ai memory system mcp servers

desplega-ai/agent-swarm

MCP server Claude CodeCodexCursor +2

Full Agent Swarm API and MCP server with local SQLite storage for multi-agent orchestration. Runs locally from the @desplega.ai/agent-swarm npm package. Needs 1 environment variable to run.

WazzaMo/vecfs

MCP server Claude CodeCodexCursor +2

MCP server "vecfs" as configured in WazzaMo/vecfs. Runs locally from the vecfs npm package.

callosium/callosium

MCP server Claude CodeCodexCursor +2

One shared memory for every AI you use, in plain Markdown files you own. Runs locally from the callosium npm package. Needs 1 environment variable to run.

memo-fs/memofs

MCP server Claude CodeCodexCursor +2

Persistent memory and virtual filesystem MCP server for AI agents. Runs locally from the @memofs/mcp-server npm package. Needs 2 environment variables to run.

AgusLoza2021/Thoughtline

MCP server Claude CodeCodexCursor +2

MCP server "tl" as configured in AgusLoza2021/Thoughtline. Launched with thoughtline serve.

FranBarInstance/memento-context

MCP server Claude CodeCodexCursor

MCP server "memento-context" as configured in FranBarInstance/memento-context. Runs locally from the memento-context Python package.

blockmandev/ai-memory

MCP server Claude CodeCodexCursor

MCP server "memory" as configured in blockmandev/ai-memory. Runs D:/(project-folders)/memory/memory-mcp-server.js with node. Needs 2 environment variables to run.

SherryLi-vc/strata-memory

MCP server Claude CodeCodexCursor

MCP server "strata-memory-mcp" as configured in SherryLi-vc/strata-memory. Runs locally from the strata-memory-mcp Python package.