Training Example: DBeaver – Review the Data, Give Your Score & Compare to the Real AI Evaluation

Industry Context — Common BS Fingerprints in Software, SaaS & Tech Products
Generic Claims: the all-in-one platform, trusted by thousands of companies, increase productivity by X percent, save hours every week…
Red Flags: AI claims without explaining what the AI does, customer logos without case study or testimonial evidence, no live product access or demo, SOC 2 claims without audit period or report availability…
Semantic Drift Patterns: homepage claims AI-powered but product is rules-based, claims enterprise-grade but pricing page shows startup tiers only, homepage shows Fortune 500 logos but case studies are small businesses, claims all-in-one but integration page shows critical missing pieces…
Proof Expectations: live product demo or free trial access, specific feature documentation with screenshots, verified customer logos with published case studies, third-party review scores on G2, Capterra, or TrustRadius…

DBeaver

(https://dbeaver.io) 📸 Data Snapshot: May 26, 2026

Analyze the raw signals below. How would a machine score this business’s credibility?

Here are the exact signals captured from up to six pages of the site — the same raw inputs the evaluation engine analyzed. They are grouped by signal type so you can weigh each the way the machine does.

🏗️ Semantic Structure — heading hierarchy & page identity (Info Density · Commodity Fingerprint)
HOMEPAGE DBeaver Community | Free Open-Source Database Management Tool (https://dbeaver.io)
Title

DBeaver Community | Free Open-Source Database Management Tool

H1 DBeaver
H2 Universal Database Tool
H3 DBeaver Community
H3 DBeaver PRO
H3 Recent News
H3 Keep up with DBeaver
H3 License
H4 DBeaver 26.0.5
H4 Privacy Overview
NAV_HEADER_HEADING_REPEATED_BODY Download | DBeaver Community (https://dbeaver.io/download/)
Title

Download | DBeaver Community

H1 Download
H2 DBeaver PRO {ver}
H2 System Requirements
H2 Install
H2 Early Access
H2 Archive
H2 Source code
H2 Release cycle
H2 CloudBeaver
H3 DBeaver PRO features:
H3 arch Checksums
H4 Privacy Overview
HEADING_REPEATED_BODY DBeaver 26.0.5 | DBeaver Community (https://dbeaver.io/2026/05/17/dbeaver-26-0-5/)
Title

DBeaver 26.0.5 | DBeaver Community

H1 DBeaver 26.0.5
H3 In Archive
H4 Privacy Overview
NAV_HEADER_REPEATED_BODY About | DBeaver Community (https://dbeaver.io/about/)
Title

About | DBeaver Community

H1 About
H2 Overview
H2 Supported databases:
H2 Contacts
H2 License
H2 Contributors
H4 Privacy Overview
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://dbeaver.io) DBeaver Community | Free Open-Source Database Management Tool
↓ Skip to Main Content

[H1]
DBeaver
[H2]
Universal Database Tool
DBeaver Community is a free, open-source database management tool recommended for personal projects. Manage and explore SQL databases like MySQL, MariaDB, PostgreSQL, SQLite, Apache Family, and more.

