SlopSift Alternatives

slopscore is an open-source CLI tool that heuristically detects and scores AI-generated code residue in commits and pull requests. It provides evidence-based scoring to help developers and reviewers identify and address AI-generated content in codebases.

py-slop is an open-source Python linter that detects and flags AI-generated code slop, helping developers maintain code quality. It operates via the command line and is designed for Python developers and code reviewers concerned about AI-generated code artifacts.

is-it-slop is an open-source CLI tool that detects AI-generated text using machine learning techniques such as TF-IDF and ONNX. It is designed for developers and researchers who need to identify synthetic content locally.

Slop or Not is an AI detection tool designed to identify AI-generated text and images, with a focus on privacy and on-device processing. It is available as an app for iPhone and Mac, running detection models locally on the Apple Neural Engine. The tool enables users to analyze writing and photos without uploads, word limits, or tracking, ensuring that content remains private and checks are performed directly on the device. The platform supports detection of outputs from AI systems such as ChatGPT, Gemini, DALL-E, and Midjourney. Users can paste English text or select a photo for analysis, receiving a verdict and confidence score within seconds. For educators and others dealing with lengthy documents, the AI text detector imposes no word cap, allowing entire essays to be checked in a single operation. The tool also provides readability scores for text in seven languages, using established metrics like Flesch Reading Ease, Flesch-Kincaid Grade Level, and others specific to German, Spanish, Italian, Swedish, Danish, and Norwegian. These scores are calculated on-device and do not estimate AI authorship. For image analysis, Slop or Not flags both watermarks and subtle facial artifacts that may indicate AI generation. Online photo checks are processed on the tool's own fleet of Macs, and photos are deleted after processing, with no data sent to third parties. The tool includes detectors for various watermark and metadata standards, such as SynthID, C2PA content credentials, and IPTC metadata, as well as a deepfake photo detector. In addition to the main app, Slop or Not offers a command-line interface (CLI) and MCP server for Mac, which can be used in conjunction with AI tools like Claude, Codex, Hermes Agent, OpenClaw, and Cursor. These advanced features allow for AI text detection, readability checks, image detection, and cleaning of hidden characters, with results available for integration into other workflows. The CLI and MCP server are available as Pro features. The app can be downloaded free from the App Store, requires no account or login, and does not require an internet connection for on-device checks.

Drop the Slop is a web service that allows authors to prove their text was written continuously, not copy-pasted or AI-generated. It helps educators, publishers, and writers verify the authenticity of written content.

slop-guard is an open-source CLI tool that acts as a rule-based prose linter, designed to detect formulaic patterns in AI-generated writing. It helps developers and editors maintain quality in AI-assisted content.

ai-slopcheck is an open-source CLI tool that scans codebases for AI-style code failures using 72 deterministic rules. It supports Python, JS/TS, Go, C/C++, and SQL, helping developers improve code quality and security.

noslop-lint is an open-source command-line tool that analyzes written text to flag patterns commonly associated with AI-generated content. It helps writers and developers identify and revise these 'AI tells' before publishing, supporting more authentic and human-like prose.

Slop-chop is a browser-based tool designed to transform text that appears to be generated by artificial intelligence into writing that reads more like it was authored by a person. It addresses the challenge of AI-generated content sounding robotic or formulaic by identifying and revising elements such as em-dashes, buzzwords, and stock phrases in a single pass. The tool is suitable for refining a range of written materials, including emails, resumes, blog posts, documentation, LinkedIn profiles, and READMEs. A core feature of slop-chop is its "slop score," which quantifies how much a piece of text resembles AI-generated writing. This score is determined by analyzing the density of so-called "tells"—clues that text may have been produced by an AI—along with the flatness of sentence rhythm. The scoring system categorizes text as clean, mixed, or heavy slop based on these metrics. Users can see which words or phrases were flagged as slop and which changes were made, with color coding to distinguish between the two. Slop-chop operates entirely within the user's browser, ensuring that text does not leave the local environment during processing. For those seeking more advanced rewriting, the tool allows integration with a model for deeper text transformation. Additional features include built-in rules for text cleanup, such as splitting semicolons into separate sentences, collapsing doubled spaces, and toggling between American and British spelling dialects. Users can also specify words or phrases to be preserved during the rewriting process.

unslop is a free web tool and research project that detects AI-generated text in scientific writing. Users can paste text, upload files, or scan arXiv links and webpages to see which passages read as machine-written. It includes an embeddable detector, a game called slople for testing the model, and field notes on its measurement approach. The project focuses on identifying formulaic language while preserving meaning.

slopscan is an open-source CLI tool that scans AI-generated code for security vulnerabilities using static analysis techniques. It is designed for security professionals and developers working with AI-assisted code generation.