Knowledge & Memory

Cross-agent memory over MCP: hybrid recall, knowledge graph, private/shared visibility, redaction.

NVIDIA Nemotron + Perplexity Sonar as knowledge graphs — 2 domains, 83 nodes. MCP-native.

Persistent knowledge system with OWL-RL reasoning and 22 MCP tools. Local-first.

A neutral memory quality-gate MCP server: save_memory, recall_memory, forget_memory over stdio.

Persistent long-term memory for Claude Desktop / Claude Code, backed by EvolutionDB.

Persistent memory for any AI — zero token cost until recall

Persistent memory layer for AI coding agents — your agent remembers what you taught it.

Persistent memory + context layer for AI dev teams. 17 tools via MCP.

FastMCP server for surgical queries against a vault knowledge graph (NetworkX node-link JSON).…

FastMCP server for Obsidian wikilink suggestions from a pre-computed knowledge graph (graphify…

One shared, durable memory for your AI coding agents — local-first, zero-dependency.

Long-term and multimodal memory for AI agents - character-aware, mem0-compatible, fully-local option

Governed memory for coding agents. Trust lifecycle, conflict detection, health scoring.

Embedded, local-first agent memory: one SQLite file per namespace, no server, no cloud.

Temporal knowledge graph for codebases with constraint enforcement at the edit boundary.

Graph-backed session memory for LLMs: checkpoint, resume, file analysis, token-savings stats.

Append-only event log for cross-agent context/memory sharing via 3 MCP tools.

Embedded, local-first memory and retrieval for AI agents. One SQLite file, no server, no API key.

Independent, reproducible benchmark harness for agent-memory backends.

Mines git history for file co-change patterns into a queryable knowledge graph via MCP.