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Censys VS mlsql

Compare Censys VS mlsql and see what are their differences

Censys

Censys helps organizations, individuals, and researchers find and monitor every server on the Internet to reduce exposure and improve security.

Rating
0 reviews
Pricing
Freemium Free trial
Alternatives Is it good?
mlsql

Infer SQL queries from plain-text questions and table headers.

Rating
0 reviews
Alternatives Is it good?
OutageDeck
Check the cloud and SaaS vendors your product depends on without opening every status page. Official-source timelines, observed uptime history, and alerts to email, Slack, Teams, Discord, or webhooks. Five-provider email alerts are free. sponsored
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Which is more popular?

Based on our record, Censys should be more popular than mlsql. It has been mentioned 13 times since March 2021.

social mentions
13 vs 2
Web Application Security popularity
100% vs 0%
alternatives listed
174 vs 1

Base details

Website, pricing, platforms and company facts side by side.

Censys
mlsql
Website censys.com github.com
Pricing
Freemium Free trial Official pricing
—
Listed in
Attack Surface Management Web Application Security Cyber Security Monitoring Tools Network Security Web Security Security +4
Education LMS Online Learning Web App +1

About Censys and mlsql

In their own words, as submitted to SaaSHub.

Censys
mlsql

Attack Surface Management (ASM) At Censys, we can see it all. Our world-leading attack surface management platform gives organizations a sixth sense — relentlessly monitoring assets, seeing the unseen, and proactively giving security teams an opportunity to solve issues before they have a chance...

Read more about Censys

No description of mlsql yet.

Features and specs

What each product offers, as listed by its team.

Censys 5 features
mlsql 0 features
  • Comprehensive Internet Scanning
    Censys provides extensive data on internet-facing assets, helping organizations understand their exposure and discover potential vulnerabilities across the network.
  • Real-time Monitoring
    Offers continuous monitoring of the internet to detect changes and vulnerabilities as soon as they occur, providing timely security insights.
  • Detailed Data Analysis
    Equipped with robust tools for data analysis, Censys enables users to dissect and interpret large volumes of data effectively, facilitating informed decision-making.
  • User-friendly Interface
    Censys features an intuitive and easy-to-navigate interface, making it accessible for both technical and non-technical users to utilize the platform effectively.
  • API Access
    Offers API access which allows for seamless integration with other tools and platforms, enhancing workflow automation and data management capabilities.

Possible disadvantages

  • Data Overload
    The abundance of data provided can be overwhelming, especially for users without a background in cybersecurity who may struggle to interpret the results effectively.
  • Cost
    Censys services can be costly, potentially making it less accessible for smaller organizations or startups with limited budgets.
  • Learning Curve
    While the interface is user-friendly, the platform still requires time to learn and master, particularly for users without prior experience in cybersecurity or data analysis.
  • False Positives
    As with many scanning tools, there is the potential for false positives, which may require additional verification and analysis by the user.
  • Technical Dependencies
    Using Censys effectively often requires integration with other cybersecurity tools and platforms, which may require technical expertise and support.

No features have been listed yet.

Analysis

An editorial look at what each product does well and who it suits.

Censys
mlsql

No analysis of Censys yet.

Overall verdict

  • MLSQL is a solid open-source unified platform that blends SQL with machine learning, making data engineering and ML workflows accessible through a single, declarative language. It's a good choice for teams looking to streamline big data and ML pipelines without switching between multiple tools.

Why this product is good

  • It unifies data processing and machine learning under a single SQL-like syntax, lowering the learning curve for data teams.
  • Built on top of Apache Spark, it leverages a proven distributed computing engine for handling large-scale data.
  • Open-source and actively developed, allowing customization and community-driven improvements.
  • Supports the full ML lifecycle including data preprocessing, training, and deployment within one workflow.
  • Reduces the need to context-switch between separate ETL, analytics, and ML tools.

Recommended for

  • Data engineers and data scientists who prefer SQL-centric workflows
  • Teams working with big data on Apache Spark
  • Organizations wanting to unify ETL and machine learning pipelines
  • Companies seeking an open-source alternative to fragmented ML tooling
  • Analysts looking to build ML models without deep programming expertise

Videos

Walkthroughs and reviews on video.

Censys 1 video + Add
mlsql 0 videos + Add

Attack Surface Management

No mlsql videos yet. You could help us improve this page by suggesting one.

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
Censys
mlsql
100% 100%
Web Application Security
0% 0%
0% 0%
LMS
100% 100%
100% 100%
Security
0% 0%
0% 0%
Education
100% 100%

User comments

Share your experience with using Censys and mlsql. For example, how are they different and which one is better?

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Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

Censys 13 mentions
mlsql 2 mentions
  • Arris NVG468MQ - get rid of it
    You should be able to see scans from censys.io, and other. Source: over 3 years ago
  • Tools for very basic security audits
    Some tools to consider: Gitleaks - open-source secret scanner for git repositories, files, and directories. Retire.js - dependency check tool for client JS code. Censys - It’s a search engine that you can use, for example, to scan any... Source: over 3 years ago
  • Is shodan api worthy for automation?
    You also have censys.io, but I do not have much experience with them. Source: over 3 years ago

View more

  • Download the files from Docker Container and locally edit them
    I am working on a project that requires me to take user input (as English) and return SQL queries. We will eventually be working with multiple datasets, which is why the valuenet over at https://github.com/paulfitz/mlsql ended up being... Source: over 4 years ago
  • Clone and edit Docker Projects hosted on Github
    I found this great resource here: https://github.com/paulfitz/mlsql. Source: almost 5 years ago

Alternatives to Censys and mlsql

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