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MCP server mode: expose the Core pipeline as Model Context Protocol tools
architectureArchitecture and API boundary workArchitecture and API boundary workcoreCore package pipeline, contracts, and recommendationsCore package pipeline, contracts, and recommendationsenhancementNew feature or requestNew feature or requestserverHTTP / MCP server frontends (transports over Core)HTTP / MCP server frontends (transports over Core)Status: Open.#45 In stfc/goldilocks-core;HTTP API server mode: run goldilocks-core as a web server
architectureArchitecture and API boundary workArchitecture and API boundary workcoreCore package pipeline, contracts, and recommendationsCore package pipeline, contracts, and recommendationsenhancementNew feature or requestNew feature or requestserverHTTP / MCP server frontends (transports over Core)HTTP / MCP server frontends (transports over Core)Status: Open.#44 In stfc/goldilocks-core;Follow-ups from #39: stale docstrings, missing test coverage, silent dimensionality fallback
cleanupCode cleanup and consistency workCode cleanup and consistency workcontractsWork on Core contracts (typed records, hints, provenance)Work on Core contracts (typed records, hints, provenance)coreCore package pipeline, contracts, and recommendationsCore package pipeline, contracts, and recommendationsdocumentationImprovements or additions to documentationImprovements or additions to documentationtestingTest coverage and test infrastructureTest coverage and test infrastructureStatus: Open.#41 In stfc/goldilocks-core;Architecture: stage-aligned module layout for contracts / advisors / generation
architectureArchitecture and API boundary workArchitecture and API boundary workcontractsWork on Core contracts (typed records, hints, provenance)Work on Core contracts (typed records, hints, provenance)coreCore package pipeline, contracts, and recommendationsCore package pipeline, contracts, and recommendationsrefactorCode restructuring without behaviour changeCode restructuring without behaviour changestaged-coreStaged Core pipeline work linked to issue #8Staged Core pipeline work linked to issue #8Status: Open.#42 In stfc/goldilocks-core;Tie vdW method enumerations to a single source of truth
architectureArchitecture and API boundary workArchitecture and API boundary workcontractsWork on Core contracts (typed records, hints, provenance)Work on Core contracts (typed records, hints, provenance)coreCore package pipeline, contracts, and recommendationsCore package pipeline, contracts, and recommendationsStatus: Open.#43 In stfc/goldilocks-core;Generate stage: emit QE inputs via ASE instead of the hand-rolled string writer
architectureArchitecture and API boundary workArchitecture and API boundary workcoreCore package pipeline, contracts, and recommendationsCore package pipeline, contracts, and recommendationsrefactorCode restructuring without behaviour changeCode restructuring without behaviour changeStatus: Open.#40 In stfc/goldilocks-core;Reorganize ml/ by model family + feature-set registry as more models land
architectureArchitecture and API boundary workArchitecture and API boundary workcleanupCode cleanup and consistency workCode cleanup and consistency workmlMachine-learning model integration and feature extractionMachine-learning model integration and feature extractionrefactorCode restructuring without behaviour changeCode restructuring without behaviour changeStatus: Open.#37 In stfc/goldilocks-core;Cleanup: unify k-point spacing naming (k_spacing vs k_distance)
cleanupCode cleanup and consistency workCode cleanup and consistency workcontractsWork on Core contracts (typed records, hints, provenance)Work on Core contracts (typed records, hints, provenance)coreCore package pipeline, contracts, and recommendationsCore package pipeline, contracts, and recommendationsStatus: Open.#35 In stfc/goldilocks-core;Architecture: metallicity & magnetic ML belong in Analyze (fact-predicting ML)
architectureArchitecture and API boundary workArchitecture and API boundary workcontractsWork on Core contracts (typed records, hints, provenance)Work on Core contracts (typed records, hints, provenance)coreCore package pipeline, contracts, and recommendationsCore package pipeline, contracts, and recommendationsmlMachine-learning model integration and feature extractionMachine-learning model integration and feature extractionStatus: Open.#34 In stfc/goldilocks-core;Architecture: separate k-point sampling mode (task-driven) from density (structure/ML), and where ML k-point prediction belongs
architectureArchitecture and API boundary workArchitecture and API boundary workcoreCore package pipeline, contracts, and recommendationsCore package pipeline, contracts, and recommendationsmlMachine-learning model integration and feature extractionMachine-learning model integration and feature extractionStatus: Open.#33 In stfc/goldilocks-core;Built-in default ModelSpec with HuggingFace resolution (out-of-box ML k-points)
coreCore package pipeline, contracts, and recommendationsCore package pipeline, contracts, and recommendationsdependenciesPull requests that update a dependency filePull requests that update a dependency fileenhancementNew feature or requestNew feature or requestmlMachine-learning model integration and feature extractionMachine-learning model integration and feature extractionStatus: Open.#31 In stfc/goldilocks-core;Migrate CGCNN/QRF k-points predictor into the Kmesh backend seam
coreCore package pipeline, contracts, and recommendationsCore package pipeline, contracts, and recommendationsmlMachine-learning model integration and feature extractionMachine-learning model integration and feature extractionrefactorCode restructuring without behaviour changeCode restructuring without behaviour changeStatus: Open.#30 In stfc/goldilocks-core;