1

2

3

4

5

6

7

8

9

10

Posts

0.5.5

May 18, 2026

New Features

Added Knowledge Graph (Ontology) Editing

  • Added functionality to manually edit knowledge graphs for DB and File collections

  • Supports editing nodes and edges through multi-turn interactive chat

Category

Editable Items

Node

Name, Type, Description

Edge

Keyword, Description

Launched Qurify Mobile UI

  • Added dedicated mobile interfaces for key features to ensure a seamless experience on the go

  • Supported Screens: Login/Signup and Chat screens

Enhanced DB Collection Features

  • Added vector indexing and context graph generation to improve retrieval performance and visualization

Menu

Key Added Functions

Schema

Table description generation, Graph generation, Vector index generation

Example

Q-SQL example generation, Graph generation, Vector index generation

Context

Context-based graph generation, Vector index generation, Deletion

Advanced Token Usage Management

  • Added tool-specific usage tracking for more detailed cost and resource management

  • View model info, cost, execution count, and token usage for each MCP server and tool

Changes

Unified Side Navigation and Collection UI

  • Replaced the previous dynamic sidebar with a unified sidebar consistent across all pages

  • Improved access to Chat, Collections, and Workflow lists through the 'Common Sidebar'

  • Added UI indicators to display the indexing status of each collection within the sidebar and lists

  • Redesigned the Collection page UI

Integrated Qurify MCP Services

  • Merged the existing Qurify Database and Qurify Files MCPs into a single 'Qurify Ontology MCP'

  • Reorganized the tool lineup through migration, merging, and removal of old tools alongside the addition of new ones

Improved Login and Signup UI

  • Updated the images and text on the right side of the screen to better reflect Qurify's ontology-based identity

0.5.4

Mar 17, 2026

New Features

Enhanced Concept-Evidence Graph for File & DB Collections

  • Added a graph feature to visualize relationships between concepts and verify supporting evidence

  • View detailed information and evidence through a drawer by clicking on concept nodes or edges

Category

Key Functions

File Collection

Added ability to view individual graphs for each document

DB Collection

Generate Concept-Evidence Graphs at any time from the Knowledge Graph page after schema graph generation

 Added Indexing Visualization Menu for File Collections

  • Added a menu to visually confirm indexing status and processed data for each document

Index Type

Key Metrics & Management Items

Vector

Indexing status per document, total chunk count, and token usage info

Full-text

Check chunk content and length, and verify highlights and scores via chunk search

Summary

View and edit document summaries, and check summary coverage
(Available when 'Summary' index is enabled)

Integrated DB Collection Context & Question-SQL Examples

  • Added context and Question-SQL examples management to aid database understanding

Function

Description

Context Management

Create, edit, and delete name/content-based contexts that assist Qurify in understanding database data

Question-SQL Examples

Automatically generate or manually add question & SQL pairs using schema and table info

Generation Options

Configure detailed settings such as iteration count, generation direction (SQL-to-Q/Q-to-SQL), and reference count

Enabled DB Collection Querying in Chat

  • Added functionality to select DB collections during chat for relevant queries

  • Introduced specialized tools for DB collection-based conversations

Function

Description

Data Info Retrieval

Browse detailed database information, including tables and columns

SQL Example Usage

Search for and execute registered SQL examples directly

Expanded Supported Dialects for DB Collections

  • Added support for various Database Management Systems (DBMS) beyond PostgreSQL

  • Newly added dialects: MySQL, MSSQL, Oracle, Databricks

Improved UI for Tool Results and In-Conversation Knowledge Graphs

  • Enhanced readability by rendering qurify_files MCP tool results and search index settings in a table format

  • Added functionality to switch between two view types for knowledge graphs provided in conversation results

Category

Description

Graph View

Visualize relationships through a network of nodes and edges

Data View

Browse the raw data constructing the graph in a table format

Changes

Advanced RAG Retrieval Performance

  • Improved response quality by removing unimportant or redundant information from RAG retrieval results

Reorganized DB Collection Management UI Layout

  • Updated the main UI structure to allow unified management of contexts, schemas, and examples

Improved General Usability

  • Expanded the clickable range of checkboxes and buttons within tables to enhance user convenience

0.5.3

Feb 9, 2026

New Features

Added Token Usage Visualization

  • Added a dashboard to intuitively track token consumption based on service usage

  • Accessible via Profile photo -> 'Token Usage' menu at the bottom of the sidebar

Category

Key Metrics

Usage Overview

Overall usage statistics including request count, total tokens, and cost

Daily Usage

Daily usage trends and statistics for recent dates

Usage by Provider

Analysis of token consumption for each service provider

Usage by Model

Detailed usage information for each AI model used in conversations

Added n8n Workflow Integration

  • Added the ability to browse and request n8n workflows directly

  • Accessible via the 'Workflow' menu in the sidebar

  • Provides two types of workflows (Chat Workflow, Request-Response Workflow)

