Security Review

Is memory-graph.com legit or a scam?

Our verdict:Safe· 87/100

Legitimate Python web debugger tool by Bas Terwijn, actively used in education with no security flags or complaints.

memory-graph.comScanned 1d ago
0
Trust score
SAFE
Heuristics 85·MT 88
View density

Analysis Summary

Threat Intelligence
0/92
All engines report clean
Domain Age
9 months old
Registered Aug 22, 2025
MT Intelligence
Safe
Low likelihood · 95% confidence
SAFE

No threats detected

All checks passed. This site appears legitimate — but always stay alert for phishing even on trusted domains.

Website Preview

Screenshot of memory-graph.com
LIVE RENDER
memory-graph.com

Automated page render — captured in a safe sandbox. What an ordinary visitor would see when loading the site. See full visual analysis →

Visual Screenshot Analysis

We capture a fresh screenshot of the live page and ask a vision model to look for scam visual patterns — fake trust badges, countdown timers, overlay pop-ups, and visual clones of legitimate brands.

2
/ 100
Low visual risk

Visual red flags detected in the screenshot

The screenshot depicts a functional Python memory graph web debugger tool with no scam indicators, urgency tactics, fake trust badges, or suspicious form elements present.

Visual risk2/100

What our vision model saw

5 signals

Page displays a legitimate-looking Python web debugger tool titled 'Memory Graph Web Debugger' with GitHub and PyPI links visible.

Code editor panel shows standard Python debugging code with no suspicious content.

Debugger toolbar contains typical controls (Continue, Step Over, Step Into, Step Out, Stop, Play) consistent with a genuine development tool.

Footer credits '© 2025 Bas Terwijn' with Terms and url-api links, consistent with an independent developer project.

Left panel shows 'loading pyodide...' status text, indicating a legitimate Pyodide (Python-in-browser) runtime loading state.

MT Intelligence

Advanced threat intelligence
MT Security Analyst
Low scam likelihoodengineMT · Guardiantrust88/100
MT AgentLive web researchVisual inspection
0%
Confidence
Memory Graph Web Debugger is an official browser-based demo for the open-source memory_graph Python package. Our antivirus network flagged zero threats across 92 engines, the hosting IP has zero abuse reports, and SSL is valid. The domain is 294 days old and registered with Cloudflare. The page displays genuine Python debugging code, a functional Pyodide runtime loader, and links to legitimate sources (GitHub, PyPI, Python.org). Our research found three positive mentions across GitHub, Python.org Discuss, and Reddit communities, with no scam reports or complaints anywhere. The project is maintained by Bas Terwijn, a software engineer and educator at the University of Amsterdam, and is actively discussed in Python learning forums as a legitimate educational resource.
Full dossier
Analysis complete

Page Content

The page displays a fully functional Python web debugger titled 'Memory Graph Web Debugger' with a code editor, debugging toolbar (Continue, Step Over, Step Into, Step Out, Stop, Play), and a left panel showing Pyodide runtime loading. The footer credits Bas Terwijn (© 2025) and includes links to Terms and url-api documentation. No contact information is present, which is typical for a standalone tool rather than a commercial service.

Infrastructure

Hosting IP 104.21.64.109 has zero abuse reports and a clean reputation score. SSL certificate is valid (issued by Google Trust Services) with 31 days remaining. External resources loaded include cdn.jsdelivr.net (CDN), github.com, pypi.org, and invocation-tree.com — all legitimate third-party services. No malicious redirects or homoglyph domains detected.

Domain History

Domain registered 294 days ago via Cloudflare registrar with privacy protection disabled. Age aligns with project activity timeline (discussions from January 2025). No formal business entity registered; the project is maintained by an individual developer.

Web Reputation

Zero detections across our antivirus network and browser blocklists. The site is actively promoted on GitHub (official repo), Python.org Discuss forum, Reddit r/PythonLearning, and freeCodeCamp. No scam reports, complaints, or negative reviews found in any source. Independent trust aggregators returned no data (typical for niche educational tools).

