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AI · alternatives · 2026

24 alternatives to Flag AI Slop in PRs

Hi HN, Lately Github PRs have been drowning in a flood of AI slop. I’ve been seeing it myself, and I’m not the only one: https://x.com/mitchellh/status/2011819428061855915 I think it’s great that folks are using AI tools to code faster and better, but too many folks are abusing them to make low-quality contributions to public repos. This takes a lot of reviewers’ mindshare. IMO there needs to be a mechanism to flag low-effort PRs with AI slop, so you can just skip reading them. So I built one: https://haystackeditor.com/slop-detector It’s a simple AI…

Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes.

  1. 1

    Hi, I’m Kenny, I’ve been building aislop. I starting working on this after using Claude Code, codex and opencode several times and noticing some slops. They aren’t syntax and passes most tests, they are patterns like empty catch blocks, useless comments, duplicated helpers, dead code and many more. So I built a tool to scan and check for these patterns and wired it into hooks so after each tool call, the agent checks for the slops. You can try it out with npx aislop scan. It’s all local and no code is transferred. Thank you.

    May 2026 · github.com · its alternatives →

  2. 2SM

    About 6 years ago I wrote a blog post [0] with some ideas on how to help popular open source maintainers deal with all the noise on Github. Patted myself in the back and never did anything about it :) There's recently been a lot more discussion around this due to AI, so I've built a simple tool called "Slop Meter" [1]. It gives maintainers a quick snapshot of the user's history in open source: 1) Do they just open issues and expect you to do everything, or will they put in the work to fix the problems and open a PR? What's the issues : PR ratio? 2) If they do contribute, what percentage of…

    Mar 2026 · its alternatives →

  3. 3

    Detect AI-generated comments and posts on Reddit

    May 2026 · slopgoggles.ticekralt.com · its alternatives →

  4. 4

    I know we are very wary of AI slop but disclaimer: AI was used. I don't think that it is slop though and it was mostly used for formatting.

    Jul 2026 · github.com · its alternatives →

  5. 5
    WarpGrep▲114

    I review PRs all day and I've basically stopped reading them. Someone opens a 2000-line PR, I scroll, see it's mostly AI-generated React components, leave a comment, merge. I felt bad about it until I realized everyone on my team does the same thing. The problem is diffs are the wrong format. A PR might change how three buttons behave. Staring at green and red lines to understand that is crazy. The core reason we built this is that we feel that products today are built with assumptions from the past. 100x code with the same review systems means 100x human attention. Human attention cannot…

    Dec 2025 · morphllm.com · its alternatives →

  6. 6

    Hey HN, We’re two developers (co-founders) with a team of 20 who got tired of spending hours reviewing PRs, so we built Infinitcode.ai, an AI-powered code reviewer that: - *Summarizes PRs in plain English*: No more deciphering 1,000-line diff jungles - *Catches more than bugs*: Security holes, performance pitfalls, code smells, even typos (yes, we’ll flag “vurnerabilities” and vulnerabilities) - *Zero onboarding*: Works instantly—no “let me learn your codebase for weeks” nonsense. Why we’re posting: We’re in alpha and need brutal honesty. Roast our tool, mock our UI, or tell us why AI will…

    2025 · infinitcode.ai · its alternatives →

  7. 7
    Detectly▲112

    Sniff out AI slop

    2025 · detectly.xyz · its alternatives →

  8. 8

    I’ve been building a crowd-sourced AI detection benchmark. Two responses to the same prompt — one from a real human (pre-2022, provably pre prevalence of AI slop on the internet), one generated by AI. You pick the slop. Three wrong and you’re out. The dataset: 16K human posts from Reddit, Hacker News, and Yelp, each paired with AI generations from 6 models across two providers (Anthropic and OpenAI) at three capability tiers. Same prompt, length-matched, no adversarial coaching — just the model’s natural voice with platform context. Every vote is logged with model, tier, source, response…

    Mar 2026 · slop-or-not.space · its alternatives →

  9. 9
    Trails▲81

    Hey all, Justin here. I previously built Phind, the AI search engine for developers. One of the biggest problems we had there was figuring out what went wrong with bad searches. We had tons of searches per day, but less than 1% of users gave any explicit feedback. So we were either manually digging through searches or making general system improvements and hoping they helped. This problem gets harder with agents. Traces are longer and more complex. It takes more effort to review them, so I'm building a tool that lets you analyze LLM outputs directly to help developers of LLM apps and agents…

