Knowledge & Memory

Build, validate, smoke-test & deploy Imperal declarative IR apps from any LLM or agent.

Architectural sensor for Python codebases.

Local-first Knowledge GraphRAG MCP server

Knowledge graph MCP for student learning with spaced repetition and mastery tracking

MCP server that exposes the Knora institutional-memory platform to AI agents

Route options, fare estimates, ETA, and ride deeplinks via the KLO Mobility A2A agent.

Enhanced MCP server for Kiro memory and task management with AI-powered features

Persistent memory for AI agents - hybrid semantic + keyword recall with autonomous consolidation

CLI tool for parsing .kgn/.kge files, ingesting them into a PostgreSQL knowledge graph DB, and generating AI agent context packages via subgraph queries

Memory/Knowledge Graph MCP Server for IDE Assistants - Persistent context and knowledge for AI coding agents

High-stakes engineering project execution for AI agents — MCP server

Stateless Microsoft 365 (Graph) MCP server: SharePoint, OneDrive, Mail, Calendar, Users, Groups, plus Office/PDF text extraction.

Per-tenant bitemporal context graph built from domain events, shared by agents via five tools.

Microsoft Planner MCP: create tasks and buckets, list plans and tasks, complete tasks.

High-performance Model Context Protocol (MCP) server for KacheDB — in-memory cache & SIMD semantic memory for AI agents

Shared, cited knowledge-graph memory for agents — ask, search, remember, keep standing instructions

Read-only MCP server for personal Microsoft OneDrive accounts

Agent 记忆系统 MCP 服务 — 为 Claude Code / Cursor 等 AI 客户端提供持久记忆能力

ITU zones as the IARU publishes them for amateur use, in ADIF's DXCC and subdivision codes

Local deterministic project memory for AI agents with context packs, gates and checkpoints.