Inference AIops vs Agentic Observability MCP
Inference AIops is an MCP server published by AIops-tools. Marketplaces we read that list it: 1 (Official MCP Registry). Agentic Observability MCP is an MCP server published by mdfifty50-boop. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-23. 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
| Marketplace |  Inference AIops |  Agentic Observability MCP |
|---|---|---|
| Official MCP Registry | Listed Version: 0.12.0 Downloads/month (PyPI): 1 005 Downloads/week (PyPI): 144 Forks (GitHub): 0 Stars (GitHub): 0 Not marked · First seen |
Listed Version: 0.1.1 Downloads/month (npm): 191 Downloads/week (npm): 32 Forks (GitHub): 1 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
| Fact | Inference AIops | Agentic Observability MCP |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) | 0 | 0 |
| Forks (GitHub) (differs) | 0 (worse) | 1 (better) |
| Last release (differs) | 2026-10-15 | Not published |
| Where it runs (differs) | On your machine (inference-aiops) | On your machine (agentic-observability-mcp) |
| Transport | stdio | stdio |
| Tools it declares | Not published | Not published |
| Environment variables it asks for | Not published | Not published |
| Licence | Not stated | Not stated |
| Repository (differs) | github.com/aiops-tools/inference-aiops | github.com/mdfifty50-boop/agent-observability-mcp |
| Changes in the last 7 days | 0 | 0 |
| First seen | 2026-10-11 | 2026-10-11 |
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
Inference AIops
Governed GPU inference ops (vLLM + Ray Serve): latency RCA, scaling, drain, 39 tools.
Agentic Observability MCP
Agent tracing, cost tracking, anomaly detection for LLM agents
How to run each
Inference AIops As a local MCP server: PyPI package
claude mcp add --transport stdio inference-aiops -- uvx inference-aiopsAgentic Observability MCP As a local MCP server: npm package
claude mcp add --transport stdio agentic-observability -- npx -y agentic-observability-mcpCommands built only from what the marketplaces declare; the full set for every client is on each card.
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: Inference AIops · What it can do: Agentic Observability MCP · 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.