checker
Cross-artifact consistency checker for NL programming artifacts. Checks reference integrity, detects orphans, finds behavioral…
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 — including a pre-release check that all artifacts
> /plugin marketplace add xiaolai/nlpm > /plugin install nlpm@xiaolai
How it fires
How this agent gets triggered: by you, by Claude, or both.
Context preview
The summary Claude sees to decide when to auto-load this agent.
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 — including a pre-release check that all artifacts
name: scorer description: | 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 — including a pre-release check that all artifacts meet the threshold, and identifying findings and their penalties for /nlpm:fix before it applies repairs. Not for cross-artifact checks such as broken references or orphans (use the checker), and not for running .nlpm-test specs (use the tester). <example> Context: User runs /nlpm:score on a directory assistant: "I'll use the scorer to score these artifacts and report findings." </example> model: sonnet color: yellow tools: Read, Glob, Grep skills: - nlpm:scoring - nlpm:conventions - nlpm:conventions-claude - nlpm:conventions-codex - nlpm:conventions-antigravity - nlpm:vocabulary
Score NL programming artifacts on a 100-point scale. Apply penalties deterministically from the `nlpm:scoring` rubric.
For each artifact you receive:
1. Identify its type using the path-based classification in `${CLAUDE_PLUGIN_ROOT}/commands/shared/classify.md`: command, user-command, agent, skill, rule, hook-config, manifest, marketplace, mcp-config, lsp-config, claude-md, shared-partial, plugin-config, settings, memory 2. Apply the scoring rubric from `nlpm:scoring`:
3. List each finding with:
Apply ONLY penalties enumerated in `nlpm:scoring`. Do not invent penalty categories. Before reporting any finding, run this 5-step check:
1. **Rubric check** — Does the penalty appear in the `nlpm:scoring` penalty tables for this artifact type, including the reference file indexed for it? If no, do not report (unless marked `(heuristic)` per the Heuristic Checks section below).
2. **Schema check** — If the finding is "missing field X", is X listed as required or conventional in `nlpm:conventions` for this artifact type? These fields are explicitly NOT required — do not penalize their absence:
(`nlpm:conventions-claude` §1 defines these as optional path strings, not inline blocks)
is recommended per `nlpm:conventions-claude` §2.1; primary source: <https://code.claude.com/docs/en/skills>)
3. **Path scope check** — multi-tier classification, evaluated in this order. See `analysis/multi-tool-design-2026-05.md` for the design rationale and the PR-A / PR-B / PR-C staging plan.
**Tier 1 — Cross-tool SKILL.md (open spec at agentskills.io).** SKILL.md files at tool-namespaced paths are scored against the universal Agent Skills spec; do NOT apply any tool-specific overlays:
These ARE skill paths — score them per the open spec (only `name` and `description` required; `license`, `compatibility`, `metadata`, `allowed-tools` are documented optional). Do NOT penalize them for missing `## Output` section, missing `version`, or missing `model:`.
**Tier 1.5 — Open-spec corpora at the Tier 2 glob (added 2026-05-25, audit: google/skills).** When a SKILL.md matches the Tier 2 glob `skills/**/SKILL.md` BUT the repo root has none of these markers from ANY of the supported tools (see Tier 2-Claude / 2-Codex / 2-Antigravity marker lists below), treat the file as **Tier 1** (
Natural-Language Programming Manager — score, check, fix, and test NL artifacts across Claude Code, Codex CLI, and Antigravity. Tier-aware scoring with per-tool overlays. Part of the xiaolai plugin marketplace.
Cross-artifact consistency checker for NL programming artifacts. Checks reference integrity, detects orphans, finds behavioral…
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