How do I install the Anti Slop Brain skill?

Run npx skillmds@latest add agricidaniel/anti-slop-brain in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Anti Slop Brain safe to use?

This skill has not completed SkillMD's automated safety review yet. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Anti Slop Brain?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Anti Slop Brain free to use?

Yes. Installing skills from SkillMD is free. This skill is licensed under Apache-2.

Who published Anti Slop Brain?

Agrici Daniel (@agricidaniel) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Anti Slop Brain by agricidaniel — Agent Skill

Name: Anti Slop Brain
Author: Agrici Daniel

Anti Slop Brain

Scaffold and operate Anti-Slop Brain, a source-cited Obsidian brain for detection and repair of AI slop in prose, code, documentation, and agent output, grounded in corpus evidence rather than authorship detection. Use when the user says "anti-slop-brain", "Anti-Slop Brain", "create a detection and repair of AI slop in prose, code, documentation, and agent output, grounded in corpus evidence rather than authorship detection brain", "import sources", "synthesize plan", "render report", or wants a persistent vault-backed operating system for detection and repair of AI slop in prose, code, documentation, and agent output, grounded in corpus evidence rather than authorship detection.

Agrici Daniel Updated Sep 17, 2026

File contents

Anti-Slop Brain

Operate the deployed vault first. Treat CODEX.md, wiki/hot.md, and wiki/index.md as vault-root-relative paths, where the vault root is the directory passed to --vault or opened in Obsidian. In this repo, the template vault root is assets/template-brain/ and the demo vault root is examples/sample-vault/.

Secretary: use agents/anti-slop-secretary.md for grounded answers, claim review, and vault maintenance. That secretary reads the brain first, cites a vault note and an official URL, and stays advisory and read-only.

Commands

/anti-slop-brain new <client-slug> --owner <name>
/anti-slop-brain ingest --vault <path> --file <source>
/anti-slop-brain synthesize --vault <path>
/anti-slop-brain report --vault <path>
/anti-slop-brain visuals --vault <path>
/anti-slop-brain lint --vault <path>
/anti-slop-brain next --vault <path>

Source checkout equivalent:

anti-slop-brain new <client-slug> --owner <name>
anti-slop-brain ingest --vault <path> --file <source>
anti-slop-brain synthesize --vault <path>
anti-slop-brain report --vault <path> --html-only

Required Operating Rules

Read <vault>/CODEX.md.
Read <vault>/wiki/hot.md.
Read <vault>/wiki/index.md.
Preserve .raw/ as immutable source material.
Never store credentials in the vault.
Never make domain-specific claims without dated trustworthy sources.
Keep hot, index, overview, and log current.
Record research evidence in references/source-ledger.json.
Record domain adapter completion in references/adapter-manifest.json.

Script Mapping

new -> python scripts/scaffold_vault.py
ingest -> python scripts/ingest_source.py
synthesize -> python scripts/synthesize_brain.py
report -> python scripts/render_brain_report.py
visuals -> python scripts/generate_vault_visuals.py
lint -> python scripts/lint_vault.py
next -> python scripts/guide_next_action.py

Quality Gates

No authorship verdict, ever; this brain reports defects, not origin
No hard failure on a stylistic marker alone; markers route to structural tests
No claim about detector accuracy, marker frequency, or prevalence without a current cited source
No credentials, tokens, or private operator content in repo artifacts
No model self-grading as a release gate; deterministic scanners re-run after every repair

Do not call this brain market-ready unless scripts/audit_brain.py --require market-ready passes. A scaffold is not a finished brain.

Research Refresh

30 days for model-specific marker cohorts and detector claims; 90 days for corpus studies and regulation; before every release for any numeric claim

---name: anti-slop-braindescription: Scaffold and operate Anti-Slop Brain, a source-cited Obsidian brain for detection and repair of AI slop in prose, code, documentation, and agent output, grounded in corpus evidence rather than authorship detection. Use when the user says "anti-slop-brain", "Anti-Slop Brain", "create a detection and repair of AI slop in prose, code, documentation, and agent output, grounded in corpus evidence rather than authorship detection brain", "import sources", "synthesize plan", "render report", or wants a persistent vault-backed operating system for detection and repair of AI slop in prose, code, documentation, and agent output, grounded in corpus evidence rather than authorship detection.license: Apache-2.0 AND CC-BY-SA-4.0 AND CC-BY-4.0---# Anti-Slop BrainOperate the deployed vault first. Treat `CODEX.md`, `wiki/hot.md`, and`wiki/index.md` as vault-root-relative paths, where the vault root is thedirectory passed to `--vault` or opened in Obsidian. In this repo, the templatevault root is `assets/template-brain/` and the demo vault root is`examples/sample-vault/`.Secretary: use `agents/anti-slop-secretary.md` for grounded answers, claim review,and vault maintenance. That secretary reads the brain first, cites a vault noteand an official URL, and stays advisory and read-only.## Commands```bash/anti-slop-brain new <client-slug> --owner <name>/anti-slop-brain ingest --vault <path> --file <source>/anti-slop-brain synthesize --vault <path>/anti-slop-brain report --vault <path>/anti-slop-brain visuals --vault <path>/anti-slop-brain lint --vault <path>/anti-slop-brain next --vault <path>```Source checkout equivalent:```bashanti-slop-brain new <client-slug> --owner <name>anti-slop-brain ingest --vault <path> --file <source>anti-slop-brain synthesize --vault <path>anti-slop-brain report --vault <path> --html-only```## Required Operating Rules1. Read `<vault>/CODEX.md`.2. Read `<vault>/wiki/hot.md`.3. Read `<vault>/wiki/index.md`.4. Preserve `.raw/` as immutable source material.5. Never store credentials in the vault.6. Never make domain-specific claims without dated trustworthy sources.7. Keep `hot`, `index`, `overview`, and `log` current.8. Record research evidence in `references/source-ledger.json`.9. Record domain adapter completion in `references/adapter-manifest.json`.## Script Mapping- `new` -> `python scripts/scaffold_vault.py`- `ingest` -> `python scripts/ingest_source.py`- `synthesize` -> `python scripts/synthesize_brain.py`- `report` -> `python scripts/render_brain_report.py`- `visuals` -> `python scripts/generate_vault_visuals.py`- `lint` -> `python scripts/lint_vault.py`- `next` -> `python scripts/guide_next_action.py`## Quality Gates- No authorship verdict, ever; this brain reports defects, not origin- No hard failure on a stylistic marker alone; markers route to structural tests- No claim about detector accuracy, marker frequency, or prevalence without a current cited source- No credentials, tokens, or private operator content in repo artifacts- No model self-grading as a release gate; deterministic scanners re-run after every repairDo not call this brain market-ready unless `scripts/audit_brain.py --requiremarket-ready` passes. A scaffold is not a finished brain.## Research Refresh30 days for model-specific marker cohorts and detector claims; 90 days for corpus studies and regulation; before every release for any numeric claim

Frequently asked questions