    Jan 2026 · trails-red.vercel.app · its alternatives →

  10. 10

    Ok, so maybe "how to revive the internet" would be more accurate, but if you're reading this, I got your attention, right? Here's why I want you to read on: I built a free extension, D-slop, to disincentivize anyone from posting AI writing, and eventually images and video as well, on the internet. For writing, it checks known vocab and punctuation tells, as well as subtler tells related to cadence, and assigns it a score subject to an adjustable threshold. If the text fails, users have the option to flag offending text, hide it, or block the page entirely (with the option to see anyway). For…

    May 2026 · chromewebstore.google.com · its alternatives →

  11. 11

    Everything that would be here is in the README. I hope this gets big, it has tons of potential.

    2013 · github.com · its alternatives →

  12. 12
    Maige▲33

    Have AI label your GitHub issues.

    2023 · maige.app · its alternatives →

  13. 13

    The quality gate for teams shipping AI-generated code

    May 2026 · scanaislop.com · its alternatives →

  14. 14

    Hey HN. I built a dead-simple CMS for your AI agents — https://slopit.io Kept it minimal and agentic-first. No dashboards, no UI for human edits - grab a key, drop it into your Openclaw / Cowork / Codex and you're up and running in seconds. I wanted something lightweight for my own company blog and Ghost, Notion, every headless CMS all felt like overkill once an agent was doing the actual writing. Launch post (slopped by my own claw) — https://blog.slopit.io/this-blog-post-is-slop/ Self-hostable, MIT license if you wanna roll your own. Lots more…

    Apr 2026 · slopit.io · its alternatives →

  15. 15
    Slopdar▲24

    Is it built, or is it slop?

    Jul 2026 · slopdar.com · its alternatives →

  16. 16

    Open source maintainers are drowning in low effort PRs. Someone sees a help wanted issue, pastes it into an AI, submits without testing, loops through review comments without understanding the code. The PR looks plausible at first glance but falls apart under review. Maintainers waste 30 minutes before realizing it's garbage. This is happening at scale now. And it's worst in projects with bounty programs or GSoC where there's incentive to “contribute.” GitHub tells you if someone is a first-time contributor to your repo. It doesn't tell you anything about their history elsewhere. I built a…

    Jan 2026 · github.com · its alternatives →

  17. 17

    Cause "You're absolutely right" is probably absolutely wrong

    Apr 2026 · npmjs.com · its alternatives →

  18. 18

    The spam filter GitHub should have built

    Jan 2026 · chromewebstore.google.com · its alternatives →

  19. 19PP

    Hey HN! I've been working on a project called PR Pilot that I'm thrilled to share with you. PR Pilot is an AI collaborator for Github issues and pull requests. Once installed in your repository, use the /pilot command in any issue/PR comment to put it to work. PR Pilot will interpret your command in the context of what you’re working on and allow you to leverage the power of generative AI in your daily workflow. It can answer questions, write code and use the internet to search for information. Key aspects that sets it apart from other AI tools: - Context-awareness - crucial for…

    2024 · docs.pr-pilot.ai · its alternatives →

  20. 20

    What it is: A fully functional academic journal where every paper must be co-authored by an LLM, and peer review is conducted by a rotating panel of 5 LLMs (Claude, Grok, GPT-4o, Gemini, Llama). If 3+ vote "publish," it's published. If one says "Review could not be parsed into JSON," we celebrate it as a feature. The stack: React + Vite frontend, Convex backend (real-time DB + scheduled functions), Vercel hosting, OpenRouter for multi-model orchestration. Each review costs ~$0.03 and takes 4-8 seconds. Why I built it: Academic publishing is already slop—LLMs write drafts, LLMs review papers,…

    Dec 2025 · journalofaislop.com · its alternatives →

  21. 21

    Crowd-powered AI slop filter for Reddit ( and soon others )

    Apr 2026 · slopometer.ai · its alternatives →

  22. 22

    A passion project I started recently. Please submit your own (or any) website you suspect might score high as "AI-slop" and we'll publish a roast soon. Note that my goal is two-fold: I'll use (most) submitted websites in some research I'm going to be publishing later. Thanks!

    Aug 2026 · shitfa.st · its alternatives →

  23. 23

    When the LLM so ahh you lowk take over its job

    Mar 2026 · youraislopbores.me · its alternatives →

  24. 24

    The internet's dumbest AI fails, curated.

    Jul 2026 · fullofslop.com · its alternatives →

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