"A server that supports using a Python debugger for tasks like finding memory leaks" matching MCP servers:

• A-MEM: Agentic Memory System

  tobs-code

  -

  security

  F

  license

  -

  quality

  Provides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.

  Last updated 2026-02-03

  6

• A-Share MCP Server

  firmmaple

  -

  security

  A

  license

  -

  quality

  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  23

  MIT

• CHOFF-A-MCP (Anamnesis)

  dd-dent

  -

  security

  A

  license

  -

  quality

  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT

• A-Share MCP Server

  24mlight

  A

  security

  A

  license

  -

  quality

  A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  641

  MIT

• No-as-a-Service (NoaaS)

  Koneisto

  -

  security

  A

  license

  -

  quality

  Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.

  Last updated 2026-01-21

  4

  MIT

• Chainflip Broker as a Service

  CumpsD

  -

  security

  A

  license

  -

  quality

  Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

  Last updated 2026-03-21

  10

  MIT

• A Share MCP

  24mlight

  A

  security

  A

  license

  -

  quality

  A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  641

  MIT

• Tasks MCP Server

  maxouverzou

  -

  security

  F

  license

  -

  quality

  A task management MCP server that provides tools to create, list, complete, and delete tasks using pluggable storage backends. It enables users to interact with their task lists through natural language using MCP-compatible clients like Claude Desktop.

  Last updated 2026-01-22

• Python Memory MCP Server

  wty0512

  -

  security

  F

  license

  -

  quality

  A Python-based server providing persistent memory management for AI models with SQLite and Markdown dual backend storage. It features full-text search, RAG-enhanced querying, and cross-project knowledge sharing for integration with Claude, Cursor, and Rovo Dev.

  Last updated 2025-08-27

• MCP Tasks

  flesler

  A

  security

  A

  license

  -

  quality

  A comprehensive and efficient Model Context Protocol server for task management that works with Claude, Cursor, and other MCP clients, providing powerful search, filtering, and organization capabilities across multiple file formats.

  Last updated 2025-09-17

  5

  45

  41

  MIT

• MCP Debugger

  debugmcp

  A

  security

  A

  license

  -

  quality

  Enables AI agents to perform step-through debugging of Python, JavaScript/Node.js, and Rust programs using the Debug Adapter Protocol, with support for breakpoints, variable inspection, and stack traces.

  Last updated 2026-03-30

  17

  89

  MIT

• Tasks MCP Server

  chipocrudos

  A

  security

  F

  license

  -

  quality

  Enables task management through natural language commands in English or Spanish. Supports creating, listing, updating, completing, and deleting tasks with local SQLite storage.

  Last updated 2025-10-27

  7

• MCP Debugger

  bherbruck

  A

  security

  A

  license

  -

  quality

  Enables debugging of Python, JavaScript/TypeScript, Go, and Rust code using real debuggers with breakpoints, stepping, variable inspection, and stack trace navigation through the Debug Adapter Protocol.

  Last updated 2026-03-28

  21

  6

  1

  MIT

• veyra-tasks

  Aquariosan

  -

  security

  F

  license

  -

  quality

  Task manager for AI agents with projects, priorities, and status tracking. Reads are free, writes require Veyra commit mode.

  Last updated 2026-04-15

  MIT

• agentic-debugger

  iarmankhan

  A

  security

  A

  license

  -

  quality

  An MCP (Model Context Protocol) server that enables interactive debugging with code instrumentation for AI coding assistants. Inspired by Cursor's debug mode.

  Last updated 2025-12-30

  7

  3

  1

  MIT

• MCP Debugger Server

  Digital-Defiance

  -

  security

  A

  license

  -

  quality

  Provides comprehensive debugging capabilities for Node.js and TypeScript applications with 25+ specialized tools, including breakpoint management, variable inspection, hang detection, CPU/memory profiling, and test framework integration.

  Last updated 2026-03-28

  53

  1

  MIT

• Ultra Debugger

  alfi-j

  A

  security

  -

  license

  -

  quality

  Enables comprehensive JavaScript code analysis and debugging using ESLint and custom pattern matching. Identifies syntax errors, potential bugs, code quality issues, and provides actionable fix suggestions for single files or entire projects.

  Last updated 2025-09-22

  4

• Document Q&A MCP Server

  SY-MR-CODER

  -

  security

  A

  license

  -

  quality

  A Python-based MCP server that enables document-based question answering by processing PDF, TXT, and Markdown files through OpenAI's API. It provides hallucination-free responses based strictly on document content using semantic search and includes a web interface for management.

