Discover and classify all NL programming artifacts in a repository. Context: User wants to see all their NL artifacts user: "/nlpm:ls" assistant: "I'll use the scanner to discover all NL artifacts." Context: User wants to check a specific project user: "/nlpm:ls /github/myproject" assistant: "I'll scan that project…
Scores NL programming artifacts on a 100-point scale using deterministic penalties. Use this agent when scoring plugin artifacts, checking artifact quality, or scoring commands, agents, skills, rules, hooks, or CLAUDE.md files. Context: User runs /nlpm:score on a directory assistant: "I'll use the scorer to score…
Researches one tool's CURRENT official documentation and diffs it against an nlpm convention overlay, returning a structured gap report (ADD / FIX / REMOVE / CONFIRM / RESOLVED) so the overlay can be brought up to date. Read-only on both the web and the repo — it never edits nlpm files. Use when an overlay…
Evaluate NL artifacts against test specifications. Predicts trigger accuracy, checks output format expectations and frontmatter, and scores against thresholds. Context: Developer wrote a spec for a new agent and wants to check if it passes user: "/nlpm:test" assistant: "I'll use the tester to evaluate your artifacts…
Mechanical scanner for vague quantifier words in NL artifacts. Counts occurrences of flagged words and reports exact locations. Use this agent for fast, deterministic vague-word counting before the scorer applies judgment. Context: Score command dispatches vague-scanner in parallel with scorer assistant: "I'll scan…
Scans NL programming artifacts for vocabulary drift — same concept named differently across files — without requiring a declared canonical/deprecated registry. Output is advisory (judgment-based clustering, no penalty applied). Use when a project wants vocabulary feedback before adopting R51, or as a periodic health…
Use when scoring or writing Claude Code artifacts — covers .claude/ paths, plugin.json schema, command + agent + skill frontmatter, CLAUDE.md, hook events, hooks.json format, settings.json, LSP, monitors, memory file conventions, and the Claude Code built-in tool catalog. Refreshed 2026-08-02 against current docs…
Multi-agent workflow patterns for Claude Code -- parallel dispatch, sequential pipelines, QC gates, retry loops, shared partials. Use when designing systems with multiple agents, commands, or processing stages.
Use when writing or reviewing NL artifacts and need to check for anti-patterns — vague quantifiers, prohibitions without alternatives, oversized skills, write-on-read-only agents, monolithic prompts, or linter-duplicating rules.
The 50 rules of natural language programming. Loaded when writing, reviewing, or improving any NL artifact — skills, agents, commands, rules, hooks, prompts, plugins, and the project memory file (CLAUDE.md / AGENTS.md / GEMINI.md). The definitive style guide for NL code quality.
Use when scoring NL artifact quality, applying penalties, or calibrating lint judgment — contains the 100-point rubric with penalty tables per artifact type. Four worked calibration examples (Excellent Agent / Rewrite Agent / Excellent Rule / Weak Rule) live in references/calibration-examples.md, loaded on demand when…
Detects execution surface risks, supply chain vulnerabilities, data exfiltration vectors, and prompt injection patterns in Claude Code plugins. Use when auditing plugins for security risks, reviewing MCP server configurations, scanning hooks and scripts for vulnerabilities, or checking extensions before installation.
Use when writing, reviewing, or naming any NLPM artifact (command, agent, skill, rule, workflow) — pick the canonical noun or verb from this registry rather than coining a synonym. Loaded by the scorer and checker agents to detect vocabulary drift across artifacts.
How to write Claude Code agents that trigger reliably, use the right model, and produce consistent output. Use when creating, improving, or reviewing agent definitions.
How to write Claude Code hooks -- event selection, hook types, matcher patterns, blocking vs advisory, portable paths. Use when creating hooks for quality gates, automation, or policy enforcement.
How to design and build plugins -- architecture decisions, artifact selection, file structure, manifest configuration, marketplace publishing. Primarily Claude Code (.claude-plugin/plugin.json); the same architecture maps to Codex CLI (.codex-plugin/plugin.json) and Antigravity extensions. Use when planning, creating…
How to write effective system prompts for any LLM. Universal prompt engineering -- role clarity, structured output, injection resistance, few-shot examples. Use when writing prompts, system instructions, or AI configuration.