SERVER

Dense Mem

Rank #482

glama/markhuangai/dense-mem

About Self-hosted AI agent memory server with MCP, evidence provenance, typed claims, conflict detection, embeddings, recall, PostgreSQL, and Neo4j.

160 release tags
39 GitHub stars
by markhuangai (1 servers)View repository ↗
First listed
Jun 17, 2026
Last publish date
Oct 12, 2026
PURPOSE

What you can do with Dense Mem

Dense Mem is a Model Context Protocol (MCP) server published by markhuangai. It ranks #482 of 144,396 active servers on MCP Toplist, and its repository has 39 GitHub stars. Dense Mem is listed on Glama, with 160 release tags tracked from its GitHub repository. It was first listed on Jun 17, 2026 and most recently updated on Oct 12, 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 Dense Mem 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 Dense Mem

DeclaredAPI keyCredentials declared

The registry listing declares required configuration before first use — typically an API key, token or connection string set via environment variables.

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 Dense Mem and confirm it works

Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.

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.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Jun 17, 2026
Latest release tag
Oct 12, 2026
Version history
160 release tags 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
  • Glama ↗listed since Jun 18, 2026 · still listed

Do you maintain Dense Mem? to correct or enrich this profile.

VERSIONS

GitHub releases (160)

No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.

v1.5.2-rc.4 · Jun 17, 2026v1.5.2-rc.5 · Jun 17, 2026v1.5.2-rc.6 · Jun 17, 2026v1.5.2-rc.7 · Jun 18, 2026v1.5.2-rc.8 · Jun 18, 2026v1.5.2-rc.9 · Jun 18, 2026v1.5.2-rc.10 · Jun 18, 2026v1.5.2 · Jun 18, 2026v1.5.3-rc.0 · Jun 18, 2026v1.5.3-rc.1 · Jun 19, 2026v1.5.3-rc.3 · Jun 20, 2026v1.5.3-rc.4 · Jun 20, 2026v1.5.3-rc.5 · Jun 21, 2026v1.6.0 · Jun 21, 2026v1.6.1-rc.1 · Jun 21, 2026v1.6.2-rc.2 · Jun 22, 2026v1.6.2-rc.3 · Jun 22, 2026v1.6.2-rc.4 · Jun 22, 2026v1.6.2-rc.5 · Jun 22, 2026v1.6.2-rc.6 · Jun 23, 2026v1.6.2-rc.8 · Jun 23, 2026v1.6.2-rc.9 · Jun 24, 2026v1.6.2 · Jun 24, 2026v1.6.3-rc.0 · Jun 24, 2026v1.6.3-rc.1 · Jun 25, 2026v1.6.3 · Jun 26, 2026v1.6.4-rc.0 · Jun 26, 2026v1.6.4-rc.1 · Jun 27, 2026v1.6.4-rc.2 · Jun 27, 2026v1.6.4-rc.3 · Jun 27, 2026v1.6.4-rc.4 · Jun 28, 2026v1.6.4-rc.5 · Jun 29, 2026v1.6.4-rc.6 · Jun 30, 2026v1.6.4-rc.7 · Jul 1, 2026v1.6.4-rc.8 · Jul 1, 2026v1.6.4-rc.9 · Jul 2, 2026v2.0.0 · Jul 2, 2026v2.0.1-rc.0 · Jul 4, 2026v2.0.1-rc.1 · Jul 4, 2026v2.0.1-rc.2 · Jul 4, 2026v2.0.1-rc.3 · Jul 5, 2026v2.0.1 · Jul 5, 2026v2.0.2-rc.0 · Jul 7, 2026v2.0.2-rc.1 · Jul 7, 2026v2.0.2-rc.2 · Jul 8, 2026v2.0.2-rc.3 · Jul 8, 2026v2.0.2-rc.4 · Jul 8, 2026v2.0.2-rc.5 · Jul 10, 2026v2.0.2-rc.6 · Jul 12, 2026v2.0.2 · Jul 14, 2026v2.1.1-rc.2 · Jul 18, 2026v2.1.1-rc.3 · Jul 18, 2026v2.1.1-rc.4 · Jul 18, 2026v2.1.1-rc.5 · Jul 18, 2026v2.1.1-rc.6 · Jul 19, 2026v2.1.1-rc.7 · Jul 19, 2026v2.1.1-rc.8 · Jul 19, 2026v2.1.1-rc.9 · Jul 21, 2026v2.1.1-rc.10 · Jul 21, 2026v2.1.1-rc.11 · Jul 22, 2026v2.1.1-rc.12 · Jul 22, 2026v2.1.1-rc.13 · Jul 22, 2026v2.1.2-rc.0 · Jul 24, 2026v2.1.2 · Jul 24, 2026v2.1.3-rc.0 · Jul 25, 2026v2.1.3-rc.1 · Jul 25, 2026v2.2.0 · Jul 25, 2026v2.2.1-rc.3 · Jul 26, 2026v2.2.1-rc.4 · Jul 27, 2026v2.2.1-rc.5 · Jul 27, 2026v2.2.1-rc.6 · Jul 27, 2026v2.2.1 · Jul 27, 2026v2.3.1-rc.0 · Jul 28, 2026v2.3.1-rc.1 · Jul 29, 2026v2.3.1-rc.2 · Jul 29, 2026v2.3.1 · Jul 29, 2026v2.3.2-rc.0 · Jul 30, 2026v2.4.1-rc.2 · Aug 1, 2026v2.4.1-rc.3 · Aug 1, 2026v2.4.1-rc.4 · Aug 1, 2026v2.4.1 · Aug 1, 2026v2.4.2-rc.0 · Aug 1, 2026v2.4.2-rc.1 · Aug 2, 2026v2.4.2 · Aug 2, 2026v2.4.3-rc.0 · Aug 3, 2026v2.4.3-rc.1 · Aug 4, 2026v2.6.1-rc.1 · Aug 25, 2026v2.6.1-rc.2 · Aug 25, 2026v2.6.1-rc.3 · Aug 26, 2026v2.6.1-rc.4 · Aug 26, 2026v2.6.1-rc.5 · Aug 26, 2026v2.6.1-rc.9 · Aug 28, 2026v2.6.1-rc.10 · Aug 28, 2026v2.6.1-rc.11 · Aug 29, 2026v2.6.1-rc.12 · Aug 29, 2026v2.6.1-rc.13 · Aug 29, 2026v2.6.1-rc.17 · Aug 30, 2026v2.6.1-rc.18 · Sep 1, 2026v2.6.1 · Sep 1, 2026v2.6.2-rc.0 · Sep 1, 2026v2.6.2-rc.1 · Sep 1, 2026v2.6.2-rc.10 · Sep 3, 2026v2.6.2-rc.11 · Sep 3, 2026v2.6.2-rc.12 · Sep 4, 2026v2.6.2-rc.13 · Sep 4, 2026v2.6.2-rc.14 · Sep 4, 2026v2.6.3-rc.2 · Sep 6, 2026v2.6.3-rc.3 · Sep 7, 2026v2.6.3-rc.4 · Sep 7, 2026v2.6.3-rc.5 · Sep 7, 2026v2.6.3-rc.6 · Sep 8, 2026v2.6.3-rc.21 · Sep 11, 2026v2.6.3-rc.22 · Sep 11, 2026v2.6.3-rc.23 · Sep 11, 2026v2.6.3-rc.24 · Sep 11, 2026v2.6.3-rc.25 · Sep 11, 2026v2.6.3-rc.28 · Sep 12, 2026v2.6.3-rc.29 · Sep 13, 2026v2.6.3-rc.30 · Sep 13, 2026v2.6.3-rc.31 · Sep 13, 2026v2.6.3-rc.32 · Sep 14, 2026v2.6.4-rc.1 · Sep 16, 2026v2.6.4-rc.2 · Sep 16, 2026v2.6.4-rc.3 · Sep 16, 2026v2.6.4-rc.4 · Sep 17, 2026v2.6.4-rc.5 · Sep 17, 2026v2.6.4-rc.8 · Sep 20, 2026v2.6.4-rc.9 · Sep 20, 2026v2.6.4-rc.10 · Sep 21, 2026v2.6.4-rc.11 · Sep 21, 2026v2.6.4-rc.12 · Sep 21, 2026v2.6.4-rc.16 · Sep 23, 2026v2.6.4-rc.17 · Sep 23, 2026v2.6.4-rc.18 · Sep 23, 2026v2.6.4-rc.19 · Sep 24, 2026v2.6.4-rc.20 · Sep 25, 2026v2.6.4-rc.23 · Sep 25, 2026v2.6.4-rc.24 · Sep 26, 2026v2.6.4-rc.25 · Sep 27, 2026v2.6.4-rc.26 · Sep 28, 2026v2.6.4 · Sep 28, 2026v2.6.5-rc.9 · Oct 