Software Alternatives & Startups
Register | Login

Bewary VS StackSource

Compare Bewary VS StackSource and see what are their differences

Bewary

Bewary is a scam detection API and MCP server for apps and AI agents: check links, domains, phone numbers, emails, crypto wallets and IBANs for phishing and fraud, with the evidence behind each verdict.

Rating
0 reviews
Pricing
Freemium $20 / One-off (Free key: 1,000 credits a month. Prepaid packs from $20.)
Promote on VibeVoted
Alternatives Is it good?
StackSource

Online platform for commercial real estate loans

Rating
0 reviews
Promote on VibeVoted
Alternatives Is it good?
Firma.dev
Ship e-signatures in your app today, ~5¢ per envelope (€0.049) 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?

Fraud Detection And Prevention popularity
100% vs 0%
alternatives listed
9 vs 3

Base details

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

Bewary
StackSource
Website bewary.app stacksource.com
Pricing
Freemium $20 / One-off (Free key: 1,000 credits a month. Prepaid packs from $20.) Official pricing
—
Platforms
REST API Web SaaS
—
Company Startup from the United States · 1 - 9 employees · 2026 —
Listed in
Fraud Detection And Prevention Cyber Security Security & Privacy Threat Intelligence Anti-Phishing Developer APIs +3
Fintech Commercial Real Estate Real Estate Commercial Lending Marketplaces +2

About Bewary and StackSource

In their own words, as submitted to SaaSHub.

Bewary
StackSource

Bewary is a scam detection API and MCP server for apps and AI agents. Send a link, domain, IP address, phone number, SMS short code, email address, crypto wallet, IBAN, mobile app or payment handle and get back a typed verdict (scam, suspicious, safe or unknown), the probability that it is a...

Read more about Bewary

No description of StackSource yet.

Features and specs

What each product offers, as listed by its team.

Bewary 8 features
StackSource 0 features
  • Phishing URL check
    Resolves shorteners and redirects, then checks the destination domain's age, brand imitation and phishing and malware feeds.
  • Domain age and lookalike detection
    Registration date, registrar, lookalike-brand technique, abused TLD and blocklist status for any domain.
  • Phone number scam lookup
    Country, number type and the FTC and FCC complaints filed about a phone number: counts, dates and subjects.
  • SMS short code lookup
    Who operates a US SMS short code, and whether it is legitimate, shared or a scam code.
  • Disposable email detection
    Disposable or free provider, role mailbox and the sender domain's facts for an email address.
  • Crypto wallet screening
    Scam reports, OFAC sanctions and Tether and Circle freezes for Bitcoin, Ethereum, Tron and other wallets.
  • MCP Server
    Remote MCP server with 15 tools for Claude, ChatGPT, Cursor and VS Code, with OAuth sign-in or an API key.
  • Bulk feeds and watches
    Scam domain list as CSV, DNS RPZ, STIX 2.1 and TAXII 2.1, rebuilt hourly; watches send events when an entity changes.

No features have been listed yet.

Analysis

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

Bewary
StackSource

No analysis of Bewary yet.

Overall verdict

  • StackSource is a commercial real estate financing marketplace that connects borrowers with a curated network of lenders, offering a streamlined and transparent way to source debt and equity for CRE projects without the overhead of a traditional broker relationship.

Why this product is good

  • Access to a large network of vetted capital providers, including banks, credit unions, debt funds, and life insurance companies
  • Technology-driven platform that simplifies the loan sourcing and comparison process
  • Experienced team with commercial real estate finance backgrounds providing guidance throughout the deal
  • Competitive rates achieved through lender competition for borrower deals
  • Transparent process that keeps borrowers informed at each stage of financing
  • No upfront fees model in many cases, aligning incentives with successful deal closing

Recommended for

  • Commercial real estate investors seeking acquisition, refinance, or construction financing
  • Developers looking for competitive terms across multiple lender types
  • Borrowers who want to save time by comparing several loan offers simultaneously
  • CRE professionals who prefer a tech-enabled alternative to traditional mortgage brokers
  • Small to mid-sized commercial property owners without in-house capital markets teams

Videos

Walkthroughs and reviews on video.

Bewary 0 videos + Add
StackSource 1 video + Add

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

New StackSource Lender Interface

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
Bewary
StackSource
100% 100%
Fraud Detection And Prevention
0% 0%
0% 0%
Commercial Real Estate
100% 100%
100% 100%
Developer APIs
0% 0%
0% 0%
Real Estate
100% 100%

Questions & Answers

As answered by people managing Bewary and StackSource.

Who are some of the biggest customers of your product?

Bewary's answer

The API launched on 1 November 2026, and there are no customers to name yet.

What's the story behind your product?

Bewary's answer

Bewary started as a consumer scam checker. The engine behind it, built on public complaint data, threat feeds, certificate transparency logs and its own DNS history, turned out to be what businesses and AI agents need, so since November 2026 Bewary is an API, an MCP server and a CLI.

What makes your product unique?

Bewary's answer

Bewary answers from evidence, not from a language model. Each lookup returns a verdict (scam, suspicious, safe or unknown), the probability that it is a scam, the facts behind it and reason codes your code can branch on, and unknown is never safe. One key covers links, domains, IP addresses, phone numbers, SMS short codes, email addresses, crypto wallets, IBANs, mobile apps and payment handles, through a REST API, a remote MCP server for AI agents and a CLI.

Why should a person choose your product over its competitors?

Bewary's answer

One key and one typed response format cover ten kinds of input, so an app or an agent does not stitch together a URL API, a phone API and a wallet screening service. Bewary also answers questions few APIs do: which company operates a US SMS short code, the FTC and FCC complaints behind a phone number, and whether Tether or Circle froze a wallet. Commercial use is allowed, and a free key gets 1,000 credits a month with no card.

How would you describe the primary audience of your product?

Bewary's answer

Developers who add a link, phone number or email check to an app; builders of AI agents that need to check a link, number or payment before acting; trust and safety and fraud teams screening sign-ups, sellers and payouts; and security teams loading a scam domain feed into a DNS resolver or a threat intelligence platform.

Which are the primary technologies used for building your product?

Bewary's answer

Python with FastAPI and PostgreSQL behind the API, a remote MCP server over streamable HTTP with OAuth 2.1 sign-in, a Node.js CLI published on npm as bewary, and an Astro website.

User comments

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

Log in or Post with

Alternatives to Bewary and StackSource

When comparing Bewary and StackSource, you can also consider the following products.

Loading...