anti-slop
Skill2 starsChanged 3 months agoMITView on GitHub
Strip AI slop from written artifacts: KB documents, analysis, synthesis, research notes, technical docs, PR descriptions. Enforces structural writing rules and blocks known slop patterns. Invoke before writing any non-trivial prose artifact. Not for chat responses (caveman mode covers those).
31 other projects use a version of this.
Adopted by
Most recently taken up by
- MishraShardendu22/agent-skills-hub-sync-enginetheir own version, first seen Nov 8, 2026
- TheVeller/claude-skillstheir own version, first seen Nov 8, 2026
- a7garden/anti-sloptheir own version, first seen Nov 8, 2026
- umfhero/skillstheir own version, first seen Nov 8, 2026
- Vumb-VibeCoder/hook-everythingtheir own version, first seen Nov 8, 2026
- adeonir/agent-skillstheir own version, first seen Nov 6, 2026
Used with
Projects with it also use research and handoff.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
NVIDIASkillresearch
Before designing a feature, research how comparable libraries solve the problem, check best practices, known pitfalls, and upstream changes. Use when starting a new feature, investigating an unfamiliar area, or the user asks to research something.
Also in 3 projects that use this
MicrosoftSkillhandoff
Compact the current conversation into a handoff document for another agent to pick up.
Also in 3 projects that use this
Other versions31 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 31
- elithrar/dotfiles★ 222same name
- Gesso-Build/skills★ 91same name
- roedyrustam/vibes-plug★ 75same name
- Tom-Babb/ai-marketing-skills-with-by-tom-babb★ 30same name
- Vumb-VibeCoder/hook-everything★ 19same name
- aixarizzo/kill-slop★ 17same name
- darknecrocities/SkillBuilder★ 13same name
- HyunjunJeon/claude-workflow-mods★ 9same name
- taljeon/plzdo★ 9same name
- YuliangXiu/de-ai-router★ 9same name
21 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository8 other files it gives its agents.
- coding-agentSkill
- kb-conventionsSkill
- oracleSkill
- pdf-parseSkill
- research-extractionSkill
- research-paperSkill
- summarizeSkill
- wiki-ingest-pdfSkill
The file
We split this skill into the rules it gives an agent
7 rules. 0 are common, 6 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 30 edited versions we read keep these.
6
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 24
Never restate what was just written.
- Distinctive: line 32
Every word earns its place: Read the draft. Delete any sentence that could be removed without losing information.
- Very specific: line 86
No
---horizontal rules: Never use --- as a section separator in documents or responses. - Distinctive: line 89
Headers earn their place: Use H2/H3 only when the section is long enough to warrant navigation.
- Distinctive: line 92
No 3-level bullet nesting: If bullets nest 3 deep, collapse to prose or restructure.
- Distinctive: line 118
No single-caller abstractions: No interface, wrapper, or helper with one caller unless re-use is certain.
- Distinctive: line 130
Run before finalizing any written artifact:
“Common” is measured: kept by at least 6 in 10 of the 30 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Anti-Slop Writing Rules
Apply before writing any KB document, synthesis, analysis, report, or technical documentation. These rules govern written artifacts, not chat.
Structural rules
Start with content. First sentence delivers the fact, claim, or decision. No "In this document we will explore...", no "This analysis covers...", no "It is worth noting that...".
No concluding recap. Final paragraph must add new information or be absent. Never restate what was just written.
Active voice. "The algorithm reduces latency" not "Latency is reduced by the algorithm."
One idea per sentence. Split compound sentences. Short is readable; long is a symptom.
Every word earns its place. Read the draft. Delete any sentence that could be removed without losing information.
Slop patterns — detect and cut
Confidence theater
Hedging on things that are simply true or false.
- Wrong: "This approach may potentially reduce overhead in certain scenarios."
- Right: "This approach reduces overhead when the input is sorted."
Fix: state the fact directly. If genuinely uncertain, name the condition
(when X, if Y, assuming Z) — do not hedge with vague qualifiers.
False enumeration
Turning a 2-item answer into a 5-bullet list for appearance of thoroughness.
- Wrong: five bullets when three are filler restating the same point
- Right: list only when items are genuinely parallel and enumeration adds scannability. Prose is often clearer for 2–3 items.
Fix: ask "would this be clearer as one sentence?" If yes, write one sentence.
Balance theater
Adding a counterpoint to seem fair when one position is correct.
- Wrong: "While approach A has merits, approach B also has its advantages..." (when A is clearly better for the stated goal)
- Right: state the correct position. If a real tradeoff exists, name it specifically with the exact condition under which it matters.
Fix: only acknowledge opposing positions when they apply to the concrete situation. Generic balance is noise.
Fake precision
Claiming authority without a traceable source.
- Wrong: "Studies show...", "Many experts agree...", "Research indicates..."
- Right: name the source or drop the claim. Use
[DIRECT]/[INFERRED]/[SPECULATIVE]markers fromkb-conventionsfor KB documents.
Banned words
Cut on sight: delve, leverage, utilize, robust, seamlessly,
tapestry, testament, spearhead, in conclusion, furthermore,
moreover, it's worth noting, it is important to note, please note,
rapidly evolving, it's important to remember.
Formatting rules
No --- horizontal rules. Never use --- as a section separator in
documents or responses. Frontmatter delimiters only.
Headers earn their place. Use H2/H3 only when the section is long enough to warrant navigation. One-paragraph sections need prose, not a header.
No 3-level bullet nesting. If bullets nest 3 deep, collapse to prose or restructure. Deep nesting signals the content isn't actually parallel.
Bold means emphasis, not decoration. Bold one or two genuinely critical terms per document. Bolding every other phrase means nothing is emphasized.
No code ticks on non-code. Ticks for commands, identifiers, file paths,
values — not for concepts or invented terms that sound more technical in ticks.
Tables require comparison value. A table is justified when the reader needs to scan across columns (comparison, lookup). Three items with a label and description are a list, not a table.
No padding whitespace. Blank line between paragraphs — yes. Blank line between every sentence or bullet — no. Whitespace structures; it does not signal thoroughness.
No concept inflation. "the pipeline", "the architecture", "the system" — lowercase unless a proper name. Unnecessary capitalization implies official status that doesn't exist.
Code artifact rules
No restate comments. Comment only the why — hidden constraint, non-obvious invariant, workaround for a specific bug. Never describe what the code does.
No single-caller abstractions. No interface, wrapper, or helper with one caller unless re-use is certain.
No TODO placeholders unless explicitly requested.
Slop audit before submitting:
- Does any dependency exist only to replace a native 5-line solution?
- Is any abstraction layer present that the caller never benefits from?
- Are there any "just in case" parameters or flags not used by existing callers?
Self-audit checklist
Run before finalizing any written artifact:
- First sentence delivers content, no intro
- Last paragraph adds new information, not recap
- Every list has genuinely parallel, enumerable items
- Every hedge names a concrete condition
- Every authority claim has a traceable source
- No banned words present
- Active voice throughout
- No
---separators outside frontmatter - No headers on single-paragraph sections
- No bold used decoratively
- No tables where a list or sentence suffices
- No concept inflation (unnecessary capitalization)
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

