SERVER

memo

Rank #1,747

io.github.jagoff/memo

Memory for AI agents — MLX (Apple Silicon) or CPU (Linux), sqlite-vec + BM25, zero cloud.

76 versions
21 GitHub stars
by jagoff (2 servers)View repository ↗
First listed
May 7, 2026
Last publish date
Sep 1, 2026
PURPOSE

What you can do with memo

memo is a Model Context Protocol (MCP) server published by jagoff. It ranks #1,747 of 144,396 active servers on MCP Toplist, and its repository has 21 GitHub stars. memo is listed across 4 registries — Official MCP, PulseMCP, mcp.so and Glama, with 76 tracked versions. It was first listed on May 7, 2026 and most recently updated on Sep 1, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What memo can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using memo

DeclaredNo credentialsNo credentials declared

The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.

Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.

No runtime, credential or payment requirements are recorded for this server beyond the declaration above.

INSTALLATION AND FIRST TASK

Connect memo and confirm it works

Python package (PyPI)
claude mcp add memo -- uvx mlx-memo
First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

ALTERNATIVES

When to choose another server

Other servers by jagoff
View all jagoff servers →

No task-specific alternatives are catalogued for memoyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
May 7, 2026
Latest version published
Sep 1, 2026
Version history
76 versions tracked (below)
Requirements evidence
Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
Profile checked
Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of
Oct 16, 2026
Registry sightings

Do you maintain memo? to correct or enrich this profile.

VERSIONS

Available versions (76)

