An open-source MCP server and governance harness for operating GPU inference clusters with vLLM, Ray Serve, SGLang, and TGI. It provides latency root-cause analysis, scaling and draining controls, observability, auditing, and policy safeguards.
As parsed from github.com/AIops-tools/Inference-AIops on 2026-11-08.
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Prices and medians update for the tier you select.
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Inference-AIops · Pro
No Pro plan
—
Pro-MCP server median
—
insufficient comparable pricing
vs Pro MCP servers
No comparison
Inference-AIops doesn't sell Pro
ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.
Market density
18th pctile
20 competing vendors
Comparable listings · 30d
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Platforms · Pro median
$100/mo
4 priced · —–— mid 50%
Price spectrum · Pro plans · 5 of 7 providers priced · log scale · $29 → $100/mo
MCP servers Platforms◻ shaded = middle 50% · line = median (all types)Inference-AIops has no comparable Pro price — not plotted
Products in this market
Ranked by how closely each one matches Inference-AIops's job. Prices show each provider's Pro state; entry prices are labelled as such. Unpriced products still belong to the market.
Market = the products most similar to this one by capability; prices are median / quartiles over its priced members, separated by provider type and buyer tier.