The application workflow leverages AWS Lambda and Agentic AI to diagnose app issues—like network instability or expired tokens—with RS256 authentication. Smart recovery and crash-aware restart maintain user continuity, delivering a secure and reliable experience.

Apex Log MCP Server - AI-powered Salesforce Apex debug log analysis. Find performance bottlenecks, slow methods, SOQL bottlenecks, and governor limit issues.

MCP server for Windows performance counter (PDH) capture, analysis, and live snapshot - feeds analysis tools like get_per_queue_summary for NIC RSS validation.

MCP server for performance: code benchmarking, memory analysis, Big O estimation, bundle size analysis, HTTP load testing Install: npx @rog0x/mcp-perf-tools

Performance analysis tools for AI agents via MCP

A comprehensive Model Context Protocol (MCP) server that provides web performance auditing, accessibility testing, SEO analysis, security assessment, and Core Web Vitals monitoring using Google Lighthouse. Enables LLMs and AI agents to perform detailed we

MCP server for React render performance analysis in Next.js apps — detects rerender storms, commit spikes, and slow components for MCP clients like Claude Code and GitHub Copilot

MCP server for Laravel Clockwork - debug and analyze Laravel applications with AI assistance. Query performance, N+1 detection, cache analysis, and more.

MCP server for website health analysis — SEO, performance, accessibility, and security checks for any URL | 网站健康分析MCP服务器

MCP server for Pulspeed — website performance monitoring via PageSpeed Insights and AI analysis. Works with Claude, Cursor, Windsurf, and any MCP-compatible AI agent.

High-performance, memory-safe, and open-source statistical analysis package in 100% pure Safe Rust

A high-performance code intelligence graph for LLMs and AI agents. Sub-second structural queries, impact analysis, and cross-repo API contracts for autonomous coding workflows.

Free, open-source SQL Server and Postgres performance monitoring. Collectors, real-time alerts, graphical plan viewer, MCP server for AI analysis. Supports SQL 2016-2025, Azure SQL, AWS RDS, Postgres, Aurora Postgres.

MCP server that enables AI agents to perform comprehensive web audits using Google Lighthouse with 13+ tools for performance, accessibility, SEO, and security analysis.

High-performance MCP server for log analysis. Give Claude the ability to analyze massive log files with SIMD-accelerated parsing. 5-50x faster than awk for aggregations.

8-armed SEO intelligence - MCP server + CLI with 23 tools for rank tracking, Google Analytics, site auditing, keyword research, competitive analysis, and performance monitoring

High‑performance Managed Code Processor (MCP) server with AI‑powered code analysis and editing.

59 MCP servers for React + TypeScript development automation — component scaffolding, dep auditing, WCAG checking, test generation, TypeScript enforcement, render analysis, performance audit, Lighthouse, Storybook generation, legacy app analysis, componen

CLI and MCP server for parsing Xcode Instruments traces, ranking hotspots, and generating local-first performance analysis workflows.

Provide real-time and historical data on Turkish investment funds, including fund listings, performance analysis, company details, and inflation statistics. Enable detailed fund comparisons and investment analysis to support informed financial decisions. Access daily market statistics and inflation rates to stay updated with the latest economic indicators.

Agent self-improvement and reflection MCP server — decision logging, pattern analysis, performance tracking

MCP server for GitHub Actions intelligence: workflow performance, config audit, and billing analysis

Multi-user MCP server for Oracle Database: host/port, TNS alias, JDBC style & TCPS connections, token auth, performance analysis tools

Self-hosted database performance diagnostics for SQL Server, MySQL & PostgreSQL: trends, AAS insight, Top SQL, plan-change tracking, blocking & deadlock analysis. Single-process deploy, built-in MCP server for AI agents.

Model Context Protocol server for Intervals.icu — access training data, wellness metrics, and performance analysis from Claude, ChatGPT, and other LLMs.

A Model Context Protocol (MCP) server that provides comprehensive access to SendGrid's API v3 for email marketing, transactional email operations, dynamic template management, and detailed analytics. Features 58 tools covering all aspects of email management and performance analysis.

A security-first MCP server that empowers AI agents to perform automated reverse engineering, malware analysis, forensics, vulnerability research, and SAST — powered by Radare2, YARA, LIEF, Capstone, and more.

MCP server for SEOAgent — 24 tools for AI agents to perform keyword research, rank tracking, site audits, competitor analysis, backlink intelligence, and SEO strategy generation

Smart-home automation system to visualise data in Grafana, control your devices and perform deep analysis via the built-in MCP server.

🚀 Improve patent analysis with a high-performance MCP server for USPTO Final Petition Decisions, featuring context reduction and customizable fields.

High-performance MCP server for AI coding agents: persistent knowledge graph, blast radius analysis, semantic search. Built in Rust.

A Model Context Protocol (MCP) server that provides secure PostgreSQL database integration tools for Claude Code. Features read-only query execution, schema exploration, and performance analysis.

Give AI assistants full PostgreSQL DBA superpowers — 30+ tools for performance analysis, bloat detection, lock/deadlock monitoring, autovacuum & schema inspection. No extensions required. PG 12-18.

A Model Context Protocol (MCP) server for high-performance functional genomics analysis via the Broad Institute’s DepMap CRISPR datasets. It enables AI agents to query and synthesize gene-dependency metrics across 1,000+ cancer cell lines.

