* 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>
* add in frontend
* draft openai handling
* upload to s3
* simpler output
* return s3 directly if any
* low quality
* implement for gemini
* handle imagen model
* handle image input
* cleaning
* remove base64 from output
* cleaning
* fix timeout
* handle openrouter
* remove log
* allow image input when creating image
* cleaning
* increase stack size
* inline everything
* revert stack size
* refactor: move AI executor types to separate module
- Created ai module structure with types.rs
- Moved all type definitions from ai_executor.rs to ai/types.rs
- No functional changes, just code organization
* refactor: add QueryBuilder trait and provider detection utilities
- Created QueryBuilder trait for abstracting provider-specific logic
- Added helper functions for provider detection (is_anthropic_provider)
- Implemented placeholder QueryBuilder for all providers
- Updated OpenAIRequest to use slices instead of Vec references
- All providers now have QueryBuilder implementations (using default for now)
* feat: implement OpenAI query builder with image support foundation
- Created proper OpenAI query builder implementation
- Added image_handler module for S3 upload/download utilities
- Separated text and image request building logic
- Added prepare_messages_for_api to handle S3Object conversion
- Foundation laid for supporting tools with image output
* refactor(ai): complete AI executor refactoring with query builder pattern
- Created modular structure under ai/ module
- Moved all types to ai/types.rs
- Created QueryBuilder trait for provider abstraction
- Implemented OpenAI query builder with image+tools support
- Added unified agent runner supporting both text and image outputs with tools
- Refactored run_agent to delegate to new unified implementation
- Added image handler utilities for S3 operations
- Improved code organization and maintainability
* cleaning
* feat(ai): implement remaining provider query builders
- Added Anthropic query builder with proper message conversion
- Added Google AI query builder with Gemini API support
- Added OpenRouter query builder delegating to OpenAI for compatibility
- Added missing Anthropic and Gemini types to types.rs
- Fixed type references and compilation errors
- All providers now support the unified query builder interface
* fixes
* fixes
* mime type + cleaning
* image to images
* handle mutlitple images
* fix
* remove agent_runner file
* clean query builder logic
* cleaning
* cleaning
* hide structured_output based on output type
* fix
* user images and not nested
* better descriptions
