VelesDB Memory MCP Server

One ~10 MB binary fuses vector + graph + columnar under a single query language - with an agent memory that shows its evidence and a deterministic context compiler that cuts your real, billed token spend.

People who need search tools inside Claude, Cursor, VS Code, or another MCP client. The project is written in Rust.

VERIFIED ACTIVE

LAST COMMIT 2026-08-25 · ★ 88 · #26 OF 47 MAINTAINED SEARCH · VERIFIED 2026-08-25

NOASSERTION · Rust servers · how we verify → /methodology

01 · Install VelesDB Memory

before you install - you'll need

The README does not document required environment variables for a basic install.

Claude Desktop

Settings → Extensions → Install, then select the https://github.com/cyberlife-coder/VelesDB/releases/download/velesdb-memory-v0.14.1/velesdb-memory-0.14.1-aarch64-apple-darwin.mcpb .mcpb bundle

02 · Evidence

Security posture

What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.

runs as Claude Desktop extension (.mcpb bundle)

license no standard license detected - usage rights unclear; check the repo before commercial use

registry namespace io.github.cyberlife-coder is GitHub-verified and matches the repo owner

03 · What VelesDB Memory can do

Prose above is summarized from the project's README and registry record - no invented capabilities.

Latest releases

v5.2.0 · 2026-08-22

[5.2.0] - 2026-08-22 · Changed · The cosine hot path runs on the pre-normalized kernel. Vectors are · unit-norm at insert (and normalized on legacy load behind an epsilon gate · that keeps already-unit vectors bitwise…

velesdb-memory-v0.14.1 · 2026-08-19

velesdb-memory velesdb-memory-v0.14.1 - daemon archives (--features ollama,http,extract) for install-memory-daemon.sh/.ps1 --from-release.

velesdb-memory-v0.14.0 · 2026-08-19

velesdb-memory velesdb-memory-v0.14.0 - daemon archives (--features ollama,http,extract) for install-memory-daemon.sh/.ps1 --from-release.

04 · Who maintains VelesDB Memory

VelesDB Memory is maintained by cyberlife-coder. It's the only MCP server we track from this author; the repo dates to Dec 2025.

05 · Facts

repository: github.com/cyberlife-coder/velesdb
category: search - ranked #26 of 47 actively-maintained search servers as of 2026-08-25.
release cadence: 10+ releases in the last 90 days (latest 2026-08-22)
registry: io.github.cyberlife-coder/velesdb-memory (active, first published 2026-06-29 · 20 versions)
packages: mcpb:https://github.com/cyberlife-coder/VelesDB/releases/download/velesdb-memory-v0.14.1/velesdb-memory-0.14.1-aarch64-apple-darwin.mcpb · mcpb:https://github.com/cyberlife-coder/VelesDB/releases/download/velesdb-memory-v0.14.1/velesdb-memory-0.14.1-aarch64-unknown-linux-gnu.mcpb · mcpb:https://github.com/cyberlife-coder/VelesDB/releases/download/velesdb-memory-v0.14.1/velesdb-memory-0.14.1-x86_64-apple-darwin.mcpb · mcpb:https://github.com/cyberlife-coder/VelesDB/releases/download/velesdb-memory-v0.14.1/velesdb-memory-0.14.1-x86_64-pc-windows-msvc.mcpb · mcpb:https://github.com/cyberlife-coder/VelesDB/releases/download/velesdb-memory-v0.14.1/velesdb-memory-0.14.1-x86_64-unknown-linux-gnu.mcpb

06 · VelesDB Memory FAQ

What is VelesDB Memory?

Is VelesDB Memory still maintained?

Yes - as of 2026-08-25, its last commit was 2026-08-25 and it shipped 10+ releases in the last 90 days. We re-verify nightly.

07 · Alternatives to VelesDB Memory

Alternatives to VelesDB Memory

Maintained search servers if VelesDB Memory isn't the fit.

Pairs well with

Servers that cover what VelesDB Memory doesn't - only shown when the pairing reason fits the companion.

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