memai-memorylisted
Install: claude install-skill Filipe-Soares-de-Almeida/MemAI
# memai-memory — using the MemAI MCP server
**MemAI** is a long-term memory store with **BM25 keyword** retrieval,
exposed over MCP under the name the host registered the server with —
`mcp__memai__*` for the documented one. It matches on the **words that were
written** — an exact identifier (`F100_TOTAL`, `USE_NEW_PARSER`, `proj-1042`)
as readily as a phrase — which is why `tags` carry the synonyms a body never
happened to use.
> **`help()` is the source of truth for the tools.** `help()` lists every tool
> with a one-line summary; `help(command='<name>')` returns that tool's
> **signature and full documentation**, read live from the code, so it cannot
> drift from behaviour. When unsure of a name or an argument, call `help`
> instead of trusting this file.
> **Not every tool is loaded.** `MEMAI_TOOLS` names the tool groups a process
> publishes (`core`, `diagrams`, `curation`; `full` is the default), because
> every published schema is paid for on every request. A tool this file names
> may therefore be absent from the session. `help()` documents all of them
> regardless and reports the ones this process did not load, under
> `not_loaded` — so an unavailable tool is a setting to change, not a missing
> feature.
> **Transport:** a local **stdio** process (`memai-mcp`), no HTTP server. Only
> the agent talks to it over MCP. The `memai-hook` CLI opens the same SQLite
> file directly, without MCP, which is how the store reaches a session before
> any tool has loaded (see [§