STE linter

ASD-STE100 Skill is a Claude Code skill that rewrites dense or ambiguous English into ASD-STE100 Simplified Technical English for AI-agent outputs, including tool descriptions, error messages, READMEs, and inter-agent instructions. It offers Strict mode for procedures, error messages, and tool descriptions, and STE-flavored mode for explanatory prose. The skill reads the input for meaning, flags sentence-level issues such as ambiguous wording, complex tense, unclear passive voice, multiple instructions, long sentences, noun clusters, phrasal verbs, nominalizations, semicolons, hedge stacks, and marketing adjectives, then rewrites flagged sentences while retaining facts, conditions, and scope qualifiers. It can also provide a before-and-after table naming the rules that each sentence breaks.

SimpleEnglish is an open-source agent skill that makes large language models write technical documentation in ASD-STE100 Simplified Technical English, a controlled language used in aerospace. Its rules enforce short sentences, active voice, explicit instructions, simple tenses, and consistent terminology when rewriting READMEs, error messages, incident reports, runbooks, and release notes. The skill is distributed as a dependency-free folder for tools that support the Agent Skills standard, including Claude Code, Cursor, VS Code Copilot, OpenAI Codex, Gemini CLI, Goose, and OpenCode. It can also be installed as a Claude Code plugin and output style, or used by adding its prompt to a system prompt, AGENTS.md, or .cursorrules file. The repository is licensed under MIT.

SlopMonster is a Python linter for detecting formulaic or suspicious AI-generated writing in HTML pages, Markdown, plain text, landing pages, READMEs, emails, and scripts. Its scorer checks AI-associated vocabulary, sentence constructions, punctuation cadence, rule-of-three rhythms, and unsupported sales claims, assigns a score out of 5, and can fail a build when copy scores below 5/5. Its workflow scores the draft, performs a three-pass rewrite that removes suspect vocabulary and sentence shapes and replaces them with specific copy, sends the draft to a different model family for cleansing, and scores the result again. The cleansing script can use a Codex or Claude CLI, refuses to route a draft back to its own model family, and prints a prompt when no supported rival CLI is available. A GitHub Actions workflow is included as a reusable build gate; the scorer itself uses only Python's standard library, while the cleansing step requires an external AI CLI or manual prompt handling. The repository also includes regression tests, a catalogue of detection rules, rewrite principles, and worked before-and-after examples. It is distributed under the MIT license and can also be installed as an agent skill for Claude Code or used by other agents through its plain-Markdown instructions.

sloptrim is a local prose linter and coding-agent plugin that detects patterns associated with AI-generated writing when an agent saves a document. It extracts prose from supported text and office formats, scores it on a 0–100 scale, and reports suspicious spans for revision; it analyzes writing patterns rather than determining authorship and does not process code. The command-line tool uses Python's standard library, requires no model or network connection, and keeps text on the local machine. It integrates with Claude Code and can be initialized for other agents through an agent contract and editor-rule files.

humanizer-stack is an open-source writing-humanization toolkit packaged as Claude Code Skills. Its two-pass pipeline first scans and revises surface-level tells such as hype vocabulary, em-dash overuse, formulaic phrasing, antithesis, vague attribution, inflated symbolism, and redundant exposition; a second structural pass audits discourse-level patterns grounded in the StoryScope study. The structural audits cover theme explicitness, structural tidiness, emotional framing, reference specificity, reader engagement, and shape convergence, with deterministic Python scanners for mechanical copy and structural tells. The repository includes the skills, reference materials, genre-specific guidance, and documentation describing how the passes are chained.