Release Notes
Qurify Release Notes
The latest updates and feature improvements to the Qurify platform. This page is updated within 7 days of a product release.
Beta UpdateWhat's new
v 0.5.7
Knowledge Graph GUI Editing · Vision Index · Chunk Source View
New Features
Added GUI Editing for Knowledge Graphs
- Added a GUI for editing nodes and edges directly on the knowledge graph screen, in addition to the existing multi-turn chat method
- Edit requests are applied through a review-and-confirm flow
| Category | Key Functions |
|---|---|
| Create Node | Create a new node by directly entering its name, type, and description |
| Merge Nodes | Merge multiple nodes into one, with a preview of the merge result before confirmation |
| Split Node | Split a single node into multiple nodes by selecting evidence documents or sources |
| Create Edge | Create a new edge by directly specifying the relationship between nodes |
| Edit Edge | Edit the keywords and description of an edge |
- The knowledge graph preview modal now displays 1-hop nodes and source information
- Extended the GUI editing screen to also accept edit requests through chat
Added Vision Index
- Added a vision index for image-based retrieval in File collections
- Vision indexing can be enabled or disabled from the index type options when creating or editing a collection
- The list and details of the vision index can be viewed in Index View
Added Index View for DB Collections
- Extended the Index View menu, previously available only for File collections, to DB collections
- View the list and details of chunks generated from schemas, examples, and contexts
Added Index Details and Chunk Source View
- Visualized additional information for the vector index in Index View
- Added a chunk detail page for viewing the full content of an indexed chunk
| Entry Point | Description |
|---|---|
| Index View | Clicking a row in the index list opens the corresponding chunk detail |
| Knowledge Graph | Clicking a node or edge shows the source chunk content and provides a link to the original document |
| Chat | Clicking a vector search result opens the corresponding chunk detail |
- Added a copy button to the chunk detail section
Added Period and Feature Filters for Token Usage
- Added filters and aggregation items to broaden the scope of usage analysis
| Category | Description |
|---|---|
| Period Filter | Specify a query period directly from a calendar; the previous 5-day query limit has been removed |
| Usage by Feature | Aggregate and view token usage by feature, in addition to the existing tool and model breakdowns |
Enhanced DB Collection Management
- Added column-level selection when registering a DB collection and managing tables
- Expanded the selection scope from schemas and tables to individual columns
- Added the ability to rebuild only the failed indexes
- The rebuild button is disabled when there are no failed indexes
Added Prompt Upload for DB Collection Schema Descriptions
- Added the ability to upload a prompt file (txt, md) to use when generating schema descriptions for DB collections
- Uploading a prompt file from the 'Generate Description' action in the per-row table menu reflects that prompt when generating the description
- Uploaded prompt files can be viewed and deleted; an existing file must be deleted before uploading a new one
Changes
Improved Multi-Schema Support for DB Collections
- Changed description generation to run per schema in multi-schema environments
- Fixed an issue where only the first schema's ERD was displayed, so each schema's ERD can now be viewed
Improved Index List and Search Usability
- Increased the maximum number of full-text search results to 50
- Changed the result count options for index search to 10/20/30/40/50
- Reorganized the index display order and table layout on the Document View screen
- Enabled stopping indexing while in the Pending state
Improved Common UI Components and Interactions
- Improved the UI of the Pagination and Calendar features
- Enabled starting a new chat while the sidebar is collapsed
Other Improvements
- Improved the knowledge graph storage structure and retrieval methods to enhance search and answer quality
- Added support for setting a chat response model per collection, and updated the default response and embedding model configuration
v 0.5.6
Ontology V2 Search Engine · Index Details · Secret Key Management
New Features
Introduced Ontology V2 Search Engine
- Introduced Ontology V2, a completely revamped knowledge base search engine
| Category | Description |
|---|---|
| Single entry point search | A single query automatically handles everything from selecting the right collection to SQL generation and validation |
| More accurate collection selection | The LLM directly scores the relevance between the question and each knowledge base, reducing cases where irrelevant collections were selected |
| Safe SQL execution | Before running generated SQL, verifies that the query is permitted, correctly written, and executes without issues, and automatically blocks commands that modify or delete data |
