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Comparison

Hashgrid DNA (local) vs io.github.CalBearKen/ls-search

Hashgrid DNA (local) is an MCP server published by hashgrid.ai. Marketplaces we read that list it: 1 (Official MCP Registry). io.github.CalBearKen/ls-search is an MCP server published by CalBearKen. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-26. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.

Where each is published

Where each is published
MarketplaceHashgrid DNA (local)io.github.CalBearKen/ls-search
Official MCP Registry Listed
Version: 1.3.0
Forks (GitHub): 0
Stars (GitHub): 4
Not marked · First seen
Listed
Version: 1.0.1
No figure published
Not marked · First seen

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

The facts side by side

Hashgrid DNA (local) vs io.github.CalBearKen/ls-search
FactHashgrid DNA (local)io.github.CalBearKen/ls-search
Marketplaces that list it11
Stars (GitHub) (differs)4No figure on GitHub
Forks (GitHub) (differs)0No figure on GitHub
Last release (differs)2026-10-24Not published
Where it runs (differs)On your machine (hashgrid)Remote server (liangsearch.aioniq.ai/mcp)
Transport (differs)stdioStreamable HTTP
Tools it declaresNot publishedNot published
Environment variables it asks for (differs)5, secrets among them: 3Not published
LicenceNot statedNot stated
Repository (differs)github.com/hashgrid-labs/sdkgithub.com/calbearken/trace
Changes in the last 7 days (differs)50
First seen (differs)2026-10-192026-10-11
Endpoint at the last check (differs)no remote endpoint we checkNot responding since 2026-10-13

Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.

What each says it does

Hashgrid DNA (local)

In its own words, on Official MCP Registry:

Search that learns from feedback, over text and images: embeds locally, sends DNA only vectors.

io.github.CalBearKen/ls-search

In its own words, on Official MCP Registry:

Disposable private vector search + semantic RAG for AI agents. x402 pay-per-call, no account.

How to run each

Hashgrid DNA (local) As a local MCP server: PyPI package

Claude Code
claude mcp add --env "HASHGRID_API_KEY=<YOUR_HASHGRID_API_KEY>" --env "OPENAI_API_KEY=<YOUR_OPENAI_API_KEY>" --env "VOYAGE_API_KEY=<YOUR_VOYAGE_API_KEY>" --transport stdio sdk -- uvx --with "fastembed>=0.7" hashgrid mcp

Requires: HASHGRID_API_KEY (secret), OPENAI_API_KEY (secret), VOYAGE_API_KEY (secret)

io.github.CalBearKen/ls-search As a remote MCP server

Claude Code
claude mcp add --transport http ls-search https://liangsearch.aioniq.ai/mcp

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Only io.github.CalBearKen/ls-search has a remote endpoint we check. How we check endpoints

Tools each declares

Neither one's marketplaces publish a list of tools, so there is nothing to compare.

Settings each asks for

The marketplaces of io.github.CalBearKen/ls-search publish no settings it asks for, so we do not compare settings.

What it can do: Hashgrid DNA (local) · What it can do: io.github.CalBearKen/ls-search · Compare two other plugins

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built