Exposes NightMend core operational tools to AI agents through the MCP protocol. First open-source monitoring platform with native MCP support + AI analysis. Features server health monitoring, alert management, log search, root cause analysis, and service topology visualization.
NightMend MCP Server has critical definition quality issues. Only 1 tool is exposed (get_servers_health), and while it has an input schema and description, the schema lacks proper type definitions and the overall tool ecosystem is minimal. The input schema shows parameter names and descriptions but is missing explicit 'type' declarations in the JSON Schema format. The tool description is generic (24 chars) and does not explain WHEN to use this tool, what it returns structurally, or dependency relationships. No output schema is documented. The tool itself is read-only and low-risk, but the definition quality falls well below production baseline (baseline avg tool description: 194 chars; here: 24 chars). No error handling patterns are visible, no parameter constraints (e.g., limit bounds, enum for status_filter), and no guidance on pagination or large result handling.
Get server health status and key metrics
Tool description is critically short (24 chars), fails to explain purpose, use case, or return structure
Input schema lacks explicit 'type' field declarations, only parameter names and descriptions visible, no type info (string, integer, object, array, etc.)
status_filter parameter accepts free-form strings with no enum constraint, LLM may hallucinate invalid values beyond 'online/offline/warning'
limit parameter has no explicit bounds documented, missing min/max constraints; LLM could pass 0, negative, or 999999 values
No output schema documented, LLM cannot plan downstream tool calls or extract required fields from results
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-22 | F | 44 | 2026-07-28+ | v2 |
| 2026-03-09 | F | 0 | - | v1 |
No pagination guidance, tool accepts limit but no indication of whether results are paginated, whether a next_cursor is returned, or how to fetch additional items
No error handling or recovery guidance, tool description and visible code do not indicate what happens on invalid limit, unknown status_filter, or service unavailability