MCP AI Bug Helper

import { MODEL_LIBRARY } from './modelCatalog.js'; import type { AdvisorModelSpec, ScenarioTag, ToolInput } from './types.js'; const TAG_KEYWORDS: Record<Exclude<ScenarioTag, 'general'>, RegExp[]> = { frontend: [/(react|next\.js|vue|svelte|hydration|dom|css|browser)/i], node: [/(node\.js|express|worker thread|npm|ts-node|nestjs)/i], go: [/(golang|g\b|grpc|goroutine|go1\.|protobuf)/i], memory: [/(memory leak|oom|latency|performance|profil|heap|cpu)/i], ai: [/(llm|prompt|openai|anthropic|embedding|fine[- ]?tune|rag)/i], infra: [/(kubernetes|k8s|aws|gcp|terraform|docker|kafka|redis|postgres)/i], }; const RELIABILITY_WEIGHT: Record<AdvisorModelSpec['reliability'], number> = { platinum: 3, gold: 2, silver: 1, }; export interface ModelLineup { tags: ScenarioTag[]; free: AdvisorModelSpec[]; paid: AdvisorModelSpec[]; } export function buildModelLineup(input: ToolInput): ModelLineup { const haystack = [input.question, input.context].filter(Boolean).join('\n'); const detectedTags = detectTags(haystack); const rankedModels = rankModels(detectedTags); const free = rankedModels.filter((model) => model.isFree); const paid = rankedModels.filter((model) => !model.isFree); return { tags: detectedTags, free, paid }; } function detectTags(text: string): ScenarioTag[] { const lowered = text.toLowerCase(); const tags = new Set<ScenarioTag>(); Object.entries(TAG_KEYWORDS).forEach(([tag, regexList]) => { if (regexList.some((regex) => regex.test(lowered))) { tags.add(tag as ScenarioTag); } }); if (tags.size === 0) { tags.add('general'); } else { tags.add('general'); } return Array.from(tags); } function rankModels(tags: ScenarioTag[]): AdvisorModelSpec[] { return [...MODEL_LIBRARY].sort((a, b) => scoreModel(b, tags) - scoreModel(a, tags)); } function scoreModel(model: AdvisorModelSpec, tags: ScenarioTag[]): number { const matchScore = tags.reduce((acc, tag) => acc + (model.strengths.includes(tag) ? 4 : 0), 0); const reliability = RELIABILITY_WEIGHT[model.reliability] ?? 1; const freeBonus = model.isFree ? 1 : 0; return matchScore + reliability + freeBonus; }