F
licenseNot graded
qualityC
maintenanceEnables AI clients to send prompts to a local Codex App Server via MCP, returning text responses and supporting persistent session reuse.
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ask-llm-mcp
by AgentMing
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TDQS
A4.3/5.0
Scored across 3 tools
Disambiguation5/5
Each tool has a clearly distinct purpose: ask_llm executes LLM calls, list_models provides model discovery, and list_sessions handles session lookup. There is no overlap between the action and the two list operations.
Naming Consistency5/5
All tool names follow a consistent verb_first snake_case pattern: ask_llm, list_models, list_sessions. The naming style is uniform and predictable.
Tool Count5/5
Three tools is well-scoped for this server's purpose. Each tool covers a necessary part of the LLM request workflow: choosing a model, making a call, and resuming sessions.
Completeness4/5
The core workflow is covered: discover models, call the LLM, and list/resume sessions. Minor gaps exist such as no dedicated session detail or deletion tool, but the main lifecycle is functional.
Maintenance
ActivitySlowing
ResponsivenessNo issues