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.
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Search Interest
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Nascent0–7 days
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Emergent8–30 days
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Validating31–90 days
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Rising ← now91–180 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”
Signals derived from the tracked queries, the term's monetization cards, and its cluster neighbors. Heuristic except where marked measured (Google KD).
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 134 days ago as of 2026-07-18). 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… →
- Competitor anti-slop Anti-slop is the umbrella label for a 2026 wave of tools, coding skills, and creative practices built specifically to detect, block, or… →
- 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… →
- Competitor SlopGuard SlopGuard is not one product but a name that at least six unrelated developers converged on in 2026 for tools that catch AI-generated… →
- Related anti-ai Anti-AI is an umbrella label for organized resistance to artificial intelligence across three distinct fronts: political activism… →
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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 ↗