MCP Server for solving bimatrix normal-form games to find pure-strategy and mixed-strategy Nash equilibria
Single tool with adequate schema but weak descriptions and no error handling. Tool name lacks action verb (should be 'solve_' or 'find_'). Description is 156 chars (acceptable range) but lacks WHEN/WHY guidance. Input schema is complete with proper types and field descriptions, but output schema is undocumented, LLM cannot plan downstream use. No error handling, validation guidance, or recovery paths. No tool annotations (readOnlyHint, etc.). Composition is monolithic: pure + mixed equilibria returned together; could split into separate tools for clarity.
Find all pure strategy Nash equilibria and compute mixed-strategy Nash equilibrium for a 2x2 bimatrix game
Tool name lacks action verb. 'find_nash_equilibria' is acceptable but 'solve_bimatrix_nash' or 'compute_nash_equilibrium' would be clearer. Current name does not signal that this is a computational/analytical tool vs. a lookup.
Output schema is completely undocumented. Tool returns {pure_equilibria: [...], mixed_equilibrium: {...}} but LLM has no schema to understand structure, types, or fields. Cannot plan downstream use or validate results.
No error handling or validation. Tool accepts arbitrary payoff matrices with no bounds checking, dimension validation, or numeric constraints. Invalid input (e.g., non-square matrices, NaN values) will cause silent failures or crashes. No recovery guidance for LLM.
Description lacks WHEN/WHY context. States WHAT (find equilibria) but not WHEN to call this tool vs. alternatives, what prerequisites exist (2x2 only for mixed), or what the output means. LLM cannot determine if this is the right tool for a game-theory problem.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | F | 46 | 2026-07-28+ | v2 |
No tool annotations. Tool is READ_ONLY (correct) but lacks explicit readOnlyHint in schema. No idempotentHint declared, though the tool is deterministic. Annotations help LLM reason about retry safety and side effects.