xiaohongshu
xiaohongshu
maintainx-cost-tuning
Optimize MaintainX API usage for cost efficiency. Use when managing API costs, optimizing request volume, or implementing cost-effective integration patterns with MaintainX. Trigger with phrases like "maintainx cost", "maintainx billing", "reduce maintainx usage", "maintainx api costs", "maintain...
Full skill instructions
Optimize your MaintainX API usage for cost efficiency while maintaining functionality.
| Strategy | Savings Potential | Implementation Effort |
|---|---|---|
| Caching | 40-60% | Low |
| Batch operations | 20-30% | Medium |
| Webhook over polling | 50-70% | Medium |
| Smart pagination | 10-20% | Low |
| Request deduplication | 15-25% | Low |
// src/monitoring/api-usage.ts
interface UsageMetric {
endpoint: string;
method: string;
timestamp: Date;
responseSize: number;
cached: boolean;
}
class ApiUsageTracker {
private metrics: UsageMetric[] = [];
private dailyUsage: Map<string, number> = new Map();
track(metric: Omit<UsageMetric, 'timestamp'>): void {
this.metrics.push({
...metric,
timestamp: new Date(),
});
// Update daily counter
const today = new Date().toISOString().split('T')[0];
const key = `${today}:${metric.endpoint}`;
this.dailyUsage.set(key, (this.dailyUsage.get(key) || 0) + 1);
}
getUsageReport(days = 7): any {
const now = Date.now();
const cutoff = now - days * 24 * 60 * 60 * 1000;
const recentMetrics = this.metrics.filter(
m => m.timestamp.getTime() > cutoff
);
// Group by endpoint
const byEndpoint: Record<string, number> = {};
recentMetrics.forEach(m => {
byEndpoint[m.endpoint] = (byEndpoint[m.endpoint] || 0) + 1;
});
// Calculate cache hit rate
const cacheHits = recentMetrics.filter(m => m.cached).length;
const cacheHitRate = recentMetrics.length > 0
? cacheHits / recentMetrics.length
: 0;
// Identify optimization opportunities
const opportunities = this.identifyOpportunities(byEndpoint, cacheHitRate);
return {
period: `${days} days`,
totalRequests: recentMetrics.length,
byEndpoint,
cacheHitRate: `${(cacheHitRate * 100).toFixed(1)}%`,
estimatedSavings: this.calculateSavings(recentMetrics),
opportunities,
};
}
private identifyOpportunities(
byEndpoint: Record<string, number>,
cacheHitRate: number
): string[] {
const opportunities: string[] = [];
// High-frequency endpoints that could be cached
Object.entries(byEndpoint).forEach(([endpoint, count]) => {
if (count > 1000 && !endpoint.includes('create')) {
opportunities.push(
`High volume on ${endpoint} (${count} requests) - consider caching`
);
}
});
// Low cache hit rate
if (cacheHitRate < 0.3) {
opportunities.push(
`Low cache hit rate (${(cacheHitRate * 100).toFixed(1)}%) - improve caching strategy`
);
}
return opportunities;
}
private calculateSavings(metrics: UsageMetric[]): string {
const totalRequests = metrics.length;
const cachedRequests = metrics.filter(m => m.cached).length;
// Estimate cost per request (varies by plan)
const costPerRequest = 0.001; // Example: $0.001 per request
const savedRequests = cachedRequests;
const savings = savedRequests * costPerRequest;
return `$${savings.toFixed(2)} saved from ${savedRequests} cached requests`;
}
}
export const usageTracker = new ApiUsageTracker();
// src/cache/smart-cache.ts
interface CacheStrategy {
ttlSeconds: number;
staleWhileRevalidate: boolean;
priority: 'high' | 'medium' | 'low';
}
const cacheStrategies: Record<string, CacheStrategy> = {
// Static data - cache longer
'locations': { ttlSeconds: 3600, staleWhileRevalidate: true, priority: 'low' },
'users': { ttlSeconds: 1800, staleWhileRevalidate: true, priority: 'low' },
'assets': { ttlSeconds: 900, staleWhileRevalidate: true, priority: 'medium' },
// Dynamic data - cache shorter
'workorders:list': { ttlSeconds: 60, staleWhileRevalidate: true, priority: 'high' },
'workorders:single': { ttlSeconds: 300, staleWhileRevalidate: true, priority: 'medium' },
};
class SmartCache {
private cache: CacheManager;
async getOrFetch<T>(
key: string,
fetchFn: () => Promise<T>,
strategyKey: string
): Promise<T> {
const strategy = cacheStrategies[strategyKey] || {
ttlSeconds: 300,
staleWhileRevalidate: false,
priority: 'medium',
};
// Try cache first
const cached = await this.cache.get<T>(key);
if (cached) {
usageTracker.track({
endpoint: strategyKey,
method: 'GET',
responseSize: 0,
cached: true,
