API to fetch and post centralised explainability related meta data and transactional data

Core explainability algorithms and model interfaces for ExplainAI

Single-package Qarar SDK (spec + engine + explainability)

**Explicabl** is GatewayStack’s **explainability & audit layer**. It emits a **structured JSON event for every request** flowing through the GatewayStack pipeline, enabling:

Model interpretability and explainability

Automatic token compression for AI agent tool outputs. 60-90% fewer tokens, full explainability.

AI explainability & transparency report generator MCP. By MEOK AI Labs. Claude Desktop / Cursor / Cline ready.

Domain-agnostic recommendation engine core: pipeline, ports, scoring, explainability. Zero dependencies, runs on Node, Bun, Deno and in the browser.

AI decision explainability and interpretability tools. Provides SHAP, LIME, counterfactual explanations, and stakeholder-appropriate explanation generation.

Knowledge graph construction and explainability helpers for PSON5.

MCP server for AI explainability and transparency

Decision transparency and debugging tools for RelayPlane Agent Ops

Professional MCP server for financial and audit calculations with audit-grade explainability

Agent explainability — decision traces, step recording, and oversight queues

Mock HTTP server for testing HTTP clients and stubbing webservices

Reference priority engine for Meridian. WSJF-derived formula, circuit-breaker, explainability. See specs/patterns/PRIORITY-ENGINE-SPEC.md §8.

Internal AI prompt generation engine for @ui-construction-library tooling — not for direct consumer use.

Production-ready RAG (Retrieval-Augmented Generation) for JavaScript & React - Built on official Ollama & LM Studio SDKs with Hybrid Search, Reranking, Query Transformation, Caching, Conversation Management & Evaluation

Interactive playground for ExplainAI demos

Platform-agnostic TypeScript engine for hybrid LLM memory. Features episodic fact extraction, semantic vector search, and multi-agent architectures over SQLite. Bring your own adapter.