* 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>
* Improve minio on flake.nix
* Add first asset parsing logic for ansible
* Correct html gt sign
* Decouple s3 file picker from drawer
* Factor duplicate code into snippet
* Update S3FilePickerInner to be compatible
* Fix pane shrinking issue
* Git repo viewer
* Change GitRepoViewer
* Endpoints for git repo visualizer
* Move git repo viewer to its own component
* Add button to populate git repo viewer
* Update parser yaml for new ansisble features (repo viewer)
* Reflect parser changes for ansible
* Add button to add the git repo mode of declaration for ansible
* Factor function
* Playbook + inventories into the drawer
* Add button to add inventories from s3
* Move tests to lib.rs
* Inventory loading from s3
* Move get github app token logic to be reused by ansible
* Update parser and ansible executor
* Use the correct path for inventories
* Add nushell to flake for wasm builds
* Add published parser
* Update hubPaths with clone and upload to s3
* Update ee-repo to the branch ref
* Fix npm run check
* Update cargo.lock
* Change labels on buttons
* Remove debug log
* Update ee-repo-ref
* Fix ee issues
* Update ee-repo ref
* Fix typo
* Fix ee
* Update ee-repo-ref
* Fix missing imports
* Unused var
* Fix typo
* Layout improvents
* Fix typos
* Remove unused function and log
---------
Co-authored-by: Ruben Fiszel <ruben@windmill.dev>
* chore(mcp): display API endpoint tools in MCP URL generation
- Add list of 24 API endpoint tools that are always available via MCP
- Display API endpoints as green badges below scripts/flows list
- Update tooltip to mention 'scripts, flows, and API endpoints'
- Show count of available API endpoints in the UI
API endpoints include operations for variables, resources, scripts, flows,
jobs, schedules, and workers.
Co-authored-by: windmill-internal-app[bot] <windmill-internal-app[bot]@users.noreply.github.com>
* better
* nit
---------
Co-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>
Co-authored-by: windmill-internal-app[bot] <windmill-internal-app[bot]@users.noreply.github.com>
* feat: allow setting custom cors header on http trigger
* preflight
* headers one by one
* perf: optimize conditional_cors_middleware by checking existing headers first
Improves performance by iterating through existing headers once and using
flags to track which CORS headers need to be inserted, avoiding unnecessary
header lookups for the common case where headers are not present
Co-authored-by: Ruben Fiszel <rubenfiszel@users.noreply.github.com>
* refactor: use not_insert flags in conditional_cors_middleware for clarity
Changed the conditional_cors_middleware logic to use not_insert_* flags
instead of needs_* flags as suggested, which better represents the intent
when iterating through existing headers first.
Co-authored-by: Alexander Petric <alpetric@users.noreply.github.com>
---------
Co-authored-by: claude[bot] <209825114+claude[bot]@users.noreply.github.com>
Co-authored-by: Ruben Fiszel <rubenfiszel@users.noreply.github.com>
* use own folder for memory
* fixes
* better chat interface
* fix export tab
* move in folder
* dont show flow graph if chat mode
* fix
* fix too long title
* fix user message
* fix
* fix
* remove from server
* cleaner
* cleaning
* cleaning
* cleaning
* fix: show that user is disabled in workspacelist
* Update SQLx metadata
---------
Co-authored-by: windmill-internal-app[bot] <windmill-internal-app[bot]@users.noreply.github.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>