  Last updated 2026-01-17

  MIT

• Google Tasks MCP Server

  mstfe

  A

  security

  A

  license

  -

  quality

  A TypeScript Model Context Protocol server that integrates with Google Tasks API, allowing users to create, list, update, delete, and toggle completion status of tasks.

  Last updated 2025-07-17

  4

  6

  MIT

• Langflow Document Q&A Server

  GongRzhe

  A

  security

  A

  license

  -

  quality

  Enables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q\&A flows.

  Last updated 2025-04-16

  1

  15

  MIT

• Debugger MCP Server

  Phoenixrr2113

  -

  security

  F

  license

  -

  quality

  Provides real-time debugging, code quality monitoring, and performance insights for React/Next.js applications with features including Chrome DevTools integration, breakpoint management, complexity analysis, and live error streaming.

  Last updated 2025-07-02

  23

  1

• React Native Debugger MCP

  twodoorsdev

  A

  security

  A

  license

  -

  quality

  An MCP server that connects to your React Native application debugger

  Last updated 2025-03-28

  2

  30

  32

  MIT

• Memory MCP Server

  evangstav

  -

  security

  A

  license

  -

  quality

  Provides knowledge graph functionality for managing entities, relations, and observations in memory with strict validation rules to maintain data consistency.

  Last updated 2026-04-04

  16

  MIT

• MCP Tasks Organizer

  huntsyea

  -

  security

  A

  license

  -

  quality

  An MCP server that converts Cursor agent plans into structured markdown task lists and organizes them in your repository, helping you track AI-generated plans and recommendations as actionable specifications.

  Last updated 2025-08-05

  12

  MIT

• AI Debugger

  ai-debugger-inc

  -

  security

  A

  license

  -

  quality

  Bringing the debugging we know and love as human programmers to our AI agents – debug any supported language with breakpoints, variable/state inspection, and stepping, to supercharge agents' capabilities to reason about runtime code.

  Last updated 2026-03-30

  15

  Apache 2.0

• Puppeteer Debugger MCP Server

  ALIEX7664

  A

  security

  A

  license

  -

  quality

  An MCP server based on Puppeteer and Chrome DevTools Protocol for advanced browser debugging, performance analysis, and memory detection. It enables users to inspect DOM elements, monitor console errors, capture screenshots, and perform heap snapshot analysis through persistent browser connections.

  Last updated 2025-12-22

  10

  1

  1

  MIT

• MCP Debugger Tools

  davidfirst

  -

  security

  F

  license

  -

  quality

  A VSCode extension that enables AI agents to programmatically control VSCode's debugging features through the Model Context Protocol (MCP).

  Last updated 2025-07-02

• MCP NodeJS Debugger

  workbackai

  A

  security

  F

  license

  -

  quality

  Allows Claude to directly debug a NodeJS server by setting breakpoints, inspecting variables and stepping through code.

  Last updated 2025-11-13

  13

  168

  302

• A VMware ESXi/vCenter

  bright8192

  -

  security

  A

  license

  -

  quality

  A VMware ESXi/vCenter management server based on MCP (Machine Control Protocol), providing simple REST API interfaces for virtual machine management.

  Last updated 2025-07-01

  57

  MIT

• VS Code Debugger MCP Server

  saxxon66

  -

  security

  A

  license

  -

  quality

  A bridge that enables AI assistants to connect to VS Code's debugger, allowing them to interact with and control debugging sessions through websocket connections.

  Last updated 2025-07-06

  9

  MIT

• A-SOC Trust MCP Server

  agntor

  -

  security

  A

  license

  -

  quality

  Provides agent certification and trust verification tools for AI agents, enabling certification checks, trust score calculations, audit ticket issuance, and emergency kill switch activation through the A-SOC trust network.

  Last updated 2026-02-16

  1

  MIT

• Node.js Debugger MCP

  ScriptedAlchemy

  -

  security

  A

  license

  -

  quality

  Enables AI assistants to debug Node.js applications using Chrome DevTools Protocol. Provides comprehensive debugging capabilities including breakpoints, stepping, variable inspection, expression evaluation, and console monitoring.

  Last updated 2025-10-02

  61

  342

  MIT

• Document Q&A MCP Server

  sprchr

  -

  security

  A

  license

  -

  quality

  Enables document-based question answering using OpenAI's GPT-4 with semantic search and embeddings. Upload PDF, TXT, or Markdown files and get answers strictly based on document content with source attribution and confidence scores.

  Last updated 2026-01-05

  MIT

• Python Docs Server

  AnuragRai017

  A

  security

  A

  license

  -

  quality

  An MCP server that enables users to fetch Python documentation using the Brave Search API through natural language queries.

