Group: Integrallis

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Metric framework, MFCQI calculator (geometric mean), source-file utilities

SIMD distance kernels, vector types, and memory abstractions

models — models-api

Embedded vector collection with persistence, metadata filtering, and ANN indexes

Framework-neutral VCR record/replay engine over StorageBackend

Pluggable caching SPI (VectorCache / SemanticCache) with Caffeine default

Off-heap memory, mmap, arena-based storage, and on-disk formats

Integrallis Mfcqi

Scalar, product, binary, and non-uniform vector quantization

models — models-runtime

models — backend-java

shields.io badge generation — URL, endpoint JSON, and markdown output

MFCQI calculator assembly — the default metric registry for Java, Kotlin, and mixed

Quality-gate evaluator — reads .mfcqi.yaml gates and scores the analysis result

Security SAST metric — source-level Java analog of Bandit's pattern checks (weak crypto, command injection, deserialization, path traversal, insecure RNG, XXE, SSL trust-all)

Bytecode security scanner (SpotBugs + FindSecBugs) for the MFCQI security metric

Hybrid search: retriever SPIs, text index SPI, fusion strategies (RRF, weighted)

models — backend-native

Dependency CVE metric — wraps OWASP Dependency-Check core (no API key required; uses the public NVD feed)

Hash-based block duplication detection (port of the Python reference algorithm)