anti-slop-brain
claudeAnti-Slop Brain Obsidian brain for detection and repair of AI slop in prose, code, documentation, and agent output, grounded in corpus evidence rather than authorship detection.
1 skill · 4 agents
Detect and repair AI slop in prose, code, documentation, commits and agent output. Reports defects, never authorship. Runs deterministic scanners for vendor residue, placeholders, citations and packages, then structural procedures (deletion, inversion, stranger, attribution, load-bearing) that each emit a verifiable artifact. Stylistic markers are evidence-tiered and route to structural tests instead of failing on their own.
Plugin anti-slop from marketplace anti-slop in AgriciDaniel/anti-slop. Commands read from the repo's manifest — 1 month ago.
This plugin runs code on your machine — its hooks fire automatically on events like tool use. The exact commands are listed below; read them before installing.
anti-slopRouter 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 packa
slop-codeSlop 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 slo
slop-reviewRead-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 lik
slop-rewriteRepair pass that consumes an existing slop-review findings report and fixes only what it lists. Use when someone asks to clean up, de-slop, tighten, fix or rewrite a draft, documentation page, report or agent output after a review has been produced, or asks to strip vendor residue and placeholder te
slop-verifyVerification pass for citations, links, package names and vendor residue. Use when someone asks whether the sources in a document are real, asks to check DOIs, ISBNs, arXiv IDs or URLs, asks whether a cited source actually supports the claim attached to it, asks to check that imported packages exist
slop-graderRead-only slop grader for prose, documentation and agent output. Returns findings with severity and confidence on separate axes, a verbatim quote for every finding, and the artifact from the structural test that produced it. Never rewrites, never edits, never states or implies who or what wrote the
slop-verifierFresh-context adversarial verifier. Given an artifact and an existing slop review or rewrite, it independently re-checks the claims, the citations, the package names, the scanner results, and the review's own discipline. It tries to break the review rather than confirm it. Reports which findings sur
python3 -c "import json,os,subprocess,sys; d=json.load(sys.stdin); p=(d.get('tool_input') or {}).get('file_path') or ''; s=os.path.join(os.environ.get('CLAUDE_PLUGIN_ROOT',''),'..','anti-slop-brain','
Anti-Slop Brain Obsidian brain for detection and repair of AI slop in prose, code, documentation, and agent output, grounded in corpus evidence rather than authorship detection.
1 skill · 4 agents
Matt Pocock's agent skills for real engineering (grilling, spec/ticket flows, TDD, code review, domain modelling and more).
39 skills
Rewrite AI-sounding text so it reads like the writer without changing what it says.
1 skill
5 skills + 35 modes + Material Passport pipeline. Includes v3.6.7 cross-model audit gate and v3.6.8 generator-evaluator contract.
5 skills · 16 commands · 4 agents · hooks
Use Alibaba Open Code Review from local Codex.
2 skills
Your AI development teammate. Turns a story file into a shipped, reviewed, and tested feature via orchestrator → architect → developer → PR reviewer → QA → Playwright.
1 skill · 2 commands · 6 agents
Connect providers and targets, write eval suites, and set up or run red team scans with promptfoo
4 skills
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