Changes

Updated Settings Sidebar UI

  • Improved the design and menu structure of the sidebar within the settings page

Updated Collection UI

  • Modified document icons & indexing status badges for file collections

0.5.2

Jan 20, 2026

New Features

DB Collections

  • Added a management feature for DB collections based on databases

Function

Description

Collection Management

Features to add new collections and refresh status

Data Configuration

Define data scope through schema and table selection

Table Description Generation

Auto-generation of table descriptions using LLM

Added Conversation Question-Evaluation

  • Added a feature to auto-generate questions for use in conversation question-evaluation

  • Path: Personalization - Conversation Question Set Management - Question Set - Auto-generate Questions

  • Allows customization of question generation options by specifying the number of questions and inputting custom prompts

Changes

Improved Context for RAG Question-Evaluation

  • Switched document selection to a random sampling method

  • Prevents omission of specific documents and ensures data diversity

Improved Conversation and Navigation UI

  • Relocated DB selection: Moved from the chat sidebar into the chat input

  • Updated and improved the Question-Evaluation UI

  • Updated the side navigation menu structure

0.5.1

Jan 5, 2026

New Features

Added Conversation Question-Evaluation Management

  • Added a feature to manage DB-based conversation questions and evaluations.

  • Accessible via the button at the top of the conversation sidebar or through the Personalization page.

Advanced Management for Question-SQL Examples

  • Added filtering and multi-tasking features for more efficient example searching and management.

    Category

    Key Functions

    SQL-Example Filtering

    Search by specific targets: All, Question, or SQL.

    Bulk Tasks

    Added multi-select and bulk delete functionality for managing examples.

Advanced Collection Features and Knowledge Graph Visualization

  • Added a Knowledge Graph feature to visualize and analyze relationships within collection data.

    • Supports node search, detailed info viewing, relationship tracking, and category-based filtering.

  • Improved rendering speed and efficiency for large-scale Markdown documents.

Improved Conversation Usability

  • Added chat history deletion and updated the conversation sidebar UI.

  • Enhanced the conversation title extraction logic to automatically generate more intuitive titles based on content.

Changes

UI/UX and Visibility Improvements

  • Adjusted fonts for the sidebar and page descriptions.

  • Improved the Breadcrumb UI in the Personalization page.

  • Enhanced the UI for Table & Column Information Management and SQL-Example Management.

0.5.0

Nov 3, 2025

New Features

Added Chat History Feature

  • Added the ability to view previous conversation history in the sidebar and continue the chat

Added Qurify Files MCP and Advanced Document Management

  • Added the new Qurify Files MCP tool

  • Added and improved Collection Management, Document Management, and Question Answering Evaluation features

Category

Description

Collection Management

  • Changed from table view to card UI and added collection search

  • Added selectable indexing options during collection creation/editing (Vector, Full-Text Search, Summary, Vision)

Document Management

  • Added ability to check indexing progress per document and rebuild index

  • Added document search, column visibility, and items-per-page options

  • Added document detail view page (supports PDF/Markdown)

Question Answering Evaluation

  • Added feature to evaluate the system's responses using registered question sets per collection

  • Question sets (Q&A pairs) can be added manually or auto-generated

  • Compares system responses with question sets to derive an evaluation score

Added In-Conversation Collection & Prompt Selection

  • Improved chat input UI to allow selection of MCP tools, agents, collections, and prompts

Category

Description

Collection

Collections created in 'Collection Management' can be selected and referenced during a conversation

Prompt

Create and apply prompts belonging to each MCP tool to improve conversation quality

Changes

UI & Layout Improvement

  • Reorganized the side navigation bar menu structure (e.g., 'Start New Chat', 'Conversations', 'Document Management', 'Personalization')

  • Improved visibility by modifying the common layout for 'Settings' and 'Personalization' pages

0.4.6

Sep 22, 2025

New Features

Added Settings for Auto-Generation, Conversation, and Tool Calls

  • Added detailed setting options to optimize LLM responses and tool calls

Category

Details

Auto-Generation for Descriptions

  • Settings for generating table and column descriptions.

  • e.g., Columns processed per run, DB analysis scope, number of reference data, retry attempts, etc.

Auto-Generation for Examples

  • Settings for generating Question-SQL examples.

  • e.g., Number of generation iterations, SQL-to-Question count, Question-to-SQL count, etc.

Response Scale

  • Settings to optimize response quality and token usage.

  • e.g., Response length, tokens for SQL examples, etc.

Tool Call

  • Settings to optimize data scope and processing for tool usage.

  • e.g., Number of similar documents to retrieve, chunk size, chunk overlap, etc.

Advanced Management for Question-SQL Examples

  • Upgraded the Question-SQL example management page

    • Changed UI from a Modal to a full Page View

    • Added separate management for default and user-added examples

    • Users can now add, edit, and delete examples either manually or through auto-generation

    • Added functions for copying, expanding view, CSV downloading, and searching examples

  • Added the ability to save examples generated during a conversation

    • Saved examples can be managed on the 'User-Added Examples' page

Added RAG Folder & Document Management

  • Added features to create folders and manage related documents on the RAG page

Category

Details

Folders Management

  • Create, edit, and delete folders.

