ask Claude to perform a task the plugin handles (for example, build a CLI with Typer after installing python3-development). Claude will apply the plugin's conventions rather than generic defaults.
Comprehensive frameworks with multiple skills, commands, and specialized agents.
npx claudepluginhub jamie-bitflight/claude_skills --plugin dhRead The Fucking Prompt — finds the strongest user reaction to an AI instruction-following failure in a chosen session, reconstructs the triggering assistant output, and renders a shareable terminal-style PNG.
This skill should be used when the model needs to ensure code quality through comprehensive linting and formatting. It provides automatic linting workflows for orchestrators (format → lint → resolve via concurrent agents) and sub-agents (lint touched files before task completion). Prevents claiming "production ready" code without verification. Includes linting rules knowledge base for ruff, mypy, and bandit, plus the linting-root-cause-resolver agent for systematic issue resolution.
When setting up commit message validation for a project. When project has commitlint.config.js or .commitlintrc files. When configuring CI/CD to enforce commit format. When extracting commit rules for LLM prompt generation. When debugging commit message rejection errors.
Comprehensive Perl 5.30+ development plugin with modular skills for scripting, CPAN ecosystem, environment setup, testing, linting, and validation. Includes specialized agents for script development, code auditing, and CLI architecture.
Build FastMCP 3.x Python MCP servers — covers provider/transform architecture (including CodeMode, Tool Search, and server-level transforms), component versioning, session state, authorization (MultiAuth, PropelAuth, connection-pooled token verifiers), evaluation creation, Pydantic validation, async patterns, STDIO and HTTP transports, nginx reverse proxy deployment, background tasks, Prefab Apps UI, security patterns, client SDK usage, testing, deployment, and migration from FastMCP v2. TypeScript is a legacy reference only and is not updated for v3.
Autonomous session orchestrator for Claude Code - manages multi-phase development workflows
Context-Driven Development plugin that transforms Claude Code into a project management tool with structured workflow: Context → Spec & Plan → Implement
Autonomous multi-agent development framework with spec-driven sprints and convergent iteration
Production-grade engineering skills for AI coding agents — covering the full software development lifecycle from spec to ship.
This skill should be used when the model's ROLE_TYPE is orchestrator and needs to delegate tasks to specialist sub-agents. Provides scientific delegation framework ensuring world-building context (WHERE, WHAT, WHY) while preserving agent autonomy in implementation decisions (HOW). Use when planning task delegation, structuring sub-agent prompts, or coordinating multi-agent workflows.
Verification-first engineering toolkit for Claude Code. 15 skills across a 5-phase spine (Investigate → Design → Implement → Verify → Ship), 8 specialist agents, an interactive setup wizard. Every skill has rationalizations + evidence requirements. Built for senior ICs and tech leads.