Manage persistent Knowledge Graph for specifications. Provides read, query, update, and validation capabilities for codebase analysis caching.
Strict technical code review for Kotlin Jetpack Compose. Analyzes @Composable functions for recomposition issues, stability violations, memory leaks, state management…
Automatically optimizes Cloudflare KV storage patterns, suggesting parallel operations, caching strategies, and storage choice guidance
Use when writing, reviewing, debugging, or documenting LanceDB pipelines in Python or TypeScript, especially code that should work across local LanceDB OSS tables and remote…
Optimize LangChain API costs with token tracking, model tiering, caching, prompt compression, and budget enforcement.
Build composable middleware for LangChain 1.0 chains and LangGraph 1.0 agents — PII redaction, caching, retry, token budgets, guardrails — with ORDERING rules that avoid cache-key…
Optimize LangChain application performance: latency, throughput, streaming, caching, batch processing, and connection pooling.
Extracts traces, observations, and metrics from Langfuse Cloud (EU) API for debugging, telemetry analysis, and regulatory audit trails.
Debug LangChain and LangGraph agents by fetching execution traces from LangSmith Studio. Use when debugging agent behavior, investigating errors, analyzing tool calls, ch — from…
Debug LangChain and LangGraph agents by fetching execution traces from LangSmith Studio. Use when debugging agent behavior, investigating errors, analyzing tool calls, ch — from…
Debug LangChain and LangGraph agents by fetching execution traces from LangSmith Studio. Use when debugging agent behavior, investigating errors, analyzing tool calls, ch — from…
Debug LangChain and LangGraph agents by fetching execution traces from LangSmith Studio. Use when debugging agent behavior, investigating errors, analyzing tool calls, ch — from…
C# and .NET idioms — .NET 8 LTS, csproj, C# NRT, records, value semantics, switch expressions, async/await, Task, ValueTask, CancellationToken, ConfigureAwait, dependency…
Surgically injects trace macros (TRACE_EVENT) into Chromium C++ files to expose "black box" latency gaps, resolves headers, and compiles the browser using a self-healing loop.
Per-call and aggregated latency tracking for MEV infrastructure. Use when implementing performance monitoring or debugging slow operations.
A library of real, hard-won website-launch failure modes — each with what happened, the root cause, and how to prevent it.
Expert in Ethereum L2 solutions - Optimism, Arbitrum, zkSync, Base, and rollup architecture for scalable dApp developmentUse when "layer 2, l2, optimism, arbitrum, zksync, base,…
Use for implementing features, writing production TypeScript/Langium code, code review guidance, and ensuring technical quality.
Scans Rust code for edition-specific patterns and deprecated APIs, then migrates to a target edition (2015 → 2018 → 2021 → 2024) or updates breaking crate API changes (tokio 0.x →…
Complete guide for Light Protocol on Solana - includes ZK Compression for rent-free compressed tokens and PDAs using zero-knowledge proofs, and the Light Token Program for…
Manage and optimize Lindy AI rate limits. Use when hitting rate limits, optimizing API usage, or implementing rate limit handling.
Optimize Linear API queries, caching, and batching for performance. Use when improving response times, reducing API calls, or implementing caching strategies for Linear data.
Select and configure linear solvers for Ax=b systems arising in numerical simulations — choose between direct (LU, Cholesky) and iterative (CG, GMRES, BiCGSTAB, MINRES) methods,…
Guides optimal Linear operations usage with caching, performance patterns, and error handling. Auto-activates when implementing CCPM commands that interact with Linear.
Optimize Linktree API integration performance with caching, batching, and rate limit strategies. Use when Linktree API calls are slow, hitting rate limits, or profile pages serve…
Implement multi-layer LLM caching with exact match, semantic similarity, and provider-side prompt caching.
Multi-level caching strategies for LLM applications - semantic caching (Redis), prompt caching (Claude/OpenAI native), cache hierarchies, cost optimization, and Langfuse cost…
Implement or refactor a reusable LLM client layer for text-only or multimodal projects. Use when a project needs one final repo-local client module, OpenAI-compatible provider…
Cut LLM cost and latency with caching, model tiering, prompt diet, batching, and streaming UX. Use when the inference bill or response time needs engineering down.