  • Assign names and metadata (JSON) per folder.

Documents Management

  • Upload documents (pdf, txt, md, docx) to each folder.

  • Set detailed options like metadata and chunk size before upload.

  • View details and delete documents and chunks.

Documents Search

  • Search for documents within each folder.

  • Apply filters such as number of results, search type (semantic/keyword/hybrid), etc.


Changes

Improved Side Navigation Bar UI

  • Changed the 'Settings' and 'Help' menus to a dropdown style

  • Added icons to each menu item for better readability

0.4.5

Sep 4, 2025

New Features

Added Detailed View for Tables & Columns

  • Added a drawer feature to view detailed information from the right side when a table or column is selected

  • Can be accessed from the sidebar, ERD, and the information management menu

  • The information displayed is as follows:

Category

Details

Common

Database, Schema, Description, Alias, Memo

Column

Parent table name, Sample data, PK/FK status, Type, Default value, Nullable status

Added Editing Feature for Table & Column Information

  • Directly edit some information for tables and columns within the details drawer

Category

Editable Items

Table

Description, Alias

Column

Description, Alias, Sample data

Added Search Functionality for Tables & Columns

  • Added a search function to make it easier to find desired tables & columns

Category

Search Location

Table

Sidebar or 'Table & Column Information Management'

Column

'Table & Column Information Management' menu → More options for each table


Changes

Improved UI for Table & Column Information Management

  • Separated The UI of the existing 'Table & Column Information Management' menu into a table view and a column view

  • Allowing for clearer confirmation of desired information

Other Usability Improvements

  • Changed The data download button from an icon to text ("Download CSV")

  • Optimized tool call speed by improving the internal table structure

0.4.4

Aug 6, 2025

New Features

Qurify Tutorial Agent

  • Updated tutorial agent for Qurify functionality learning

Tool Execution Result Enhancement

SQL Editor

Direct editing, execution, and copying of Qurify-generated SQL queries

Result-based Follow-up Questions

Reference Qurify execution results for subsequent inquiries

CSV-based Result Download

Export table-format responses as CSV files

Fuction-calling Arguments Display

Table-format visualization of arguments passed during tool calls

Database Connection Management

  • Updated functionality to disconnect databases linked to user accounts


Changes

UI Improvements & Convenience Features

Personal Settings Menu Relocation

Moved personal customization options below table & column selection

  • Prompt Configuration Settings

  • Table/Column Information Management

  • Question-SQL Example Management

Side Menu Configuration Updates

Added quick access shortcut buttons

  • Landing Page

  • Tech Blog

  • Release Notes

  • Bug Report

Main Layout Modifications

Added tutorial-related features

  • Chat ↔ Learn Qurify toggle switch button

  • Learn Qurify quick access shortcut

Chatbot Tool Response Improvements

  • Updated functionality to register and store available chatbot tool lists in the system

  • Improved internal connection methods for optimized tool call execution

0.4.3

Jul 4, 2025

New Features

Prompt Configuration Setting

  • Added ability to individually configure four types of prompts for enhanced customization

    System Prompt

    Core system behavior configuration

    SQL Generation Prompt

    Creating accurate SQL queries

    DB Guidelines Prompt

    Generating natural language descriptions of tables & columns

    Text-to-SQL Example Generation Prompt

    Generating question-SQL pairs as examples for sample


MCP Server Integration & Configuration

  • 3 built-in MCP servers

    Qurify MCP Server

    Natural language processing-based DB query and analysis tools

    PostgreSQL

    Open source-based ORDBMS

    Perplexity

    Interactive AI search engine service

  • Add, edit, and delete new MCP servers

    • Support for Streamable HTTP, SSE, STDIO connection methods

  • View MCP server list, activation status, and number of applied servers


Changes

Management Button Separation

  • Split integrated management functionality into two distinct buttons for improved usability

    Table/Column Information Management

    View and manage table properties and data

    Question-SQL Example Management

    View and manage example questions and SQL query pairs used for training

Service

Contact

Tel) +82 70-7151-9357

Terms of Service

Privacy Policy

SmartMind AI. Inc.

4F, 11, Nonhyeon-ro 16-gil, Gangnam-gu, Seoul, 06307, Republic of Korea

© Since 2018 SmartMind AI. Inc. All Right Reserved.

Service

Contact

Tel) +82 70-7151-9357

Terms of Service

Privacy Policy

SmartMind AI. Inc.

4F, 11, Nonhyeon-ro 16-gil, Gangnam-gu, Seoul, 06307, Republic of Korea

© Since 2018 SmartMind AI. Inc. All Right Reserved.


Service

Contact

Tel) +82 70-7151-9357

Terms of Service

Privacy Policy

Smartmind AI. Inc.

4F, 11, Nonhyeon-ro 16-gil, Gangnam-gu, Seoul, 06307, Republic of Korea
© Since 2018 SmartMind AI. Inc. All Right Reserved.