AISlop
AISlop is a deterministic CLI that scans codebases for the anti-patterns AI coding agents characteristically leave behind — swallowed exceptions, narrative comments, dead helpers, unsafe type casts — and emits a 0-100 quality score you can enforce in CI.
Built by @Heavykenny and first published on GitHub on March 6, 2026, the tool reached v0.9.4 by May 28, 2026 with 40+ rules across TypeScript, JavaScript, Python, Go, Rust, Ruby, PHP, and Java. It runs entirely locally via `npx aislop scan` — no LLM calls, no data transfer, sub-second.
A developer running Claude Code on a TypeScript monorepo runs `npx aislop scan` post-session. aislop flags twelve `as any` casts, four duplicate helper functions, and seven narrative comments describing obvious behavior — all patterns Claude commonly generates. The agent is handed the report for self-correction before the PR is opened.
Think of it as ESLint for the patterns your AI agent adds, not the ones it misses.
Search Interest
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Nascent0–7 days
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Emergent8–30 days
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Validating ← now31–90 days
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Rising91–180 days
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Established180 days +
Why is it emerging now?
Teams shipping code via Claude Code, Cursor, and Codex are hitting a review bottleneck: AI output compiles, passes tests, and still degrades the codebase through dead code, unsafe casts, and narrative comments. A March 2026 Heidelberg/Melbourne/SMU study called this a 'tragedy of the commons.' aislop is the first zero-config npm gate for catching these patterns before the PR opens.
Outlook
6-month signal projection and commercial timeline.
As agentic coding becomes the default dev workflow, quality gates for AI output become table stakes — aislop is first-mover in the npm/CLI lane.
Risk · Established linters (ESLint, SonarQube) add AI-slop rules and absorb the category before aislop reaches critical mass.
Analogs · vibe coding · code smell · agentic coding
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nowFree CLI, paid dashboard signaled
MIT CLI is free; scanaislop.com hints at a paid team dashboard with GitHub integration.
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3-6moCI/CD integration tier
SaaS tier for org-level rule enforcement and PR-score reporting should emerge as team adoption grows.
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6-12moEnterprise standards layer
Organization-wide rule hierarchies and compliance reporting become the premium moat if category holds.
Competition & Opportunity for term “AISlop”
Three heuristic signals derived from the tracked queries, the term's monetization cards, and its cluster neighbors. Directional, not audited.
Ideas for term “AISlop”
Buildable pitches — turn this term into an article, site, product, post, newsletter, video, or course. Steal any card and run with it.
High-intent comparison query — teams evaluating whether aislop adds value over their existing linter stack. Evergreen as long as the category lives.
Step-by-step setup guide targeting the Claude Code + aislop hook integration. Tutorial format drives long-tail search traffic from agentic dev users.
Listicle SEO angle explaining the specific patterns aislop targets — narrative comments, `as any`, swallowed exceptions. Strong evergreen traffic.
Teams reviewing AI-generated PRs on GitHub need inline feedback without switching to CLI. No existing tool covers this surface.
Instant feedback loop for devs using Cursor or Copilot — highlights AI anti-patterns in the editor before commit.
Category is forming around 4-5 tools with no neutral comparison site yet. Low domain competition window right now.
Short YouTube tutorial showing zero-config setup to PR-blocking score gate. High click-through for devops-adjacent YouTube audience.
Your AI agent shipped 500 lines that compile, test green, and will slowly rot your codebase. The patterns aren't bugs — they're structural debt with no existing linter rule.
Static analysis has fought human code smells for 30 years. Now a new category is emerging: tools trained specifically on the anti-patterns agentic coding produces at scale.
Thirteen repos tagged ai-slop-detection on GitHub. Four with meaningful traction. One academic study calling it a tragedy of the commons. This went from meme to infrastructure in six months.
What People Search
Long-tail queries from Google Suggest + Trends. Volume and competition are heuristics — directional, not audited. Content Type comes from query shape.
SERP of term “AISlop”
What searchers see today — organic results on top, paid ads if anyone's bidding. Ad density is a real-time commercial signal.
FAQ
What is AISlop?
AISlop is a deterministic CLI that scans codebases for the anti-patterns AI coding agents characteristically leave behind — swallowed exceptions, narrative comments, dead helpers, unsafe type casts — and emits a 0-100 quality score you….
Why is AISlop emerging now?
Teams shipping code via Claude Code, Cursor, and Codex are hitting a review bottleneck: AI output compiles, passes tests, and still degrades the codebase through dead code, unsafe casts, and narrative comments. A March 2026 Heidelberg/Melbourne/SMU study called this a 'tragedy of the commons.' aislop is the first zero-config npm gate for catching these patterns before the PR opens.
When did AISlop emerge?
Publicly emerged around 2026-03-06 (about 89 days ago as of 2026-06-03). EarlyTerms first recorded a pipeline signal on 2026-05-29.
Related Terms
Other terms in the same space — aliases, subtypes, competitors, and neighbors to explore next.
- Part of AI Slop AI slop is a pejorative for generative-AI content — text, images, video, pull-requests — that is technically fluent but intellectually… →
- Part of Agentic Coding Agentic coding is the software-development pattern where an autonomous AI agent plans, writes, tests, and iterates on code against a… →
- Competitor Slop Cop Slop Cop is an automated prose linter that flags the rhetorical and structural tells of LLM-generated writing — em-dash pivots, hedge… →
- Related Claude Code Claude Code is Anthropic's official command-line coding agent — a terminal tool that reads your codebase, edits files, runs commands,… →
- Related Agent Harness An agent harness is the middleware between a large language model and the real world — code that runs the agent loop, calls tools,… →
- Related Stop Hook A Stop hook is the Claude Code lifecycle event that fires every time the agent finishes a response turn. →
- Related Context Rot Context rot is the measurable degradation in large-language-model output quality as input length grows, even when the prompt stays well… →
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Sources
Primary URLs this report cites — open any to verify the claim yourself.
- 01 scanaislop/aislop — official GitHub repository github.com ↗
- 02 scanaislop.com — official product homepage scanaislop.com ↗
- 03 Show HN: AISlop, a CLI for catching AI generated code smells (May 29, 2026) news.ycombinator.com ↗
- 04 The Decoder: Study maps developer frustration over AI slop as a 'tragedy of the commons' (Apr 5, 2026) the-decoder.com ↗
- 05 Robin Moffatt: AI slop is killing online communities (May 6, 2026) rmoff.net ↗
- 06 peakoss/anti-slop — GitHub Action competitor (Feb 2026) github.com ↗