[H3] DBeaver Community
Open-source version
[H3] DBeaver PRO
Commercial versions
Basic support for relational databases: MySQL, SQL Server, PostgreSQL and others
State of the art Data Editor
Powerful SQL Editor
Database schema editor
DDL view and edit
Spatial data viewer
Basic AI assistant for SQL generation
Basic AI engines (OpenAI, GitHub Copilot)
Basic ER Diagrams
Basic charts
Data export/import in multiple formats
Task management
Database maintenance tools
SSH and proxy
Basic and SSL authentication
Download
All DBeaver Community features
AI chat, smart object describe, smart SQL errors fix, smart data transfer
Additional AI features for faster SQL querying and data management (Azure OpenAI, Google Gemini, Ollama support)
Advanced security
Advanced support for relational databases
Work with structured files (CSV, XML, XLSX, Json, Parquet) as with databases
Connection through ODBC drivers
NoSQL databases support: MongoDB, Cassandra, Redis, CouchDB and others
Cloud databases support: Redshift, Google BigQuery, Oracle Cloud and others
Native support for AWS, Google Cloud, and Azure
Cloud storage support
Metadata management toolsDatabase performance visual tools
Multi-component task management
Task Scheduler
Visual Query Builder
Database dashboards
Advanced authentication (IAM, OAuth, Kerberos)
Ongoing technical support
And many more
Learn more
[H4] DBeaver 26.0.5
May 17th, 2026
AI assistant: Added support for new Codex models in GitHub Copilot
SQL Editor:
Fixed syntax highlighting for inline ORDER BY clauses inside aggregate functions (thanks to @tmimmanuel)
Data Editor:
Disabled Save and Cancel buttons for read-only databases (thanks to @MilosM348)
Added a group row striping option that allows rows to be colored by column values in the result grid (thanks to @MkDev11)
Added the ability to show multiple selected rows in the Text record mode (thanks to @EastLord)
Data Transfer:
Wizard pages were redesigned
The export window now stays open after errors, allowing the export to be restarted
Navigator:
Added indicators for connection view type (Simple, Advanced, or Custom) and updated simple view mode switching
Added the ability to change the current project from the bottom-left corner
Connectivity:
Fixed an issue where the option to save credentials was disabled after testing the connection
Fixed multi-line pasting in driver properties
Charts and Dashboards:
Fixed an issue where deleting one dashboard removed other dashboards from the panel
Miscellaneous:
Added a Format SQL option to the Generate SQL dialog
Fixed the white background for some toolbar items in the dark theme
Fixed grouping panel queries when generated aliases matched SQL keywords (thanks to @HellAmbro)
Databases:
BigQuery: Fixed array display for the new BigQuery driver
Exasol: Fixed view loading in the Database Navigator (thanks to @antonireus)
PostgreSQL:
Updated driver to version 42.7.11
Added support for the MAINTAIN keyword (thanks to @boskodev790)
Fixed handling of “24:00” values in time columns
Fixed missing INOUT parameters in CHECK generation for procedures and functions
Redshift: Fixed default schema switching when the “public” schema is missing
Snowflake:
Updated driver to version 4.1.0
Fixed an occasional error that could appear while typing SQL in the editor
SQL Server: Fixed the ability to connect to the database after the Java update
Starrocks: Added external catalogs support (thanks to @chris-celerdata)
Localization: Fixed hardcoded localization for several command labels in the SQL Editor main menu (thanks to @MilosM348)
Tweet

[H3] Recent News

DBeaver 26.0.5
2026-05-17

DBeaver 26.0.4
2026-05-03

DBeaver 26.0.3
2026-04-19

DBeaver 26.0.2
2026-04-05

DBeaver 26.0.1
2026-03-22

DBeaver 26.0
2026-03-01

DBeaver 25.3.5
2026-02-15

[H3] Keep up with DBeaver
Subscribe to our news and get the list of the most useful shortcuts in DBeaver.
Explore the DBeaver blog for practical tips and product news.
Read the blog

[H3] License
DBeaver Community Edition is free and open source (ASL) product.
Just download and start using it.

Feedback
4444 chars
SUB-PAGE (https://dbeaver.io/download/) Download | DBeaver Community
↓ Skip to Main Content

[H1] Download

[H1] Download DBeaver Community {ver}
Released on {insert from config}. It is
free and open source
Milestones
License
System requirements
Your operating system, which was automatically detected, is:

