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JackHamr vs io.github.levelsofself/ai-ops

JackHamr is an MCP server published by jackhamr.ai. Marketplaces we read that list it: 1 (Official MCP Registry). io.github.levelsofself/ai-ops is an MCP server published by levelsofself. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-16. 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
MarketplaceJackHamrio.github.levelsofself/ai-ops
Official MCP Registry Listed
Version: 1.0.1
No figure published
Not marked · First seen
Listed
Version: 1.0.1
Downloads/month (npm): 181
Downloads/week (npm): 38
Forks (GitHub): 0
Stars (GitHub): 0
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

JackHamr vs io.github.levelsofself/ai-ops
FactJackHamrio.github.levelsofself/ai-ops
Marketplaces that list it11
Stars (GitHub) (differs)No figure on GitHub0
Forks (GitHub) (differs)No figure on GitHub0
Last releaseNot publishedNot published
Where it runs (differs)Remote server (api.jackhamr.ai/mcp)On your machine (palyan-ai-ops-mcp-server)
Transport (differs)Streamable HTTPstdio
Tools it declaresNot publishedNot published
Environment variables it asks forNot publishedNot published
LicenceNot statedNot stated
Repository (differs)Not statedgithub.com/levelsofself/mcp-ops-server
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Responded 43 h agono remote endpoint we check

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

JackHamr

In its own words, on Official MCP Registry:

Your AI dev team: agents that build, test, review and ship, each on its own cloud machine.

io.github.levelsofself/ai-ops

In its own words, on Official MCP Registry:

AI operations management: 12 specialized agents, task dispatch, and team coordination.

How to run each

JackHamr As a remote MCP server

Claude Code
claude mcp add --transport http jackhamr https://api.jackhamr.ai/mcp

io.github.levelsofself/ai-ops As a local MCP server: npm package

Claude Code
claude mcp add --transport stdio ai-ops -- npx -y palyan-ai-ops-mcp-server

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

Only JackHamr 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: JackHamr · What it can do: io.github.levelsofself/ai-ops · 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