Add MCP optimizer implementation for semantic tool discovery#3440

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therealnb wants to merge 72 commits intomainfrom

optimizer-implementation

Commits on Jan 28, 2026

Infrastructure improvements and bugfixes for vMCP
nigel brown
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fix: Update CallTool and GetPrompt signatures to match BackendClient interface
nigel brown
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fix: Update ReadResource signature to match BackendClient interface
nigel brown
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fix: Pass selfURL parameter to health.NewMonitor
nigel brown
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Update vmcp/README

jerm-dro
authored and
nigel brown
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feat: Add optimizer package with semantic tool discovery and ingestion (#3253)
Nigel Brown
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feat: Add optimizer integration endpoints and tool discovery (#3318)
Nigel Brown
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fix: Resolve tool names in optim.find_tool to match routing table (#3337)
Nigel Brown
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Add token metrics and observability to optimizer integration (#3347)
Nigel Brown
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Add dynamic/static mode support to VirtualMCPServer operator (#3235)

authored and
nigel brown
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fix: Resolve tool names in optim.find_tool to match routing table (#3337)
Nigel Brown
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feat: Add DeepCopy and Kubernetes service resolution for optimizer config
nigel brown
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fix: Add remaining Kubernetes optimizer integration fixes from PR #3359
nigel brown
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Fix unrecognized dotty names
nigel brown
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Fix failed CI checks: remove broken optimizer adapter files and fix version badge
nigel brown
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Add license headers to all optimizer package files
nigel brown
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Fix linting errors: gci formatting, gocyclo complexity, lll line length
nigel brown
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Add license headers to remaining files missing SPDX headers
nigel brown
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Fix CI check failures: license headers, linting, and tests
nigel brown
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Refactor HybridSearchRatio from float64 to int percentage
nigel brown
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demo scripts
nigel brown
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Restore schema tests for optimizer tool inputs
nigel brown
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Remove EmbeddingService field, simplify to use only EmbeddingURL
nigel brown
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Restore optimizer adapter pattern and remove router check
nigel brown
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Move optimizer package to cmd/thv-operator/pkg/optimizer
nigel brown
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Revert excessive spdx license changes
nigel brown
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Fix linting issues and add optimizer adapter tests
nigel brown
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Allow % for hybridSearchRatio
nigel brown
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Fix linting issues: Go imports, staticcheck, and Helm chart docs
nigel brown
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Regenerate CRDs and CRD docs after recent changes
nigel brown
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Removing collateral changes after review.
nigel brown
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This is required
nigel brown
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Fix optimizer mode to expose only find_tool and call_tool
nigel brown
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Refactor optimizer integration to be more modular
nigel brown
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Add back OnRegisterSession method for test compatibility
nigel brown
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Fix code formatting
nigel brown
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Refactor: Move OptimizerIntegration interface to optimizer package
nigel brown
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Update mock file: remove OptimizerIntegration mock
nigel brown
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Refactor: Remove server.OptimizerConfig, move conversion to optimizer package
nigel brown
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Refactor: Move optimizer initialization to Start() and restore StatusReporter
nigel brown
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Remove optimizer implementation files and code
nigel brown
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Add fts5 build tags and test-optimizer task for optimizer implementation
nigel brown
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Restore optimizer implementation files
nigel brown
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Add optimizer implementation files
nigel brown
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Fix BackendClient interface method signatures
nigel brown
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Fix NewHealthChecker calls in checker_test.go to include selfURL parameter
nigel brown
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Fix NewMonitor calls in monitor_test.go to include selfURL parameter
nigel brown
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Fix Go import formatting issues (gci linter)
nigel brown
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Refactor createCallToolHandler to reduce cyclomatic complexity
nigel brown
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Fix optimizer e2e test by enabling optimizer mode
nigel brown
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Fix formatting in optimizer e2e test
nigel brown
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Use placeholder embedding backend in optimizer e2e test
nigel brown
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Mark optimizer E2E test as pending until config conversion is implemented
nigel brown
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Enable optimizer E2E test with placeholder embedding backend
nigel brown
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Fix DELETE workload test to not show 'removing' workloads
nigel brown
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Fix formatting in api_workloads_test.go
nigel brown
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Mark optimizer E2E test as Pending - requires external service
nigel brown
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Fix Pending syntax for optimizer E2E test
nigel brown
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Fix VirtualMCPServer CRD optimizer enum values
nigel brown
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Refactor optimizer db package to use interface-based design
nigel brown
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Refactor optimizer to interface-based architecture with consolidated packages
nigel brown
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Move OptimizerHandlerProvider interface to handler factory
nigel brown
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Remove optimizer config translation layer
nigel brown
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Fix undefined OptimizerIntegration type in server.go
nigel brown
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accidental check-in
nigel brown
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Merge branch 'main' into optimizer-implementation
Nigel Brown
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Fix nil pointer dereference in optimizer methods
nigel brown
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Fix linting issues: line length, unused code, receiver names
nigel brown
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Merge branch 'main' into optimizer-implementation
Nigel Brown
authored
This is a separate PR
nigel brown
committed
Merge branch 'main' into optimizer-implementation
Nigel Brown
authored

Commits on Jan 29, 2026

Fix telemetry serviceVersion validation to support optional field
nigel brown
committed