aiops-field-notes-mcp
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TDQS
Scored across 7 tools
Every tool has a clearly distinct purpose: model cost estimation, GPU fit, RSS news, MCP config auditing, MCP server lookup, config diffing, and compliance checking. Even the two network config tools are cleanly separated by action (diff vs compliance), and the two MCP tools operate on different objects (client config vs server directory).
Six of seven tools follow a clear verb_noun snake_case pattern: estimate_llm_cost, check_vram_fit, audit_mcp_config, lookup_mcp_server, explain_config_diff, check_config_compliance. latest_field_note is the one outlier since it is a noun phrase rather than an imperative verb, but it still uses the same snake_case convention.
Seven tools is a well-scoped set for a field-notes oriented MCP server. Each tool addresses a distinct practical need without bloat or redundancy.
The toolkit covers its main workflows well: model selection has cost and VRAM checks, MCP sanity has audit and lookup, and network config has diff and compliance. Minor gaps exist, such as latest_field_note only fetching the most recent item and no way to submit servers to the directory or auto-fix audit findings, but these do not create dead ends.