Price a workload across current frontier and open-weights models. Give tokens per request and monthly request volume; returns cost per request and per month for every model, cheapest first, with the caveats that move the number (batch discounts, prompt caching, intro pricing that expires).

Work out whether an open-weights model fits on a given GPU. Takes parameter count in billions, quantisation bit width and context length; returns weights + KV cache + overhead in GB and which common cards (and Macs) have room.

Review an MCP client config before you trust it. Paste the JSON from .mcp.json, claude_desktop_config.json or any equivalent and it flags unpinned packages that auto-update, secrets written in plaintext, filesystem roots scoped to the whole home directory, shell entrypoints, privileged containers, credentials on the command line, unauthenticated or plain-HTTP remote servers, and database access that is not read-only — each with the fix. Nothing is read from disk; pass the text.

Look up an MCP server in the curated AIOps Field Notes directory: what it connects to, who maintains it, and whether it is a reference, vendor or community server. Search by name, capability or category. An unlisted server is not condemned — the answer says how to vet it yourself.

Explain what changed between two network device config snapshots, in plain English. Works on EdgeOS, MikroTik RouterOS, OPNsense, Cisco IOS-style and EdgeSwitch configs: strips volatile lines, groups changes by config section, and tags each with a risk level and why it matters (security, routing, access, connectivity). Deterministic — no model call, nothing leaves the machine.

Run a CIS/PCI starter pack over one network device config: telnet disabled, SSH enabled, no default SNMP community, remote logging, time sync, login banner, hashed credentials, a firewall or ACL, and idle timeout. Deterministic regex checks with framework references, so two reviewers get the same result.

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