MCP Server for Weighted Borda Count Preference Aggregator Skill - Pure Python Standard Library implementation of positional voting and preference aggregation. Calculates credibility-weighted Borda counts, detects Condorcet winners via pairwise matrix, and ranks multi-agent reasoning paths deterministically.
Single tool with minimal definition quality. Tool name 'aggregate_votes' lacks action verb prefix (should be 'aggregate_preference_votes' or similar). Description is present (89 chars) but generic and lacks WHEN/WHY guidance. Input schema visible but parameters lack individual descriptions, only high-level array descriptions provided. No output schema documented. No error handling guidance. No parameter constraints (enums, ranges, formats). Tool does not follow verb_noun convention clearly and lacks LLM-optimized structure.
Aggregates weighted preference ballots using Borda count voting method. Computes Borda scores for candidates, detects Condorcet winners via pairwise comparison matrix, and returns ranked results.
Missing parameter descriptions. Input schema defines 'candidates' and 'ballots' arrays but provides no guidance on structure, constraints, or expected content for ballot objects (voter_id, ranking, weight fields are undocumented).
No output schema documented. Tool returns 'ranking', 'borda_scores', 'condorcet_winner' but LLM has no visibility into field types, structure, or semantics. Baseline: 100% of A+ tools document return types.
Tool description lacks WHEN/WHY context. Does not explain when to use Borda count vs other voting methods, what prerequisites exist (minimum candidates/ballots), or what Condorcet winner means to the LLM. Baseline: descriptions should answer What/When/Why.
No error handling or recovery guidance. Tool silently filters invalid candidates from rankings and returns None for Condorcet winner if none exists. LLM receives no actionable error messages or next-step guidance.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | F | 34 | 2026-07-28+ | v2 |
Tool name 'aggregate_votes' does not start with clear action verb. Baseline: 90% of A+ tools start with action verb. Consider 'aggregate_preference_votes' or 'compute_ranked_preferences' for clarity.