Software Alternatives & Startups

mlsql VS Stillindexed

Compare mlsql VS Stillindexed and see what are their differences

mlsql

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

Rating
0 reviews
Stillindexed

Know before Google does. SEO disaster alerts for clients.

Rating
0 reviews
Pricing
Paid $39 / Monthly (Starter)
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, mlsql seems to be more popular. It has been mentioned 2 times since March 2021.

social mentions
2 vs 0
Online Learning popularity
100% vs 0%
alternatives listed
1 vs 14

Base details

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

mlsql
Stillindexed
Website github.com stillindexed.com
Pricing —
Paid $39 / Monthly (Starter) Official pricing
Platforms —
Web
Company — Startup from Turkey · 1 - 9 employees · 2026
Listed in

About mlsql and Stillindexed

In their own words, as submitted to SaaSHub.

mlsql
Stillindexed

No description of mlsql yet.

SEO disaster monitor for freelance technical SEOs and small agencies. Checks robots.txt, meta robots, X-Robots-Tag, canonicals, status codes, redirect chains, title and H1, sitemap, SSL and domain expiry every 15 or 30 minutes per URL, then alerts by Telegram and email with what changed, where,...

Read more about Stillindexed

Features and specs

What each product offers, as listed by its team.

mlsql 0 features
Stillindexed 17 features

No features have been listed yet.

  • Indexability monitoring
    Meta robots, X-Robots-Tag header and robots. txt evaluated per URL, so a noindex is caught whether it is in the HTML or a response header.
  • 15 or 30 minute check cadence per monitored URL (Agency / Starter)
    Site-level checks (robots.txt, sitemap, TLS) daily; domain expiry weekly.
  • Canonical and redirect monitoring
    Canonical target, HTTP status, and the full redirect chain, hop by hop.
  • Sitemap health
    Reachable, valid XML, URL count; sitemap index expansion.
  • Certificate Warnings
    SSL certificate and domain expiry warnings via TLS and RDAP.
  • False-positive suppression
    Critical change is confirmed by a second fetch before it alerts; flapping is held back.
  • Alerts by Telegram, Email and Slack
    Stating what changed, where, when, and the before/after. One incident, one alert, one resolved notice.
  • Weekly report per site
    Weekly "we watched, nothing broke" report per site; white-label on Agency so it can be forwarded to a client unedited.
  • Coverage shown
    Checks attempted vs pages actually loaded, per site, per week.
  • No site access needed
    Public URLs only. No Google account, no snippet, no credentials.
  • Bulk URL import
    Paste the list your audit produced; every line gets a decision, nothing is dropped silently.
  • Published crawler identity
    Fixed user agent and allowlisting guide at /bot.
  • Public canary
    A page that breaks itself every four hours and a live log of every check and alert, with measured detection latency.
  • Free checkers
    Indexability, X-Robots-Tag, robots. txt, canonical, redirects, sitemap, title/meta, H1, SSL and domain expiry, bulk (20 URLs), crawler-vs-browser diff.
  • MCP server
    The same checkers callable from Claude Code, Cursor, Codex or any MCP client, no key.
  • SEO skill generator
    SKILL.md for any host with its expected state, platform traps and a re-check runbook.
  • Migration Watch (Agency)
    14-day window with 5-minute cadence and a daily digest around a site migration.

Analysis

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

mlsql
Stillindexed

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

No analysis of Stillindexed yet.

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
mlsql
Stillindexed
100% 100%
0% 0%
0% 0%
100% 100%
100% 100%
0% 0%
0% 0%
100% 100%

Questions & Answers

As answered by people managing mlsql and Stillindexed.

What makes your product unique?

Stillindexed's answer:

It publishes its own evidence instead of adjectives. A public canary page breaks itself on a fixed schedule every four hours, and the log at api.stillindexed.com/canary/log shows every check and alert with the measured detection latency (median 16 minutes to detect, 18 to alert, on the slower plan). The crawler's identity and limits are published at /bot. Every check reads what the server actually returned, meta robots, X-Robots-Tag headers, robots.txt, canonicals, redirect chains, so a noindex in a response header is caught, not just one in the HTML. Pricing is public, there is no sales call, and no site access is required.

Why should a person choose your product over its competitors?

Stillindexed's answer:

Because it interprets a URL's indexability automatically at a self-serve price. Generic change monitors (Visualping, Hexowatch, changedetection.io) diff whatever selector you configure and leave you to decide what the change means. Audit suites (Screaming Frog, Sitebulb, Ahrefs, Semrush) crawl on a schedule you read later. The SEO-aware monitors that do interpret changes start at $199 a month (SEORadar) or hide pricing behind a sales process (Conductor Monitoring). Stillindexed checks every 15 or 30 minutes, confirms a critical change with a second fetch before alerting, sends the before/after to Telegram and email, and starts at $39 a month for 15 sites. When Little Warden or Oh Dear fits better, the comparison pages on the site say so.

How would you describe the primary audience of your product?

Stillindexed's answer:

Freelance technical SEO consultants and agencies of two to ten people who manage 5 to 50 client sites on retainer, especially around site migrations. Their problem is finding out about a broken noindex, robots.txt or canonical from the client three days late. It is not built for enterprises, in-house teams at large companies, or developers who want uptime or cron monitoring.

What's the story behind your product?

Stillindexed's answer:

An accidental noindex or robots.txt block typically sits live for 24 to 72 hours before anyone notices. Search Console reports it after the indexing damage, and its reports are often days behind. Recovery takes one to three weeks after the fix, and for an agency the cost is the client relationship. Existing tools were either enterprise crawlers with sales-led pricing, or generic page-diff monitors with no SEO semantics. Stillindexed was built as the narrow thing in between: plain HTTP fetches of the directives Google's indexing decision trusts first, on a short cycle, with an alert that names the change. It was built by one person and is designed to stay maintainable by one person, which is why it does one job and publishes its own proof.

Which are the primary technologies used for building your product?

Stillindexed's answer:

Go (stdlib net/http) for the API and the checker worker, PostgreSQL 17 with River for job scheduling, Astro for the marketing site, Vite and React with TypeScript for the app, plain CSS, Docker Compose behind Traefik, Polar for billing, Telegram and email for alerts.

User comments

Share your experience with using mlsql and Stillindexed. 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.

mlsql 2 mentions
Stillindexed 0 mentions
  • 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: almost 5 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

Tracking Stillindexed since Sep 2026.

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