  Last updated 2025-05-15

  1

  Apache 2.0

• MCP-Python

  rhabraken

  -

  security

  F

  license

  -

  quality

  A server that enables interaction with PostgreSQL, MySQL, MariaDB, or SQLite databases through Claude Desktop using natural language queries.

  Last updated 2025-02-12

  1

• Chain Debugger MCP Server

  OptimusOpus

  -

  security

  F

  license

  -

  quality

  Enables AI assistants to monitor and analyze blockchain activity through Tenderly's infrastructure and direct EVM RPC calls. Provides comprehensive alert management, transaction simulation, and multi-chain querying capabilities for blockchain debugging and monitoring.

  Last updated 2025-09-22

• Python MCP Server

  hesiod-au

  -

  security

  A

  license

  -

  quality

  A Model Context Protocol server that extracts and analyzes Python code structures, focusing on import/export relationships between files to help LLMs understand code context.

  Last updated 2025-05-05

  6

  MIT

• MCP JS Debugger

  johngrimes

  A

  security

  A

  license

  -

  quality

  Enables AI assistants to debug JavaScript and TypeScript applications by connecting to Chrome DevTools Protocol-compatible debuggers, allowing them to set breakpoints, step through code, inspect variables, and evaluate expressions with full source map support.

  Last updated 2025-11-24

  18

  4

  2

  Apache 2.0

• Python REPL MCP Server

  hdresearch

  A

  security

  A

  license

  -

  quality

  A server that provides a persistent Python REPL environment through the MCP protocol, allowing execution of Python code, variable management, and package installation.

  Last updated 2025-12-15

  3

  39

  MIT

• Node.js Debugger MCP Server

  qckfx

  A

  security

  A

  license

  -

  quality

  Provides Node.js debugging capabilities with process management for AI agents, allowing them to start/stop Node.js processes, set breakpoints, step through code, and evaluate expressions.

  Last updated 2025-06-19

  8

  16

  MIT

• Two Truths and a Twist

  ErgodicLabs

  -

  security

  A

  license

  -

  quality

  An MCP-based trivia game server where AI creates rounds with two true statements and one false 'twist' about various topics, letting players guess which statement is false.

  Last updated 2025-04-09

  5

  MIT

• Professional Python MCP Server

  bash20cu

  A

  security

  F

  license

  -

  quality

  A comprehensive MCP implementation designed for fullstack development that enables code manipulation, terminal command execution, and system notifications. It provides an intelligent agent interface powered by Gemini to automate Python and Next.js development workflows.

  Last updated 2026-01-22

  5

• Python MCP Server

  Yoshua-Carrera

  A

  security

  F

  license

  -

  quality

  A demonstration MCP server built with fastmcp that provides basic utility tools including number addition and greeting functionality. Integrates with Gemini CLI to enable natural language interaction with simple mathematical and greeting operations.

  Last updated 2025-10-03

  2

• mcp-esa-server-python

  scnsh

  A

  security

  A

  license

  -

  quality

  A Python-based MCP server that enables users to interact with the esa.io API for documentation management. It provides tools for retrieving user information and performing full CRUD operations on articles.

  Last updated 2025-06-17

  6

  1

  MIT

• Memory MCP

  HamzaFarhan

  -

  security

  F

  license

  -

  quality

  A knowledge-graph-based memory system for AI agents that enables persistent information storage between conversations.

  Last updated 2025-05-23

  6

• Xiaohongshu MCP Python

  betars

  -

  security

  F

  license

  -

  quality

  A Python implementation of an MCP server for Xiaohongshu that enables AI models to browse feeds, search content, and manage interactions like liking or commenting. It leverages Playwright for browser automation to support account management and content publishing features.

  Last updated 2026-01-18

  1

• MCP Python Interpreter

  yzfly

  A

  security

  F

  license

  -

  quality

  A Model Context Protocol server that allows LLMs to interact with Python environments, execute code, and manage files within a specified working directory.

  Last updated 2025-10-12

  10

  96

• Memory MCP

  a157034816

  -

  security

  F

  license

  -

  quality

  A Rust-based MCP server that provides long-term memory capabilities for AI agents using keyword-based storage and retrieval. It supports isolated namespaces for different users or projects, allowing LLMs to remember and recall information across sessions.

  Last updated 2026-02-08

• MCP Python Tutorial

  jhj0517

  -

  security

  F

  license

  -

  quality

  A demonstration server showing MCP implementation in Python with resource handling, tool operations, and reusable prompts for a simple user/post system with local database.

  Last updated 2025-04-27

• Todo for AI MCP Server

  todo-for-ai

  -

  security

  A

  license

  -

  quality

  Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.

  Last updated 2026-03-24

  4

  Apache 2.0