Positive Signals
5
  • Zero antivirus detections across 92 engines and clean browser blocklists.
  • Valid SSL certificate issued by Google Trust Services.
  • Hosting IP has zero abuse reports and clean reputation.
  • Actively promoted and discussed in legitimate Python education communities (GitHub, Python.org, Reddit).
  • Backed by real open-source project (memory_graph package on PyPI) maintained by verified educator at University of Amsterdam.
AI Recommendation
This site is safe to visit and use. It is a legitimate Python educational tool backed by an active open-source project and promoted in genuine Python learning communities.
Next-gen fraud intelligence
Evidence-backedCross-checked

Web Research Findings

Our live research agent queries scam-report databases, consumer-review sites, news coverage, and general web search for memory-graph.com, then cross-checks business-registration records and look-alike domain patterns. Everything below is pulled from what it actually found.

Domain age
9 months
Registered Aug 2025
Business registration
No public record found
Could not match the site to a registered company — common for small sites.
Clone check
Not a clone
No well-known site's layout or branding detected here.
Typosquat check
No look-alike match
The domain doesn't resemble any well-known brand's spelling.
Web mentions
3 positive
Key findings
7 headline facts from open-web research
  • memory-graph.com is the official host of the "Memory Graph Web Debugger", a browser-based live demo for the memory_graph Python package.
  • Project created and maintained by Bas Terwijn (GitHub: bterwijn, LinkedIn educator at University of Amsterdam).
  • Actively discussed and promoted on Python.org discuss forum (Jan 2025), Reddit Python communities, LinkedIn, and freeCodeCamp GitHub issues.
  • PyPI package memory-graph available since at least 2024; GitHub repo provides teaching tool for Python references, mutable types, shallow/deep copy.
  • No scam reports, complaints, negative reviews, or security flags found across multiple searches.
  • Domain age 294 days aligns with project activity timeline (discussions from 2025).
  • No business entity found; appears to be an individual open-source/educational project.
Positive reviews (3)
Quotes indicating the site is legitimate.
  • GitHubopen

    "Run a live demo in the Memory Graph Web Debugger now, no installation required! learn the right mental model to think about Python data (references,..."

  • Python.org Discussopen

    "With the Memory Graph Web Debugger we can now use memory_graph in the browser, no installation required."

  • Reddit r/PythonLearningopen

    "Both, memory_graph is a Python package that you can install and use on your computer, and memory-graph.com (Memory Graph Web Debugger) is a ..."

Research summary
Narrative write-up from our AI analyst, grounded on the facts above

Our research found the site to be the official web debugger for the open-source memory_graph Python package maintained by Bas Terwijn, a software engineer and educator at the University of Amsterdam. The tool is actively promoted and discussed in Python education communities including GitHub, Python.org Discuss, Reddit, and freeCodeCamp. Three positive community mentions confirm its use as a legitimate teaching resource. No scam reports, complaints, or negative reviews were found across any source. The project has no formal business registration, which is expected for an individual open-source educational tool.

Antivirus Engines

Clean pass · verified
Clean across 92 engines

We cross-check every URL against our antivirus network of 92 malware and blacklist engines. None of them flagged this URL in the last scan.

0Malicious0Suspicious59Harmless92Engines
Clean
Kaspersky
Clean
Bitdefender
Clean
Microsoft
Not in pass
ESET-NOD32
Not in pass
Avira
Not in pass
Sophos
Clean
Fortinet
Clean
Google Safebrowsing
Clean
Emsisoft
Clean

No engine detections. The URL passed every antivirus and blacklist engine we queried in this scan. Stay vigilant — AV coverage is only one signal among many.

Security Scans

Blacklist Check
Not flagged on major threat lists

Checked against the major public blocklists used by browsers and security tools — no hits.

Contact Verification

We fetched the page and looked for real-world contact details. Legitimate businesses almost always publish an email on their own domain, a phone number, and a postal address. Scam shops usually don't.