{autodetect}
Community
PRO
GitHub mirror
[H2] DBeaver PRO {ver}
Released on {insert from config}.PRO version website: dbeaver.comTrial version is available.
[H3] DBeaver PRO features:
Advanced security: master password and strong credentials encryption to secure
and easy database connection.
Enterprise-level authentication methods: SAML, SSO, OKTA, and Kerberos. SSO
authentication cloud services such as GCP, AWS, and Azure.
Advanced SQL databases support: MySQL, PostgreSQL, SQL Server, Oracle and others.
NoSQL databases support: MongoDB, Cassandra, Redis, CouchDB and others.
Cloud databases support: Redshift, Google BigQuery, Oracle Cloud and others.
Native cloud support for Google Cloud, AWS, and Azure.
Access all files in any region with the S3 browser to upload, store, share, and
save files like in a regular file system.
AI assistant in SQL and Visual Query Builder to create complex SQL scripts
automatically.
Database schema development with ERD Edit Mode.
Mock data generation with thousands of entities of different types for database
testing.
Comparison of data and schemas between sources to navigate through all the
differences.
Query Execution plan graph mode to view and estimate the speed of the query or
script execution and to define the most expensive plan nodes.
Complex multi-component tasks support automating daily database operations.
Task scheduler to run tasks automatically.
Data export tasks to send regular reports to the email.
Ongoing technical support at all stages of working with DBeaver PRO – from
product consulting to deploying the solution in your company infrastructure.
Download DBeaver PRO
[H2] System Requirements
DBeaver is tested and verified for Windows, Linux and Mac OS X.
Supported versions:
Microsoft Windows 10 or later versions
Windows Server 2016 or later versions
macOS 11 or later versions
[H2] Install
Windows installer – run installer executable. It will automatically upgrade version (if
needed). Windows 8 / Windows Server 2012 and earlier are not supported.
MacOS DMG – just run it and drag-n-drop DBeaver into Applications. MacOS 10 and earlier
are not supported.
Debian package – run sudo dpkg -i dbeaver-<version>.deb. Then execute
dbeaver &.
RPM package – run sudo rpm -ivh dbeaver-<version>.rpm. Then execute
dbeaver &. Note: to upgrade use -Uvh parameter.
ZIP archive – extract archive and run dbeaver executable. Do not extract
archive over previous version (remove previous version before install).
Upgrade – do not be afraid to remove the previous DBeaver version. Your settings will not be lost. All settings are kept in a separate folder (DBeaverData in user home).
Java notes: DBeaver requires Java 21 or higher. Since version 23.0, all distributions include the OpenJDK 21 bundle. If you want to use your own locally installed Java, you may delete the folder jre in the DBeaver installation folder.
[H2] Early Access
You may get the latest build (EA version) of DBeaver. Usually, it contains all major bug fixes found in the current stable version. Choose the archive corresponding to your OS and hardware from the EA version downloads.
[H2] Archive
All recent DBeaver versions are available in the archive.
[H2] Source code
We are on GitHub. Community Edition sources, issue tracker, older releases, etc: https://github.com/dbeaver/dbeaver
Please, star the repository.
[H2] Release cycle
Usually, we release a new minor Community Edition version once
every two weeks. A major version is released quarterly (every 3 months). View
release notes
DBeaver is a desktop application. If you are looking for a web-based database management system, please check
another of our products: CloudBeaver.
It is also open-source and free.

×
Linux
[H3] arch Checksums

Download

md5

sha1

sha256

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4123 chars
SUB-PAGE (https://dbeaver.io/2026/05/17/dbeaver-26-0-5/) DBeaver 26.0.5 | DBeaver Community
↓ Skip to Main Content

[H1] DBeaver 26.0.5
Posted on 2026-05-17 by Serge

AI assistant: Added support for new Codex models in GitHub Copilot
SQL Editor:
Fixed syntax highlighting for inline ORDER BY clauses inside aggregate functions (thanks to @tmimmanuel)
Data Editor:
Disabled Save and Cancel buttons for read-only databases (thanks to @MilosM348)
Added a group row striping option that allows rows to be colored by column values in the result grid (thanks to @MkDev11)
Added the ability to show multiple selected rows in the Text record mode (thanks to @EastLord)
Data Transfer:
Wizard pages were redesigned
The export window now stays open after errors, allowing the export to be restarted
Navigator:
Added indicators for connection view type (Simple, Advanced, or Custom) and updated simple view mode switching
Added the ability to change the current project from the bottom-left corner
Connectivity:
Fixed an issue where the option to save credentials was disabled after testing the connection
Fixed multi-line pasting in driver properties
Charts and Dashboards:
Fixed an issue where deleting one dashboard removed other dashboards from the panel
Miscellaneous:
Added a Format SQL option to the Generate SQL dialog
Fixed the white background for some toolbar items in the dark theme
Fixed grouping panel queries when generated aliases matched SQL keywords (thanks to @HellAmbro)
Databases:
BigQuery: Fixed array display for the new BigQuery driver
Exasol: Fixed view loading in the Database Navigator (thanks to @antonireus)
PostgreSQL:
Updated driver to version 42.7.11
Added support for the MAINTAIN keyword (thanks to @boskodev790)
Fixed handling of “24:00” values in time columns
Fixed missing INOUT parameters in CHECK generation for procedures and functions
Redshift: Fixed default schema switching when the “public” schema is missing
Snowflake:
Updated driver to version 4.1.0
Fixed an occasional error that could appear while typing SQL in the editor
SQL Server: Fixed the ability to connect to the database after the Java update
Starrocks: Added external catalogs support (thanks to @chris-celerdata)
Localization: Fixed hardcoded localization for several command labels in the SQL Editor main menu (thanks to @MilosM348)
Tweet