0.8.0 · May 21, 20262.3.3 · Jun 28, 20262.6.0 · Jun 30, 20262.6.1 · Jun 30, 20262.6.2 · Jun 30, 20262.6.3 · Jun 30, 20262.6.5 · Jun 30, 20262.9.5 · Jul 1, 20262.9.7 · Jul 1, 20262.12.6 · Jul 3, 20262.12.10 · Jul 5, 20262.12.11 · Jul 5, 20262.12.12 · Jul 6, 20262.12.13 · Jul 6, 20262.12.14 · Jul 6, 20262.12.15 · Jul 6, 20262.12.16 · Jul 7, 20262.12.17 · Jul 7, 20263.5.2 · Jul 15, 20263.7.0 · Jul 16, 20263.8.0 · Jul 20, 20263.8.1 · Jul 21, 20263.8.2 · Jul 21, 20263.9.0 · Jul 21, 20263.10.0 · Jul 21, 20263.11.0 · Jul 22, 20263.12.0 · Jul 22, 20263.12.1 · Jul 22, 20264.0.0 · Jul 23, 20264.0.1 · Jul 24, 20264.1.0 · Jul 24, 20264.2.0 · Jul 25, 20264.3.0 · Jul 25, 20264.4.0 · Jul 25, 20264.4.1 · Jul 26, 20264.4.2 · Jul 27, 20264.4.3 · Jul 27, 20264.4.4 · Jul 27, 20264.4.5 · Jul 28, 20264.4.6 · Jul 28, 20264.5.0 · Jul 29, 20264.6.2 · Jul 31, 20264.7.0 · Aug 1, 20264.8.0 · Aug 3, 20264.8.1 · Aug 3, 20264.9.0 · Aug 4, 20264.9.1 · Aug 5, 20264.9.2 · Aug 5, 20264.9.3 · Aug 6, 20264.10.0 · Aug 13, 20264.10.1 · Aug 14, 20264.10.2 · Aug 15, 20264.11.0 · Aug 15, 20264.11.1 · Aug 16, 20264.11.2 · Aug 16, 20264.11.3 · Aug 16, 20264.12.0 · Aug 17, 20264.12.1 · Aug 17, 20264.12.2 · Aug 17, 20264.13.0 · Aug 18, 20264.13.1 · Aug 18, 20264.13.2 · Aug 19, 20264.13.3 · Aug 19, 20264.14.0 · Aug 25, 20264.14.1 · Aug 25, 20264.14.2 · Aug 26, 20264.14.3 · Aug 26, 20264.14.4 · Aug 27, 20264.14.5 · Aug 28, 20264.14.6 · Aug 28, 20264.14.7 · Aug 29, 20264.14.8 · Aug 30, 20264.14.9 · Aug 30, 20264.14.10 · Aug 30, 20264.15.0 · Aug 31, 20264.16.0 · Sep 1, 2026May 21, 2026Sep 1, 2026
VersionPublished
4.16.0Sep 1, 2026
4.15.0Aug 31, 2026
4.14.10Aug 30, 2026
4.14.9Aug 30, 2026
4.14.8Aug 30, 2026
4.14.7Aug 29, 2026
4.14.6Aug 28, 2026
4.14.5Aug 28, 2026
4.14.4Aug 27, 2026
4.14.3Aug 26, 2026
4.14.2Aug 26, 2026
4.14.1Aug 25, 2026
4.14.0Aug 25, 2026
4.13.3Aug 19, 2026
4.13.2Aug 19, 2026
4.13.1Aug 18, 2026
4.13.0Aug 18, 2026
4.12.2Aug 17, 2026
4.12.1Aug 17, 2026
4.12.0Aug 17, 2026
4.11.3Aug 16, 2026
4.11.2Aug 16, 2026
4.11.1Aug 16, 2026
4.11.0Aug 15, 2026
4.10.2Aug 15, 2026
4.10.1Aug 14, 2026
4.10.0Aug 13, 2026
4.9.3Aug 6, 2026
4.9.2Aug 5, 2026
4.9.1Aug 5, 2026
4.9.0Aug 4, 2026
4.8.1Aug 3, 2026
4.8.0Aug 3, 2026
4.7.0Aug 1, 2026
4.6.2Jul 31, 2026
4.5.0Jul 29, 2026
4.4.6Jul 28, 2026
4.4.5Jul 28, 2026
4.4.4Jul 27, 2026
4.4.3Jul 27, 2026
4.4.2Jul 27, 2026
4.4.1Jul 26, 2026
4.4.0Jul 25, 2026
4.3.0Jul 25, 2026
4.2.0Jul 25, 2026
4.1.0Jul 24, 2026
4.0.1Jul 24, 2026
4.0.0Jul 23, 2026
3.12.1Jul 22, 2026
3.12.0Jul 22, 2026
3.11.0Jul 22, 2026
3.10.0Jul 21, 2026
3.9.0Jul 21, 2026
3.8.2Jul 21, 2026
3.8.1Jul 21, 2026
3.8.0Jul 20, 2026
3.7.0Jul 16, 2026
3.5.2Jul 15, 2026
2.12.17Jul 7, 2026
2.12.16Jul 7, 2026
2.12.15Jul 6, 2026
2.12.14Jul 6, 2026
2.12.13Jul 6, 2026
2.12.12Jul 6, 2026
2.12.11Jul 5, 2026
2.12.10Jul 5, 2026
2.12.6Jul 3, 2026
2.9.7Jul 1, 2026
2.9.5Jul 1, 2026
2.6.5Jun 30, 2026
2.6.3Jun 30, 2026
2.6.2Jun 30, 2026
2.6.1Jun 30, 2026
2.6.0Jun 30, 2026
2.3.3Jun 28, 2026
0.8.0May 21, 2026
STANDING
#1,747of 144,396 active serversTop 5%

Ranks ahead of 142,649 of 144,396 servers on MCP Toplist.

Recent momentum
+19GitHub stars since Jun 29 (+950%)
BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

MCP Toplist: Top 5% of 144,396
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FAQ

Frequently asked questions

Who maintains memo?
memo is maintained by jagoff, which publishes 2 MCP servers (76 total versions) tracked on MCP Toplist.
Is memo listed on the Official MCP Registry?
Yes — memo is listed on the Official MCP Registry, alongside PulseMCP, mcp.so and Glama.
How many versions does memo have?
MCP Toplist tracks 76 versions of memo, most recently published on Sep 1, 2026.
Where can I find the source code for memo?
The source code for memo is hosted at github.com/jagoff/memo.
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