});
// Stale-while-revalidate: return cached, refresh in background
if (strategy.staleWhileRevalidate) {
this.revalidateInBackground(key, fetchFn, strategy);
}
return cached;
}
// Fetch fresh data
const data = await fetchFn();
usageTracker.track({
endpoint: strategyKey,
method: 'GET',
responseSize: JSON.stringify(data).length,
cached: false,
});
// Cache the result
await this.cache.set(key, data, strategy.ttlSeconds);
return data;
}
private async revalidateInBackground<T>(
key: string,
fetchFn: () => Promise<T>,
strategy: CacheStrategy
): Promise<void> {
// Don't await - runs in background
fetchFn()
.then(data => this.cache.set(key, data, strategy.ttlSeconds))
.catch(err => console.error('Background revalidation failed:', err));
}
}
// src/sync/webhook-sync.ts
// Instead of polling, use webhooks to stay in sync
class WebhookBasedSync {
private localCache: Map<string, any> = new Map();
constructor() {
// Initialize cache from MaintainX on startup
this.initializeCache();
// Register webhook handlers
this.registerWebhookHandlers();
}
private async initializeCache(): Promise<void> {
console.log('Initializing local cache from MaintainX...');
// One-time full sync
const workOrders = await getAllWorkOrders(client, { status: 'OPEN' });
workOrders.forEach(wo => this.localCache.set(`workorder:${wo.id}`, wo));
console.log(`Cached ${workOrders.length} work orders`);
}
private registerWebhookHandlers(): void {
// Update cache from webhooks instead of polling
on('workorder.created', async (event) => {
this.localCache.set(`workorder:${event.data.id}`, event.data);
});
on('workorder.updated', async (event) => {
this.localCache.set(`workorder:${event.data.id}`, event.data);
});
on('workorder.deleted', async (event) => {
this.localCache.delete(`workorder:${event.data.id}`);
});
}
// Get data from cache - no API call needed
getWorkOrder(id: string): WorkOrder | undefined {
return this.localCache.get(`workorder:${id}`);
}
// Only call API when data doesn't exist locally
async getWorkOrderWithFallback(id: string): Promise<WorkOrder> {
const cached = this.localCache.get(`workorder:${id}`);
if (cached) return cached;
// Fallback to API
const workOrder = await client.getWorkOrder(id);
this.localCache.set(`workorder:${id}`, workOrder);
return workOrder;
}
}
// Cost comparison:
// Polling every 30 seconds = 2,880 requests/day = $2.88/day (at $0.001/request)
// Webhooks = ~100 events/day = $0.10/day (at $0.001/request)
// Savings = 96.5%
// src/optimization/batch-requests.ts
// Instead of individual requests, batch where possible
class BatchRequestManager {
private pendingWorkOrderIds: Set<string> = new Set();
private batchTimeout: NodeJS.Timeout | null = null;
private batchResolvers: Map<string, (wo: WorkOrder) => void> = new Map();
async getWorkOrder(id: string): Promise<WorkOrder> {
return new Promise((resolve) => {
this.pendingWorkOrderIds.add(id);
this.batchResolvers.set(id, resolve);
// Schedule batch execution
if (!this.batchTimeout) {
this.batchTimeout = setTimeout(() => this.executeBatch(), 50);
}
});
}
private async executeBatch(): Promise<void> {
const ids = Array.from(this.pendingWorkOrderIds);
this.pendingWorkOrderIds.clear();
this.batchTimeout = null;
if (ids.length === 0) return;
console.log(`Batching ${ids.length} work order requests`);
// Fetch all at once (if API supports batch endpoint)
// Otherwise, parallel fetch with rate limiting
const workOrders = await Promise.all(
ids.map(id => client.getWorkOrder(id))
);
// Resolve individual promises
workOrders.forEach((wo, i) => {
const resolver = this.batchResolvers.get(ids[i]);
if (resolver) {
resolver(wo);
this.batchResolvers.delete(ids[i]);
}
});
// Cost savings: 10 individual requests -> 1 batch = 90% reduction
}
}
// src/optimization/efficient-fetch.ts
// Only fetch what you need
async function fetchMinimalWorkOrderData(
client: MaintainXClient,
params: WorkOrderQueryParams
): Promise<WorkOrderSummary[]> {
const response = await client.getWorkOrders({
...params,
// Request only necessary fields if API supports field selection
// fields: ['id', 'title', 'status', 'priority', 'dueDate'],
limit: params.limit || 50, // Don't over-fetch
});
// Transform to minimal objects
return response.workOrders.map(wo => ({
id: wo.id,
title: wo.title,
status: wo.status,
priority: wo.priority,
