xiaolai/nlpm

Natural-Language Programming Manager — scan, lint, and score NL artifacts with Claude-native quality scoring

133Stars on the repository
43Mods indexed here, across every type
2d agoLast push, which is what freshness is scored on
ISCLicence, which decides whether bodies are shown

checker

01

xiaolai/nlpm

Agent

Cross-artifact consistency checker for NL programming artifacts. Checks reference integrity, detects orphans, finds behavioral contradictions, and identifies terminology drift across plugin artifacts. Context: User runs /nlpm:check on a plugin directory user: "/nlpm:check" assistant: "I'll dispatch the checker for…

133 2d ago A 112 tokens original ISC

scanner

02

xiaolai/nlpm

Agent

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…

133 2d ago A 91 tokens original ISC

scorer

03

xiaolai/nlpm

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. Context: User runs /nlpm:score on a directory assistant: "I'll use the scorer to score…

133 2d ago A 144 tokens original ISC

security-scanner

04

xiaolai/nlpm

Agent

Scan NL programming plugins (Claude Code, Codex CLI, Antigravity) for security risks in executable artifacts: hooks, scripts, MCP configs, dependencies, and prompt injection surfaces. Recognizes per-tool layouts — .claude/, .codex/, .gemini/ / .agent/ — and per-tool config formats (JSON for Claude/Gemini hooks, TOML…

133 2d ago C 227 tokens original ISC

spec-researcher

05

xiaolai/nlpm

Agent

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…

133 2d ago A 301 tokens original ISC

tester

06

xiaolai/nlpm

Agent

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…

133 2d ago A 131 tokens original ISC

vague-scanner

07

xiaolai/nlpm

Agent

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…

133 2d ago A 113 tokens original ISC

vocab-drift-scanner

08

xiaolai/nlpm

Agent

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…

133 2d ago A 227 tokens original ISC