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llmprobe vs TANDIU AI infrastructure data

llmprobe is a plugin bundle for AI coding tools published by Jwrede. Marketplaces we read that list it: 1 (Claude Code: claude-plugins-community). TANDIU AI infrastructure data is an MCP server published by tandiu.cn. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-18. 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
MarketplacellmprobeTANDIU AI infrastructure data
Claude Code: claude-plugins-community Listed
Version: 1.4.0
Forks (GitHub): 0
Stars (GitHub): 7
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 0.1.3
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

llmprobe vs TANDIU AI infrastructure data
FactllmprobeTANDIU AI infrastructure data
Marketplaces that list it11
Stars (GitHub) (differs)7No figure on GitHub
Forks (GitHub) (differs)0No figure on GitHub
Last release (differs)Not published2026-10-18
Where it runs (differs)Installs as a plugin bundleRemote server (www.tandiu.cn/mcp)
Transport (differs)Not statedStreamable HTTP
Tools it declaresNot publishedNot published
Environment variables it asks forNot publishedNot published
Parts of the bundle (differs)1Not a bundle
Licence (differs)MITNot stated
Repository (differs)github.com/jwrede/llmprobeNot stated
Changes in the last 7 days (differs)06
First seen2026-10-112026-10-11
Endpoint at the last check (differs)no remote endpoint we checkResponded 2 days ago

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

llmprobe

In its own words, on Claude Code: claude-plugins-community:

Synthetic monitoring for LLM inference endpoints. Probe TTFT, latency, throughput, and errors across OpenAI, Anthropic, Google, Azure, Bedrock, and any OpenAI-compatible server.

TANDIU AI infrastructure data

In its own words, on Official MCP Registry:

Free, no auth. Daily CN AI infra data: LLM prices, GPU/self-host, agents, coding PC, funding.

How to run each

llmprobe As a Claude Code plugin

Claude Code
/plugin marketplace add anthropics/claude-plugins-community
/plugin install llmprobe@claude-community

TANDIU AI infrastructure data As a remote MCP server

Claude Code
claude mcp add --transport http data https://www.tandiu.cn/mcp

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

Only TANDIU AI infrastructure data has a remote endpoint we check. How we check endpoints

Tools each declares

Neither the marketplaces of llmprobe nor its endpoint list any tools, so we do not compare tools.

Settings each asks for

Neither one's marketplaces publish the settings it asks for.

What it can do: llmprobe · What it can do: TANDIU AI infrastructure data · Compare two other plugins

Data comes from the public marketplace file https://github.com/anthropics/claude-plugins-community/blob/HEAD/.claude-plugin/marketplace.json. 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