dueDate: wo.dueDate,
}));
}
// Pagination with early termination
async function fetchUntilCondition(
client: MaintainXClient,
condition: (wo: WorkOrder) => boolean,
params: WorkOrderQueryParams = {}
): Promise<WorkOrder[]> {
const results: WorkOrder[] = [];
let cursor: string | undefined;
do {
const response = await client.getWorkOrders({ ...params, cursor, limit: 100 });
for (const wo of response.workOrders) {
if (condition(wo)) {
results.push(wo);
} else {
// Early termination - don't fetch more pages
return results;
}
}
cursor = response.nextCursor || undefined;
} while (cursor && results.length < 1000); // Safety limit
return results;
}
// src/monitoring/cost-dashboard.ts
interface CostReport {
period: string;
totalRequests: number;
estimatedCost: number;
byEndpoint: Record<string, { count: number; cost: number }>;
recommendations: string[];
}
function generateCostReport(days = 30): CostReport {
const usage = usageTracker.getUsageReport(days);
// Cost per request (adjust based on your plan)
const costPerRequest = 0.001;
const byEndpoint: Record<string, { count: number; cost: number }> = {};
Object.entries(usage.byEndpoint).forEach(([endpoint, count]) => {
byEndpoint[endpoint] = {
count: count as number,
cost: (count as number) * costPerRequest,
};
});
// Sort by cost descending
const sortedEndpoints = Object.entries(byEndpoint)
.sort((a, b) => b[1].cost - a[1].cost);
const recommendations: string[] = [];
// Top cost endpoint
if (sortedEndpoints.length > 0) {
const [topEndpoint, topUsage] = sortedEndpoints[0];
recommendations.push(
`Highest cost: ${topEndpoint} ($${topUsage.cost.toFixed(2)}) - ` +
`Consider caching or webhooks`
);
}
// Low cache hit rate
const cacheHitRate = parseFloat(usage.cacheHitRate);
if (cacheHitRate < 50) {
const potentialSavings = usage.totalRequests * 0.5 * costPerRequest;
recommendations.push(
`Cache hit rate is ${cacheHitRate.toFixed(0)}% - ` +
`Improving to 50% could save $${potentialSavings.toFixed(2)}`
);
}
return {
period: `${days} days`,
totalRequests: usage.totalRequests,
estimatedCost: usage.totalRequests * costPerRequest,
byEndpoint,
recommendations,
};
}
| Optimization | Before | After | Savings |
|---|---|---|---|
| Caching | 10,000/day | 4,000/day | 60% |
| Webhooks vs polling | 2,880/day | 100/day | 97% |
| Batching | 500/day | 100/day | 80% |
| Total estimate | 13,380/day | 4,200/day | 69% |
For architecture patterns, see maintainx-reference-architecture.
xiaohongshu
technical spec
product ux expert
database patterns
Conduct multi-agent task orchestration and workflow coordination.
Initialize project with Conductor artifacts (product definition,
Expert in web animations, transitions, and motion design using Framer Motion and CSS
Creates Mermaid and ASCII diagrams for flowcharts, architecture, ERDs, state machines, mindmaps, and more. Use when user mentions diagram, flowchart, mermaid, ASCII diagram, text diagram, terminal diagram, visualize, C4, mindmap, architecture diagram, sequence diagram, ERD, or needs visual docume...
PostgreSQL bindings for H3 hexagonal grid system. Use when working with H3 cells in Postgres, including spatial indexing, geometry/geography integration, and raster analysis.
Context-Driven Development skill for projects using Conductor. Use this skill when you detect a `conductor/` directory in the project, when working on tasks defined in a `plan.md` file, or when the user asks about tracks, specs, or plans. Automatically applies TDD workflow, tracks task completion...
Display project status, active tracks, and next actions
Official Stakpak application containerization standard operating procedure, a step-by-step guidline to properly dockerize applications. This is a rule book curated by the Stakpak Team.
Generate, edit, and beat-sync AI video with leading models in one workspace.
The world's fastest calendar for remote work
Transform Your Design with AI Designer by ImgCreator.ai
Revolutionizing Video Production with AI-Powered Creativity
Extend an image past the frame and let AI fill the new aspect ratio.
Discover your celebrity doppelgänger with StarByFace!
ChainClarity explains 700+ crypto whitepapers in plain English, with layered summaries, comparisons, research tools, alerts, and a $4.99 Pro plan.
Opus.ai: Revolutionize Your Web Experience