Model the cost and latency of an LLM feature before it ships and surprises the bill. Use when asked to estimate LLM API costs, set a latency/token budget, decide which model tier…
Reduce LLM API costs without sacrificing quality. Covers prompt caching (Anthropic), local response caching, prompt compression, debouncing triggers, and cost analysis.
Use when you need to reduce LLM API spend, control token usage, route between models by cost/quality, implement prompt caching, or build cost observability for AI features.
Optimize LLM response latency with caching and architecture. TRIGGERS - Use when user needs help with llm-latency-optimizer related tasks.
Implement semantic and exact-match caching for LLM responses to reduce cost 40-60% and latency. Activate on: LLM caching, semantic cache, reduce API costs, cache AI responses.
Checks redundant fetches, N+1 loops, over-fetching, missing bulk operations, wrong caching scope. Use when auditing query efficiency.
Comprehensive operational skill specification for Anthropic Claude to automate, script, troubleshoot, and optimize Apple Logic Pro 11, Scripter MIDI FX JavaScript, Audio — from…
Optimize and stress-test a logistics system end-to-end — chains route optimization, warehouse operations review, inventory demand forecasting, supply chain risk analysis, and…
Manage car logo fetching, scraping, and Vercel Blob storage in the logos package. Use when adding new car brand logos, updating logo sources, debugging brand name normalization,…
Optimize Lokalise API performance with caching, pagination, and bulk operations. Use when experiencing slow API responses, implementing caching strategies, or optimizing request…
Caching strategies for performance optimization — cache-aside, write-through, write-behind, TTL policies, eviction, and stampede prevention.
Run reproduce-first debugging. Use when tests fail, builds break, behavior regresses, errors occur, flaky behavior appears, performance drops unexpectedly, root cause is unknown,…
Optimize Lucidchart API integration performance with caching, batch shape operations, and pagination strategies.
Set and enforce performance budgets for Lightning Web Components: bundle-size limits per component, LCP/INP field targets, wire-adapter count caps, and CI-gate configuration using…
How LWC reactivity actually works after Spring '20 (API v48+) — every class field is reactive on reassignment, but @track is still required for in-place mutation of plain…
Diagnose and fix slow internet on macOS. Finds hidden bandwidth drains — VPNs (Cloudflare WARP, system VPN configs), iCloud sync (Desktop & Documents syncing dev projects),…
Maintain, audit, test, install, and release the AI Session Search repository. Use for provider parsing, Rust/CLI/MCP/Python API changes, search limits or match evidence,…
Optimize MaintainX API integration performance. Use when experiencing slow API responses, optimizing data fetching, or improving integration throughput with MaintainX.
CRITICAL: Use for Makepad 2.0 performance optimization and debugging. Triggers on: makepad performance, makepad debug, makepad profiling, makepad gc, new_batch, texture_c — from…
CRITICAL: Use for Makepad 2.0 performance optimization and debugging. Triggers on: makepad performance, makepad debug, makepad profiling, makepad gc, new_batch, texture_c — from…
Sets up server-state with TanStack Query (caching, mutations, optimistic updates, hydration) and picks the right client-state tool; used when wiring data fetching or untangling…
Implement intelligent API response caching with Redis, Memcached, and CDN integration. Use when optimizing API performance with caching.
Tracks infrastructure asset performance with maintenance planning, capital expenditure optimization, and end-of-life valuation.
Reviews Google Maps, Places, Street View and Business Profile workflow designs for scraping, storage, caching, attribution, ownership and data-use risks.
Optimizes web fetching by using Cloudflare's Markdown for Agents, reducing token consumption by ~80%
Performance optimization guidance for .NET MAUI apps covering profiling, compiled bindings, layout efficiency, image optimization, resource dictionaries, startup time, trimming,…
Use when a DAX query, measure, or visual is slow, when interpreting analyze timings, Storage Engine / Formula Engine splits, or query plans, when VertiPaq storage size or…
Implement MCP resources that provide data and files to AI assistants - URIs, caching, and streaming
Serve media efficiently with caching, range requests, and access control, so playback starts fast and private files stay private.
Diagnoses and resolves memory leaks in JavaScript/Node.js applications. Use when a user reports high memory usage, OOM errors, or wants to analyze heapsnapshots or run memory leak…
Node.js memory leak detection and heap profiling. node-memwatch heap diffing, V8 heap snapshots, GC event monitoring, heap growth trending, and leak remediation patterns.