Posted in Releases

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[H4] Privacy Overview
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SUB-PAGE (https://dbeaver.io/about/) About | DBeaver Community
↓ Skip to Main Content

[H1] About

[H2] Overview
DBeaver Community is a free, open-source database management tool for personal projects.
Usability is the main goal of this project, program UI is carefully designed and implemented.
It is free and open-source (ASL).
It is multiplatform.
It is based on opensource framework and allows writing of various extensions (plugins).
It supports any database having a JDBC driver.
It may handle any external datasource which may or may not have a JDBC driver.
There is a set of plugins for different databases and different database management utilities (e.g. ERD, data transfer, compare, data export/import, mock data generation, etc).
It has a great number of features.
[H2] Supported databases:
Altibase
Apache Calcite Avatica
Apache Derby
Apache Drill
Apache Ignite
Apache IoTDB
Apache Hive
Apache Kylin
Apache Kyuubi
Apache Phoenix
Apache Spark
Athena
Azure Databricks
Azure SQL Server
Babelfish
Cache
Clickhouse
Cloudberry
Cloudera Impala
CockroachDB
CrateDB
CSV
CUBRID
DB2
Dameng
Databend
Databricks
DuckDB
Data Virtuality
DBF
Denodo 8
Derby
DolphinDB
DuckDB
Dremio
EDB
Elasticsearch
Exasol
Firebird
GaussDB
GBase 8s
Gemfire XD
Google BigQuery
Google Cloud Spanner
Google Cloud SQL – PostgreSQL
Greengage
Greenplum
H2
H2GIS
HSQL
Informix
Ingres
InterSystems IRIS
Jennifer
Kingbase
Kognitio
LibSQL
Machbase
MariaDB
Materialize
MaxDB
Microsoft SQL Server
MySQL
SAP MaxDB
MimerSQL
MonetDB
Netezza
NuoDB
OceanBase
Ocient
OmniSci
Open Distro Elasticsearch
OpenEdge
OpenSearch
Oracle
OrientDB
Pervasive SQL
PostgreSQL
PrestoSQL
PrestoDB
Redshift
RisingWave
Salesforce CDP
SAP HANA
SAP ASE jConnect
SnappyData
Snowflake
Solr
StarRocks
SQream DB
SQLite
Sybase
TDengine
TDengine Cloud
Teiid
Teradata
TimescaleDB
TiDB
TiDB Cloud
TimechoDB
Trino
Virtuoso
Vertica
Yellowbrick
YugabyteDB
We support more SQL, NoSQL, and cloud data sources in DBeaver PRO. Learn more.
[H2] Contacts
Twitter: https://twitter.com/dbeaver_news
Facebook: https://www.facebook.com/DBeaverCorporation
YouTube: YouTube tutorial channel
LinkedIn: https://www.linkedin.com/company/dbeaver/
Telegram: https://t.me/dbeaver_official
Community support: https://github.com/dbeaver/dbeaver/issues
[H2] License
DBeaver is free software; you can redistribute it and/or modify it under the terms of the Apache License version 2.
DBeaver is distributed in the hope that it will be useful, but WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied, including, without limitation, any warranties or conditions of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A PARTICULAR PURPOSE. You are solely responsible for determining the appropriateness of using or redistributing the Work and assume any risks associated with Your exercise of permissions under this License.
License full version
[H2] Contributors
Help the Beaver and get prizes!
Don’t hesitate to contribute and get a chance to earn special awards from our team. Look for “Good first issue” and “Help wanted” in the GitHub ticket.
The list of DBeaver Community Edition contributors is growing.
You can see contributor list on the GitHub: https://github.com/dbeaver/dbeaver/graphs/contributors
And, of course, thank you to those of you who send bug reports and feature requests. DBeaver is so cool because of you.
Tweet
3314 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
5Review mentions (all pages)
5External proof links (all pages)
PageReviewsProof links
/ (home) 1 1
/download/ 2 1
/2026/05/17/dbeaver-26-0-5/ 1 1
/about/ 1 2
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage — no schema detected (entity gap)
/download/ — no schema detected (entity gap)
/2026/05/17/dbeaver-26-0-5/ — no schema detected (entity gap)
/about/ — no schema detected (entity gap)

Your Diagnosis

Before revealing the machine’s verdict, predict the BS score for each signal. Higher = more BS (more fluff, less verifiable substance). Drag each slider, then submit to compare your judgment against the engine.

