Knowledge & Memory

Convert, validate, and inspect AI agent memories across formats

Local-first, source-traceable agent memory — no LLM at ingest, fully offline

Temporal memory MCP server with LanceDB vector search, weight-decay scoring, and LLM consolidation

MCP server for Jira and Confluence — sprints, agile boards, attachments, versions, calendars.

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

Build-aware code intelligence for embedded C/C++ firmware — libclang, FTS5, call graphs, 33 tools

Cognitive memory for AI agents. Atkinson-Shiffrin, RAG, knowledge graph. 100+ tools.

Team engineering memory for AI coding assistants. 47 MCP tools, pgvector semantic search.

MCP server + Playwright reporter that builds a flakiness knowledge graph from test run history

Persistent memory for AI agents: Markdown entries, hybrid search, typed graph links

Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.

Intelligent agent memory with automatic extraction, consolidation, and bi-temporal recall.

Event-sourced, auditable agent memory over MCP: cited checkout, replayable provenance.

Private on-device memory & retrieval for AI assistants — offline vector + lexical search.

Agent-native knowledge OS on Markdown: typed graph, hybrid search, and compiler over MCP.

MCP server for Microsoft Graph: Outlook mail and calendar, plus read-only Microsoft Teams

Event-sourced knowledge graph memory for AI coding agents with semantic search

Tamper-evident audit trails for AI agents — Ed25519-signed, hash-chained, EU AI Act ready.

Local-first memory system for AI agents with hybrid search and graph reasoning

A lightweight, structured, token-efficient local-first MCP memory server