* draft mcp client
* testing
* fix
* cleaning
* mcp resource in inputtransforms
* cleaning
* big cleaning
* cleaning
* no arc
* add utils file
* refactor tools
* add mcp actions
* draft frontend
* send arguments from backend
* better frontend
* cleaning
* use token for auth
* add logo
* rm
* fix
* fix
* chore: refactor mcp for ai agents (#6829)
* Add Tool enum for AIAgent with backward compatibility
- Created Tool enum that can be either Windmill (FlowModule) or Mcp (resource reference)
- Created McpToolRef struct to hold MCP resource path
- Implemented custom Deserialize for Tool with backward compatibility:
- New format: {type: 'windmill'|'mcp', ...}
- Old format: FlowModule objects (automatically wrapped in Tool::Windmill)
- Updated AIAgent to use Vec<Tool> instead of Vec<FlowModule>
- Updated FlowValue::traverse_leafs to handle Tool enum
- Backward compatible: old flows with Vec<FlowModule> will deserialize correctly
* Refactor AI executor to process Tool enum instead of extracting MCP from input_transforms
- Separate Windmill tools and MCP resource paths from tools list
- Process Windmill FlowModules into Tool definitions
- Load MCP tools from resource paths in Tool::Mcp variants
- Remove old logic that extracted mcp_resources from input_transforms
- Import FlowModule, remove unused InputTransform
- Fix type issues: use .as_str() for path and handle Option<bool> properly
* handle in args
* mcp as flowmodule
* frontend
* config for mcp
* simplify logic
* fix ai executor logic
* cleaning
* clean frontend
* fix
* better resource picker
* fix and styling
* add endpoint to fetch tools
* apply tool filtering
* fix name validation
* better ui
* use cache
* fix
* fix merge
* refactor: Separate MCP tools from FlowModule in AIAgent
- Add new AgentTool, ToolValue, and McpToolValue types
- Update AIAgent to use Vec<AgentTool> instead of Vec<FlowModule>
- Implement From traits for clean conversion between AgentTool and FlowModule
- Add backward compatibility via custom deserializer for AgentTool
- Simplify resolve_module logic by reusing existing resolve_modules function
- Update traverse_leafs to handle AgentTool structure
This refactoring separates MCP tools from FlowModule tools, making the
type system clearer and eliminating the need to treat MCP servers as
a special case of FlowModule.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* refactor: Update ai_executor and worker_lockfiles for AgentTool
- Update ai_executor.rs to handle new AgentTool structure
- Separate MCP tools from FlowModule tools using ToolValue enum
- Convert AgentTool to FlowModule for backward compatibility
- Add imports for AgentTool and ToolValue types
- Update worker_lockfiles.rs for lazy loading optimization
- Convert AgentTool <-> FlowModule in insert_flow_modules
- Preserve lazy loading for FlowModule tools via modules_node
- Keep MCP tools inline (lightweight, no need for lazy loading)
- Maintain backward compatibility with existing flows
This enables the lazy loading optimization for FlowModule tools while
keeping MCP tools inline, balancing performance and simplicity.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* cleaning
* adapt frontend
* cleaning
* cleaning
* type fix
* cleaning
* fix back comp
* move mcp button position
* nit
* cleaning
* fix nested removal
* cleaning
* opti
* fix chat markdown display
* fix chat messages layout
* fix back comp frontend
* fix deserializer
* nit
* simpler serializer
* use if else
---------
Co-authored-by: Claude <noreply@anthropic.com>
* add toggle option + chat interface
* backend impl
* draft
* put info in schema
* Revert "backend impl"
This reverts commit c534eeb49986424e2c12e2c5642be4e17ba380d1.
* chat interface in flow input
* cleaning
* add logic for running flow + styling
* handle historic args
* fix frontend changes
* add tables
* add conv list
* add endpoints
* adapt frontend
* list message logic
* save message in db
* save response in db
* cleaning
* better migrations
* refresh on new conv
* better logic for messages
* nit
* genere conversation uuid from frontend
* store chat mode info in flow status
* better ui for chat
* collapse chat
* ui
* infinite scroll on convs
* infinite scroll on messages
* fix ui
* new chat entry on new
* cleaning
* change setting logic
* fix test logic from flow input
* move toggle to input
* add warning modal when enabling chat mode
* add summary and explanation on inline script
* add hint for chat mode on user_message desc
* show chat message instead of input in graph
* add warning for triggers
* one logo when not expanded
* use infinitelist for conversations
* add warning when deployment in progress
* full width button
* better icon for menu
* better input + nits
* put toggle in action
* use waitjob
* cleaning
* cleaning
* scroll on new + cleaning
* use enum
* fix logic
* full screen
* cleaning
* exit on updatesqlx error
* Update SQLx metadata
* fix
* cleaning
* add for wait result endpoint
* add missing drop
* delete cascade
* fix: use macro version of query_as in flow_conversations.rs
Use sqlx::query_as! macro instead of query_as function for compile-time
SQL validation and better type safety
Co-authored-by: centdix <centdix@users.noreply.github.com>
* fix: update comment to clarify conversation message update condition
The comment now accurately reflects that the update happens when
it's a flow and it's done (flow_is_done)
Co-authored-by: centdix <centdix@users.noreply.github.com>
* fix: only parse chat_input_enabled if conditions are met
Move the parse_chat_input_enabled() call inside the condition check
to avoid unnecessary parsing when the flow is not done or unsuccessful
Co-authored-by: centdix <centdix@users.noreply.github.com>
* fix: use the same transaction for conversation creation
Pass transaction to get_or_create_conversation_with_id instead of
creating a new one, ensuring all operations are atomic
Co-authored-by: centdix <centdix@users.noreply.github.com>
* fix: remove update trigger and handle updated_at in application code
Remove the database trigger that automatically updates conversation
timestamp and instead update it explicitly when creating messages.
This gives better control and consistency.
Co-authored-by: centdix <centdix@users.noreply.github.com>
* Update SQLx metadata
* cleaning
* feat(aiagent): handle memory (#6719)
* implement memory
* s3 logic for memory
* fix typo
* much cleaner
* cleaning
* cleaning
* only if chat
* display nit
* nit
* fix stack overflow
* cleaning
* use len arg from input
* cleaning
* change order
* delete memory when conv deleted
* cleaning
* nit
* show description in expr mode
* opti
* opti
* updatee ref
* store string as simple string
* use markdown
* do not wait for deletion
* add delete loading
* fix logic
* fix markdown
* Update ee-repo-ref.txt
* Update SQLx metadata
* fix in test interface
* nit
* nit
* fix layout
* use memory_id to store memory
* shorter description
* rls + grant
* fix text overflow
* extract output from res
* cleaning
* handle streaming
* cleaning
* fix tool error
* nit
* update ref
* fix
* Update SQLx metadata
* nit
---------
Co-authored-by: windmill-internal-app[bot] <windmill-internal-app[bot]@users.noreply.github.com>
Co-authored-by: claude[bot] <209825114+claude[bot]@users.noreply.github.com>
Co-authored-by: centdix <centdix@users.noreply.github.com>
Co-authored-by: Ruben Fiszel <ruben@windmill.dev>