1, 2026v2.6.5-rc.10 · Oct 1, 2026v2.6.5-rc.11 · Oct 1, 2026v2.6.5-rc.12 · Oct 1, 2026v2.6.5-rc.13 · Oct 1, 2026v2.6.5-rc.16 · Oct 2, 2026v2.6.5-rc.17 · Oct 3, 2026v2.6.5 · Oct 3, 2026v2.6.6-rc.0 · Oct 4, 2026v2.6.6-rc.1 · Oct 4, 2026v2.6.6-rc.2 · Oct 6, 2026v2.6.6-rc.3 · Oct 8, 2026v2.6.6-rc.4 · Oct 9, 2026v2.6.6-rc.5 · Oct 9, 2026v2.6.6-rc.9 · Oct 11, 2026v2.6.6-rc.10 · Oct 12, 2026v2.6.6-rc.11 · Oct 12, 2026v2.6.6-rc.12 · Oct 12, 2026v2.6.6-rc.13 · Oct 12, 2026Jun 17, 2026Oct 12, 2026
VersionPublished
v2.6.6-rc.13Oct 12, 2026
v2.6.6-rc.12Oct 12, 2026
v2.6.6-rc.11Oct 12, 2026
v2.6.6-rc.10Oct 12, 2026
v2.6.6-rc.9Oct 11, 2026
v2.6.6-rc.5Oct 9, 2026
v2.6.6-rc.4Oct 9, 2026
v2.6.6-rc.3Oct 8, 2026
v2.6.6-rc.2Oct 6, 2026
v2.6.6-rc.1Oct 4, 2026
v2.6.6-rc.0Oct 4, 2026
v2.6.5Oct 3, 2026
v2.6.5-rc.17Oct 3, 2026
v2.6.5-rc.16Oct 2, 2026
v2.6.5-rc.13Oct 1, 2026
v2.6.5-rc.12Oct 1, 2026
v2.6.5-rc.11Oct 1, 2026
v2.6.5-rc.10Oct 1, 2026
v2.6.5-rc.9Oct 1, 2026
v2.6.4Sep 28, 2026
v2.6.4-rc.26Sep 28, 2026
v2.6.4-rc.25Sep 27, 2026
v2.6.4-rc.24Sep 26, 2026
v2.6.4-rc.23Sep 25, 2026
v2.6.4-rc.20Sep 25, 2026
v2.6.4-rc.19Sep 24, 2026
v2.6.4-rc.18Sep 23, 2026
v2.6.4-rc.17Sep 23, 2026
v2.6.4-rc.16Sep 23, 2026
v2.6.4-rc.12Sep 21, 2026
v2.6.4-rc.11Sep 21, 2026
v2.6.4-rc.10Sep 21, 2026
v2.6.4-rc.9Sep 20, 2026
v2.6.4-rc.8Sep 20, 2026
v2.6.4-rc.5Sep 17, 2026
v2.6.4-rc.4Sep 17, 2026
v2.6.4-rc.3Sep 16, 2026
v2.6.4-rc.2Sep 16, 2026
v2.6.4-rc.1Sep 16, 2026
v2.6.3-rc.32Sep 14, 2026
v2.6.3-rc.31Sep 13, 2026
v2.6.3-rc.30Sep 13, 2026
v2.6.3-rc.29Sep 13, 2026
v2.6.3-rc.28Sep 12, 2026
v2.6.3-rc.25Sep 11, 2026
v2.6.3-rc.24Sep 11, 2026
v2.6.3-rc.23Sep 11, 2026
v2.6.3-rc.22Sep 11, 2026
v2.6.3-rc.21Sep 11, 2026
v2.6.3-rc.6Sep 8, 2026
v2.6.3-rc.5Sep 7, 2026
v2.6.3-rc.4Sep 7, 2026
v2.6.3-rc.3Sep 7, 2026
v2.6.3-rc.2Sep 6, 2026
v2.6.2-rc.14Sep 4, 2026
v2.6.2-rc.13Sep 4, 2026
v2.6.2-rc.12Sep 4, 2026
v2.6.2-rc.11Sep 3, 2026
v2.6.2-rc.10Sep 3, 2026
v2.6.2-rc.1Sep 1, 2026
v2.6.2-rc.0Sep 1, 2026
v2.6.1Sep 1, 2026
v2.6.1-rc.18Sep 1, 2026
v2.6.1-rc.17Aug 30, 2026
v2.6.1-rc.13Aug 29, 2026
v2.6.1-rc.12Aug 29, 2026
v2.6.1-rc.11Aug 29, 2026
v2.6.1-rc.10Aug 28, 2026
v2.6.1-rc.9Aug 28, 2026
v2.6.1-rc.5Aug 26, 2026
v2.6.1-rc.4Aug 26, 2026
v2.6.1-rc.3Aug 26, 2026
v2.6.1-rc.2Aug 25, 2026
v2.6.1-rc.1Aug 25, 2026
v2.4.3-rc.1Aug 4, 2026
v2.4.3-rc.0Aug 3, 2026
v2.4.2Aug 2, 2026
v2.4.2-rc.1Aug 2, 2026
v2.4.2-rc.0Aug 1, 2026
v2.4.1Aug 1, 2026
v2.4.1-rc.4Aug 1, 2026
v2.4.1-rc.3Aug 1, 2026
v2.4.1-rc.2Aug 1, 2026
v2.3.2-rc.0Jul 30, 2026
v2.3.1Jul 29, 2026
v2.3.1-rc.2Jul 29, 2026
v2.3.1-rc.1Jul 29, 2026
v2.3.1-rc.0Jul 28, 2026
v2.2.1Jul 27, 2026