| Faster large-scale data exploration | Search path calculation now runs on a preloaded graph, so search speed holds up even on databases with many tables |
| Execution process visibility | Provides tracing information on the internal steps the tool took while generating an answer (collection relevance, document count, per-step arguments and elapsed time, knowledge graph, search context, and more) |
Added Index Detail Page for File Collections
- The index detail page can be accessed from the Index View page and from the Evidence cards in the knowledge graph
| Index Type | Items Shown |
|---|---|
| Vector | Index type, tokens, creation time, details |
| Full-text | Index type, document ID, chunk length, details |
| Summary | Index type, status, creation time, details |
Added Graph Rebuild Options for File Collections
- Added options to choose the rebuild scope when rebuilding a graph
| Option | Description |
|---|---|
| Rebuild selected documents only | Rebuilds only the individual graphs of the selected documents |
| Rebuild selected documents and the entire knowledge graph | Rebuilds the individual graphs of the selected documents together with the entire knowledge graph of the file collection |
- Added the ability for users to rebuild the graph directly via the 'Generate Knowledge Graph' button on the knowledge graph page
Added Evaluation and Convenience Features for DB Collections
- Added the ability to generate questions from the DB collection's internal data and evaluate them
- Added an ERD view page that visualizes table/column information
- Added collection deletion, name/description editing, and DB connection info viewing
- Added CAN_JOIN relationships that connect tables linked by foreign keys
Added Indexing Cancellation for Collections
- Added the ability to stop indexing in File/DB collections
- Cancellation is supported while a document is in the 'In progress' or 'Reindexing' state
| Status | Description |
|---|---|
| Canceled | Canceled during new index creation |
| Reindexing | A usable index exists while a new version of the index is being regenerated |
| Outdated | A usable index exists, but the latest regeneration request did not succeed, so the index is not up to date |
Added Secret Key Management
- Added per-user secret key issuance and management so external agents can call Qurify MCP tools
- Track usage, budget, and expiration date per key
| Function | Description |
|---|---|
| Issue | Select a key name and expiration date (the key value can only be viewed at first issuance) |
| List | View key name, creation/expiration date, and usage (USD) |
| Delete | Delete an issued secret key |
Changes
Improved Index View UI for File Collections
- Changed the Index View page UI from a card layout to a tab-based layout, removing a navigation depth
Unified Collection Registration Flow
- Unified the registration flow for DB and File collections
- Moved the database connection step for DB collections into the collection itself
UI/UX Improvements
- Updated the file collection document upload UI so documents can be uploaded via drag and drop even when previously uploaded documents exist
- Added a loading UI in chat when the delay between tool execution results grows long
v 0.5.5
Knowledge Graph Editing · Mobile UI · DB Collection Enhancements
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
v 0.5.4
Concept-Evidence Graph · DB Context · Dialect Expansion
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
v 0.5.3
Token Usage Dashboard · n8n Workflow Integration
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
v 0.5.2
DB Collections · Conversation Q&A Evaluation
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
v 0.5.1
Q&A Evaluation Management · Knowledge Graph Visualization
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.
v 0.5.0
Chat History · Qurify Files MCP
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
v 0.4.6
Advanced Generation Settings · RAG Folder & Document Management
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
v 0.4.5
Table & Column Detail Drawer · Search
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
v 0.4.4
Tutorial Agent · Tool Execution Results
New Features
Qurify Tutorial Agent
- Updated tutorial agent for Qurify functionality learning
Tool Execution Result Enhancement
| Category | Details |
|---|---|
| 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
| Category | Details |
|---|---|
| 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
v 0.4.3
Prompt Configuration · MCP Server Integration
New Features
Prompt Configuration Setting
- Added ability to individually configure four types of prompts for enhanced customization
| Category | Details |
|---|---|
| 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
| Category | Details |
|---|---|
| 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
| Category | Details |
|---|---|
| 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 |