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ai-infra-auto-driven-skills vs BenchLeader

ai-infra-auto-driven-skills is a plugin bundle for AI coding tools published by BBuf. Marketplaces we read that list it: 1 (Community GitHub marketplaces). BenchLeader is an MCP server published by benchleader.com. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-11-15. 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
Marketplaceai-infra-auto-driven-skillsBenchLeader
Community marketplace bbuf/ai-infra-auto-driven-skills Listed
Version: 0.10.0
Forks (GitHub): 105
Stars (GitHub): 1 172
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 1.0.0
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

ai-infra-auto-driven-skills vs BenchLeader
Factai-infra-auto-driven-skillsBenchLeader
Marketplaces that list it11
Stars (GitHub) (differs)1 172No figure on GitHub
Forks (GitHub) (differs)105No figure on GitHub
Last release (differs)2026-10-16Not published
Where it runs (differs)Installs as a plugin bundleRemote server (www.benchleader.com/mcp)
Transport (differs)Not statedStreamable HTTP
Tools it declaresNot publishedNot published
Environment variables it asks forNot publishedNot published
Parts of the bundle (differs)9Not a bundle
Licence (differs)see LICENSENot stated
Repository (differs)github.com/bbuf/ai-infra-auto-driven-skillsNot stated
Changes in the last 7 days00
First seen (differs)2026-10-152026-10-31
Endpoint at the last check (differs)no remote endpoint we checkResponded 15 h 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

ai-infra-auto-driven-skills

In its own words, on Community GitHub marketplaces:

LLM serving benchmarks, SGLang model Day-0 support, profiling, code review, prod incident triage, PR-history dossiers, and SGLang explainer videos.

BenchLeader

In its own words, on Official MCP Registry:

Daily LLM leaderboard from independent benchmarks: ranks, scores, prices, speed and comparisons.

How to run each

ai-infra-auto-driven-skills As a Claude Code plugin

Claude Code
/plugin marketplace add bbuf/ai-infra-auto-driven-skills
/plugin install ai-infra-auto-driven-skills@ai-infra-auto-driven-skills

BenchLeader As a remote MCP server

Claude Code
claude mcp add --transport http benchleader https://www.benchleader.com/mcp

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

Only BenchLeader 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

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

What it can do: ai-infra-auto-driven-skills · What it can do: BenchLeader · Compare two other plugins

Data comes from public marketplace files in GitHub repositories of their authors. 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