v2.2.1-rc.6Jul 27, 2026
v2.2.1-rc.5Jul 27, 2026
v2.2.1-rc.4Jul 27, 2026
v2.2.1-rc.3Jul 26, 2026
v2.2.0Jul 25, 2026
v2.1.3-rc.1Jul 25, 2026
v2.1.3-rc.0Jul 25, 2026
v2.1.2Jul 24, 2026
v2.1.2-rc.0Jul 24, 2026
v2.1.1-rc.13Jul 22, 2026
v2.1.1-rc.12Jul 22, 2026
v2.1.1-rc.11Jul 22, 2026
v2.1.1-rc.10Jul 21, 2026
v2.1.1-rc.9Jul 21, 2026
v2.1.1-rc.8Jul 19, 2026
v2.1.1-rc.7Jul 19, 2026
v2.1.1-rc.6Jul 19, 2026
v2.1.1-rc.5Jul 18, 2026
v2.1.1-rc.4Jul 18, 2026
v2.1.1-rc.3Jul 18, 2026
v2.1.1-rc.2Jul 18, 2026
v2.0.2Jul 14, 2026
v2.0.2-rc.6Jul 12, 2026
v2.0.2-rc.5Jul 10, 2026
v2.0.2-rc.4Jul 8, 2026
v2.0.2-rc.3Jul 8, 2026
v2.0.2-rc.2Jul 8, 2026
v2.0.2-rc.1Jul 7, 2026
v2.0.2-rc.0Jul 7, 2026
v2.0.1Jul 5, 2026
v2.0.1-rc.3Jul 5, 2026
v2.0.1-rc.2Jul 4, 2026
v2.0.1-rc.1Jul 4, 2026
v2.0.1-rc.0Jul 4, 2026
v2.0.0Jul 2, 2026
v1.6.4-rc.9Jul 2, 2026
v1.6.4-rc.8Jul 1, 2026
v1.6.4-rc.7Jul 1, 2026
v1.6.4-rc.6Jun 30, 2026
v1.6.4-rc.5Jun 29, 2026
v1.6.4-rc.4Jun 28, 2026
v1.6.4-rc.3Jun 27, 2026
v1.6.4-rc.2Jun 27, 2026
v1.6.4-rc.1Jun 27, 2026
v1.6.4-rc.0Jun 26, 2026
v1.6.3Jun 26, 2026
v1.6.3-rc.1Jun 25, 2026
v1.6.3-rc.0Jun 24, 2026
v1.6.2Jun 24, 2026
v1.6.2-rc.9Jun 24, 2026
v1.6.2-rc.8Jun 23, 2026
v1.6.2-rc.6Jun 23, 2026
v1.6.2-rc.5Jun 22, 2026
v1.6.2-rc.4Jun 22, 2026
v1.6.2-rc.3Jun 22, 2026
v1.6.2-rc.2Jun 22, 2026
v1.6.1-rc.1Jun 21, 2026
v1.6.0Jun 21, 2026
v1.5.3-rc.5Jun 21, 2026
v1.5.3-rc.4Jun 20, 2026
v1.5.3-rc.3Jun 20, 2026
v1.5.3-rc.1Jun 19, 2026
v1.5.3-rc.0Jun 18, 2026
v1.5.2Jun 18, 2026
v1.5.2-rc.10Jun 18, 2026
v1.5.2-rc.9Jun 18, 2026
v1.5.2-rc.8Jun 18, 2026
v1.5.2-rc.7Jun 18, 2026
v1.5.2-rc.6Jun 17, 2026
v1.5.2-rc.5Jun 17, 2026
v1.5.2-rc.4Jun 17, 2026
STANDING
#482of 144,396 active serversTop 0.5%

Ranks ahead of 143,914 of 144,396 servers on MCP Toplist.

Recent momentum
+11GitHub stars since Jun 15 (+39%)
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MCP Toplist: Top 1% of 144,396
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FAQ

Frequently asked questions

Who maintains Dense Mem?
Dense Mem is maintained by markhuangai, which publishes 1 MCP server (160 total versions) tracked on MCP Toplist.
Is Dense Mem listed on the Official MCP Registry?
Dense Mem is not on the Official MCP Registry. It is listed on Glama.
How many versions does Dense Mem have?
No registry surfaces explicit version metadata for Dense Mem; MCP Toplist tracks 160 release tags from its GitHub repository, most recently published on Oct 12, 2026.
Where can I find the source code for Dense Mem?
The source code for Dense Mem is hosted at github.com/markhuangai/dense-mem.
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