What We Found
No clear contact details on the page
Emails on site's domainNone
Phone numbersNone
Postal addressNot listed
Linked social profiles1
Signal Summary
Several contact red flags
  • No contact email found anywhere on the page.
  • No phone number listed on the page.
  • No postal address visible on the page.

Domain & Encryption

Domain History
Age9 months old
RegistrarCloudflare, Inc.
RegisteredAug 22, 2025
ExpiresAug 22, 2026
Owner privacyVisible
Encryption Certificate
StatusValid
ProtocolTLSv1.3
IssuerGoogle Trust Services · WE1
ExpiresJul 15, 2026 (31d)
Self-signedNo
Hosting & Technology
HostingCloudflare, Inc.
Server locationUS
Web servercloudflare

Server Reputation

Abuse Intelligence
Confidence score0%
Reports on file0
ISPCloudflare, Inc.
Usage typeContent Delivery Network

Still, stay alert

No major threat indicators — but a clean scan does not guarantee every page is safe, and phishing emails routinely spoof real domains.

  • Double-check the exact URL in your address bar

    Confirm you are actually on memory-graph.com and not a lookalike like m-emory-graph.com.com or an IDN homoglyph.

  • Use a password manager

    Password managers only auto-fill on the exact domain they were saved for — they refuse to fill lookalike domains, which is the single best phishing defence.

  • Discuss this site on the forum

    If you have first-hand experience with this site — good or bad — share it with the MalwareTips community.

    Open

Reputation Sources

How this domain rates across independent threat-intelligence and blocklist providers.

Google Safe Browsing
Not listedCheck ↗
VirusTotal
Not listedCheck ↗
AbuseIPDB
Not listedCheck ↗

Referenced Domains

Outbound domains this page links to or loads resources from. Each links to its own security scan.

Safety FAQ

Common questions about this site, answered directly from the scan data above — so the answers always reflect the latest verdict on this page.

  • Our automated security review found no threat indicators on memory-graph.com. The site appears legitimate based on the signals we checked, but always stay alert for phishing emails that spoof real domains.
  • memory-graph.com passed our automated security checks with a trust score of 87/100. No antivirus engines or major blacklists flagged the site at the time of the last scan.
  • Yes. memory-graph.com presents a valid TLSv1.3 certificate issued by Google Trust Services · WE1, expiring in 31 days. Note that SSL only encrypts the connection — it does not guarantee that the site itself is trustworthy.
  • memory-graph.com is 9 months old, registered on 8/22/2025 through Cloudflare, Inc.. Scam domains are often freshly registered — a site under 6 months old warrants extra caution.
  • No. All 92 antivirus engines in our malware network report memory-graph.com as clean.
  • No. memory-graph.com is not currently listed on the major browser blocklist feeds that modern browsers use.
  • memory-graph.com resolves to an IP operated by Cloudflare, Inc. in US (usage type: Content Delivery Network). Hosting location alone doesn't make a site good or bad, but unusual geography for a brand's claimed country is one of many signals we weigh.
  • This is a permanent record of the scan run on June 13, 2026. The verdict and evidence above reflect that scan and do not change on their own. If circumstances around memory-graph.com have changed, MalwareTips staff can run a fresh scan, which re-runs every check from scratch and publishes an updated report.

Final Verdict

0
Trust / 100
Final Verdict·memory-graph.com
SAFE

Memory Graph Web Debugger is a legitimate Python teaching and debugging tool maintained by an educator at the University of Amsterdam. The site is clean across all security scans, actively promoted in Python communities, and backed by a real open-source project with no complaints or scam reports.

This site is safe to visit and use. It is a legitimate Python educational tool backed by an active open-source project and promoted in genuine Python learning communities.

AV engines
92
MT passes
2
Net signals
1
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This report is generated automatically by combining threat intelligence, domain signals, and an AI security analyst. It is informational, not legal advice. Always use your own judgement before sharing personal information or money online.