SERVER

SlashML (/ ml) Persistent Agent Memory & Code Localization

Rank #45,402

ai.slashml/ml-memory

Sub-millisecond persistent memory, behavioral code search, and bug localization for AI agents.

First listed
Nov 3, 2026
Last publish date
Nov 9, 2026
PURPOSE

What you can do with SlashML (/ ml) Persistent Agent Memory & Code Localization

SlashML (/ ml) Persistent Agent Memory & Code Localization is a Model Context Protocol (MCP) server published by slashml-ai. It ranks #45,402 of 176,402 active servers on MCP Toplist. SlashML (/ ml) Persistent Agent Memory & Code Localization is listed across 2 registries — Official MCP and Glama, with 2 tracked versions. It was first listed on Nov 3, 2026 and most recently updated on Nov 9, 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 SlashML (/ ml) Persistent Agent Memory & Code Localization 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 SlashML (/ ml) Persistent Agent Memory & Code Localization

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.

Verified by MCP Toplist on Nov 10, 2026: the public endpoint answered an unauthenticated connection with 401 Unauthorized, so it requires sign-in or an API key.

Declared by the Official MCP Registry, last synced Nov 14, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

Hosted endpoint requires authentication (it answered 401 to an unauthenticated connection).

INSTALLATION AND FIRST TASK

Connect SlashML (/ ml) Persistent Agent Memory & Code Localization and confirm it works

Remote · HTTP
claude mcp add --transport http ml-memory https://api.slashml.ai/mcp
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 slashml-ai
View all slashml-ai servers →

No task-specific alternatives are catalogued for SlashML (/ ml) Persistent Agent Memory & Code Localizationyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Nov 3, 2026
Latest version published
Nov 9, 2026
Version history
2 versions tracked (below)
Requirements evidence
Verified by MCP Toplist on Nov 10, 2026: the public endpoint answered an unauthenticated connection with 401 Unauthorized, so it requires sign-in or an API key.
Profile checked
Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of
Nov 14, 2026
Registry sightings

Do you maintain SlashML (/ ml) Persistent Agent Memory & Code Localization? to show as its verified maintainer and add your own summary, sign-in details and links. The rest of this page is read from the registry listings and from MCP Toplist's own connection check.

VERSIONS

Available versions (2)

1.0.11 · Nov 8, 20261.0.12 · Nov 9, 2026Nov 8, 2026Nov 9, 2026
VersionPublished
1.0.12Nov 9, 2026
1.0.11Nov 8, 2026
STANDING
#45,402of 176,402 active serversTop 50%

Ranks ahead of 131,000 of 176,402 servers on MCP Toplist.

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 50% of 176,402
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FAQ

Frequently asked questions

Who maintains SlashML (/ ml) Persistent Agent Memory & Code Localization?
SlashML (/ ml) Persistent Agent Memory & Code Localization is maintained by slashml-ai, which publishes 3 MCP servers (4 total versions) tracked on MCP Toplist.
Is SlashML (/ ml) Persistent Agent Memory & Code Localization listed on the Official MCP Registry?
Yes — SlashML (/ ml) Persistent Agent Memory & Code Localization is listed on the Official MCP Registry, alongside Glama.
How many versions does SlashML (/ ml) Persistent Agent Memory & Code Localization have?
MCP Toplist tracks 2 versions of SlashML (/ ml) Persistent Agent Memory & Code Localization, most recently published on Nov 9, 2026.
Where can I find the source code for SlashML (/ ml) Persistent Agent Memory & Code Localization?
The source code for SlashML (/ ml) Persistent Agent Memory & Code Localization is hosted at github.com/slashml-ai/ml-memory.
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