anti-slop
From the author
Router for the anti-slop toolkit. Use when someone asks to review, clean, de-slop, humanize, or quality-check prose, documentation, code, commit messages, PR descriptions, or agent output, or asks whether some writing "sounds like AI". Also use for verifying citations, DOIs, links and imported package names, for stripping vendor residue markers such as oaicite or cite spans, and for auditing padding, filler, puffery, vague attribution and hollow analysis. Explains the three layers (deterministic scanners, structural procedures, evidence-tiered soft signals) and picks the right leaf skill: slop-review for read-only findings, slop-rewrite for repair, slop-code for code and docs, slop-verify for citations, links and packages. Never produces an authorship verdict and never treats a stylistic marker as proof of anything. Use this hub only when the surface or the operation is unclear; otherwise invoke the leaf skill directly.
Install
npx skills add AgriciDaniel/anti-slop --skill anti-slop -a claude-code
Installs to .claude/skills/anti-slop/ · Each command fetches the skill straight from GitHub with the open skills CLI.
Byte-identical to the scanned commit, with the repository’s licence and a SOURCE.txt.
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Why 80
aiqbench computes the trust score from public signals. It is not a security audit, so read a skill before you install it.
Similar skills
Closest to this one by what they do and when they are used.
- slop-codeAgriciDaniel/anti-slopSlop review and repair for source code, tests, configuration, generated documentation, README files, commit messages and pull request descriptions. Use when someone asks to review generated or agent-written code for quality, asks whether a diff is padded or ceremonial, asks about hallucinated or slopsquatted imports, or asks to clean up comments, docstrings, wrapper functions, defensive try/except blocks, or tests that assert nothing. Runs the load-bearing test: delete the comment, wrapper, handler or assertion-free test and name what broke. Runs the package existence scanner over every import. Reviews commit and pull request text for canned policy assurances and preserved-information boilerplate. Reports defects with severity and confidence separated, never an authorship verdict, and never a claim that a diff was machine written.Engineering★ 64
- ai-slop-detectorFeedHive/ai-slop-detectorWrite without AI slop, or check a draft for it. Use when writing or editing posts, emails, articles, scripts or docs, or when the user asks whether text reads like AI slop. Covers 120 patterns in 9 categories.Writing★ 84
- slop-reviewAgriciDaniel/anti-slopRead-only slop review of prose, documentation, reports, agent output, commit messages or PR descriptions. Use when someone asks what is wrong with a draft, asks for an editorial or quality review, asks whether text is padded, vague, puffed up, unsourced or hollow, or asks whether writing "sounds like AI". Produces a fixed findings report where every finding carries a verbatim quote, a severity (HIGH for a fabricated fact, citation or API, MEDIUM for padding or filler that changes nothing if cut, LOW for stylistic tells) and a separate confidence (low, medium, high), plus the artifact from the structural test that produced it. This skill diagnoses only. It cannot write or edit files, it never rewrites the text it is judging, and it never states or implies who or what wrote the text. Hand its findings to slop-rewrite when the user wants repair.Engineering★ 64
- zero-slopmanavmishra/ZeroSlopEdit drafts into natural prose, inspect AI-sounding patterns, or review how a specified audience might respond passage by passage. Zero Slop runs inside the user's existing AI assistant with local tools that protect source details. Use for humanizing or de-slopping writing, polishing outward-facing prose, social drafts, final editorial checks, or an explicit simulated reader review. Preserve facts, voice and format; reader simulations are hypotheses, not human feedback.Writing★ 146
- suede-deslopJasonColapietro/suede-creator-skillsSuede Slop Stop: the Suede AI context-aware anti-slop pass for finished prose. Finds or removes generic filler, manufactured emphasis, false agency, formulaic structure, chat and draft residue, formatting applied by rule, and the Suede AI house bans (em dashes, moreover, delve, game-changer, unlock, elevate, seamless, landscape, tapestry, rule-of-three rhythm) without flattening the author's voice. Returns cleaned prose with a 50-point score, or a findings-only audit that leaves the text untouched. Use before copy, a README, an email, a social post, or a doc ships; after a long AI-assisted writing session; or when asked to strip AI tells, deslop, or audit text for slop. NOT FOR: writing or restructuring copy (use suede-copy); one high-stakes public piece that needs research and fact review (use suede-ship-copy); deciding whether a person or model wrote text; changing or certifying facts.Science★ 125
- deslopbrycewang-stanford/Auto-Empirical-Research-SkillsRemove AI writing patterns from prose. Use this skill when writing, drafting, editing, reviewing, or revising any text to eliminate predictable AI tells, slop, and formulaic patterns. Trigger this skill whenever the user asks to "deslop", "de-AI", "make it sound human," "remove AI patterns," "remove AI tropes," "clean up AI writing," fix "slop," "deslop" text, or review prose for authenticity. Also use when the user asks you to write or draft anything and wants it to sound natural rather than AI-generated. Common use cases include scientific writing (manuscripts, abstracts, cover letters, grant narratives, discussion sections, peer review responses), blog posts, newsletters, memos, reports, and any other substantial prose.Science★ 4.8K
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