Precise verification for coding agents on Android: compact screens, impact analysis, verdicts with evidence, UI, performance and compatibility checks. CLI and MCP server.

MCP server for Google Search Console: search performance, URL inspection, sitemaps and ready-made SEO analysis for AI assistants.

The Google Search Console Performance report over MCP: clicks, impressions, CTR and position by query, page, country, device and date. Read-only, one credentials file, no analysis layer.

AI-Powered Kubernetes Management System: A platform combining natural language processing with Kubernetes management. Users can perform real-time diagnostics, resource monitoring, and smart log analysis. It simplifies Kubernetes management through conversational AI, providing a modern alternative

Data Science platform for code structure analysis, trace event-action chains through graph queries; perform code diagnostics and more! Notebooks, Force-directed graph visuals; follow your agent as it updates your files.

Advanced Intervals.icu MCP server for ChatGPT & Claude: Garmin-enriched metrics, all custom fields & streams, recovery insights, endurance performance analysis, OAuth. Community-maintained continuation of mvilanova/intervals-mcp-server.

An intelligent, AI-driven codebase analytics engine powered by Retrieval-Augmented Generation (RAG). It performs precise repository analysis with hybrid search. language-aware AST chunking, exact line-level citations, and MCP (Model Context Protocol) tools for seamless integration with IDEs and AI agents.

A comprehensive Model Context Protocol (MCP) server for MySQL databases with 200+ tools for advanced database management, diagnostics, performance analysis, security auditing, and AI-powered database interactions.

MCP server for MySQL ops — 19+ tools for monitoring, diagnostics & performance analysis. Natural language queries, read-only & production-safe, MySQL 5.7.9+/8.0+. Works with Claude, Cursor, Cline & all MCP clients.

Enable AI assistants to perform real-time web searches, extract data from web pages, map website structures, and crawl websites systematically. Enhance your AI's capabilities with powerful tools for intelligent data retrieval and analysis from the web. Seamlessly integrate advanced search and extraction features into your MCP client workflows.

Intelligent Model Context Protocol (MCP) server for AI-assisted API development. Generate mock servers from OpenAPI specs with advanced logging, performance analytics, and server discovery. Optimized for AI development workflows with comprehensive testing insights and automated analysis.

High-performance zero-dependency static analysis tool enforcing NASA Power of Ten rules across 20 programming languages, plus AI agent skill, MCP server config, prompt template, and LLM model security auditing.

Google Analytics 4 data to AI agents, agentic workflows, and MCP clients. Give agents analysis-ready access to website traffic, user behavior, and performance data with schema discovery, server-side aggregation, and safe defaults that reduce data wrangling.

Ontology-driven codebase indexer and query service. Parses C#, TypeScript/JS, Go, Python, and SQL into an embedded graph database. Exposes Model Context Protocol (MCP) tools for AI agents to perform deep static analysis, cross-project call-graph tracing, and data lineage mapping.

Given LLM's struggle with accurate mathematics and truth having the power of Wolfram Alpha is a huge improvement. Wolfram Alpha's LLM API computational knowledge engine through natural language queries to perform mathematical calculations, scientific computing, geographic information retrieval, and data analysis. Query facts about history, art, astronomy, and more with ease. Handle ambiguous queries with assumption-based clarifications for precise results.

An MCP server that gives an AI agent Google Search Console and Google Analytics 4 in one place: 39 tools over five Google APIs. It covers Search Console properties and sitemaps, search performance and period comparison, URL Inspection, GA4 accounts, properties, data streams and reports, and site verification. A local analysis layer adds position-based CTR benchmarks, trend detection, query intent classification and recommendations, so most tools return a readable summary rather than bare JSON. Some tools change live configuration (add or delete a property, submit or delete a sitemap, create a GA4 property or data stream). Runs over stdio or stateless Streamable HTTP.

Transparent and Efficient Financial Analysis

MCP server for analyzing Windows ETW (.etl) traces — xperf / native ETW / .NET sidecar + WPR & pktmon capture authoring

SQL Server performance tuning skills for LLMs — 829 checks across 26 skills covering T-SQL, execution plans, wait stats, deadlocks, Query Store, indexes, encryption, Always On AG, WSFC, ERRORLOG, SPN, memory, disk I/O, config drift, setup logs, SSRS & migration readiness. Remote MCP server on Cloudflare Workers.

Full-stack security, performance & schema diagnostic sniffer for Supabase & PostgreSQL — RLS initPlan, Supavisor :6543, missing indexes, Splinter parity, CONCURRENTLY fixes, pentest & MCP.

MCP server for React Native spatial integrity and layout audit. Provides Ground Truth for your component tree by detecting margin pollution, token deviations, bridge crossings, and render traps. 15 tools for structural analysis, layout auditing, performan

MCP server that gives AI assistants tools to analyze Salesforce Apex debug logs for performance bottlenecks, slow methods, and governor limit usage.

Perfetto trace analysis via MCP — PerfettoSQL queries plus dedicated Chrome tools for scroll jank, page loads, and main-thread hotspots

Relay - AI agent latency auditor as an MCP server and CLI (an Arclat product)

Enable runtime analysis and control of AI agents with a dynamic process hacking server similar to Process Hacker for enhanced debugging and integration.

SystemMind MCP is an open-source, cross-platform diagnostic and monitoring toolkit built in Python, designed to give developers, DevOps engineers, and system administrators deep insights into their operating system in real time.