Information Density 0 / 30
Read the Narrative & headings: do hard facts (prices, dates, numbers) outweigh fluff power-words?
Semantic Coherence 0 / 20
Compare the homepage promise against the sub-page reality. Do they hold the same line?
Trust & Proof 0 / 20
Weigh review mentions against actual external proof links. Claims without verification = theatre.
Commodity Fingerprint 0 / 15
Check headings & narrative against the industry clichés in the setup above.
Identity & Authority 0 / 15
Inspect the schema: is there real Organization/Person identity with sameAs links, or gaps?
Your predicted BS score 0 / 100
💡 Stuck? Reveal the heuristic lens — how the deterministic page-auditor reads each signal (no AI, pure pattern rules)

These are the structural rules a local, deterministic auditor applies — the same lens you can use to judge each signal. They describe what to look for, not this company’s result.

Information Density

Classify each sentence as substantive or hollow. Grounding markers — numbers, currencies, dates, technical units, named entities — outweigh marketing adjectives. When fluff sits right next to hard evidence, the fluff is forgiven.

Semantic Alignment

Pull the main entities out of the H1, then check whether they actually recur through the body. A page that announces one thing and then talks about another drifts. Headings with no real sentences underneath read as pseudo-substance.

Trust & Proof

Count trust words (review, testimonial, rating, verified) against real outbound proof links (Google, Trustpilot, Clutch, G2, Yelp). Lots of trust language with zero verification links is trust theatre. Unlinked logo galleries count against it.

Commodity Fingerprint

Look at how much sentence length varies. Natural writing varies its rhythm; templated or mass-produced copy is statistically uniform. Very low variation reads as commodity content — unless unique named entities break the pattern.

Identity & Authority

Inspect the JSON-LD. Is there an Organization or Person schema, and does it carry sameAs links to real external profiles (LinkedIn, socials)? Missing schema or no identity declaration signals an anonymous entity.

Want to apply this lens yourself? The free BS Indicator Chrome extension runs these heuristic checks live on any page. Bear in mind it is a single-page, deterministic tool — it relies only on pattern rules for the page in front of it and does not perform the cross-page semantic correlation this audit uses, so its readout is a starting lens, not the full verdict.

B
BS Level
Software, SaaS & Tech Products
33.2 Avg BS

Based on 1130 businesses audited.

BS Detector

Software, SaaS & Tech Products BS: DBeaver (dbeaver.io)

https://dbeaver.io 📍 Industry: Software, SaaS & Tech Products
9 BS / 100

This is a rare example of a substance-first technical site. DBeaver avoids every major BS trope by substituting marketing adjectives with deep documentation, contributor transparency, and an unwavering focus on functional utility.

Info Density Power-words vs. Substance ratio.
3
10% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
0
0% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
1
5% BS
Commodity Fingerprint Detection of industry clichés/templates.
2
13% BS
Identity & Authority Expert verifiability & Schema depth.
3
20% BS

Implement SoftwareApplication and Organization schema to formalize technical authority in structured data. Integrate third-party review scores from platforms like G2 to provide external social proof for non-developer decision-makers. Add specific case studies showing how the PRO version impacts enterprise database workflows to complement the existing technical feature lists. Ensure every AI-related claim includes a direct link to the corresponding documentation page.

The website perfectly aligns with the Software and SaaS category, specifically targeting the database management niche. The presence of detailed changelogs, specific driver versions, and multi-platform installation guides confirms its status as a technical product rather than a marketing-led shell.

“The score of 9 reflects a near-total absence of bullshit. Minor points were only assigned for a lack of structured schema and the use of two or three generic power words in headings, which are nonetheless backed by immediate substance.”

Verified Analysis Date: May 26, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result
Brand AI Reputation