SmartMemory
ai.smartmemoryPublished by smartmemory.aiv1.4.94Updated Oct 24, 2026
Graph + vector memory for agents: recall, ingest, search, distill. Local or remote backend.
The publisher's own server: Memory.fit
Overview
SmartMemory is a local MCP server that gives an AI assistant graph-and-vector memory for agents, with recall, ingest, search and distill operations.
- What you can do
- Recall stored memories for the assistant to use as context in a conversation or task. Ingest new information into the memory store. Search memory using graph and vector retrieval. Distill accumulated memories into more compact or refined form. Connect to either a local or a remote backend.
- When to use it
- Worth adding when you want an assistant to keep and reuse context across sessions, or to search and consolidate a growing body of stored knowledge rather than relying only on the current conversation.
- Requirements
- Runs as a local process on the user's machine, installed from the PyPI package smartmemory-mcp over stdio. It is desktop-only and not web-executable. A memory backend is needed, either local or remote; the manifest declares no authentication, environment variables or headers.
Installation
In SourceWeft
- Open SmartMemory in the dashboard and add it to a workspace.
- Enable the server for the chats that should use its tools.
Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.
Tools
0Version history
1- v1.4.94LatestSep 16, 2026
Score
25% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 days25 pts
Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.
- Auth declared10 pts
Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.
- License10 pts
Declare a license in the repository or the registry entry.
Other Memory integrations

Memory.fit
fit.memoryOfficial publisher
Hosted Memory.fit server that lets an AI read your training, sleep, recovery and nutrition data and write back weekly plans, targets and meal plans.
pg.ddx.io: the PostgreSQL community's memory
io.ddx.pgOfficial publisher
pg.ddx.io: the PostgreSQL community's memory's hosted MCP server, published by pg.ddx.io; no sign-in required; Streamable HTTP; 29 tools.
var.gg Naming Memory
gg.varOfficial publisher
Remote MCP server that suggests and searches code identifier names from domain concepts in Korean, Japanese, Chinese, Vietnamese and English, and exposes ERD…

Counterparts
ai.counterparts
Local-first long-term memory for Claude Code and Claude Desktop: the assistant writes notes about you and your projects and recalls them in later sessions.

LAHZE - Persian AI Memory Platform
Published by GitHub account pedramgholizadeh
LAHZE - Persian AI Memory Platform's hosted MCP server; no sign-in required; Streamable HTTP; 13 tools.