"How to find and troubleshoot a memory leak in software" matching MCP servers:

• How-To-Cook

  xiaobenyang-com

  A

  security

  A

  license

  -

  quality

  An AI recipe recommendation server based on the MCP protocol, providing functions such as recipe query, classification filtering, intelligent dietary planning, and daily menu recommendation.

  Last updated 2026-01-09

  5

  1

  Apache 2.0

• leak-secure-mcp

  cbuntingde

  A

  security

  A

  license

  -

  quality

  Enterprise-grade MCP (Model Context Protocol) server for detecting secrets and sensitive information in GitHub repositories. Scans for 35+ types of secrets including API keys, passwords, tokens, and credentials with production-ready reliability features.

  Last updated 2026-01-11

  5

  0

  MIT

• In Memoria

  pi22by7

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  security

  A

  license

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  quality

  Persistent memory and pattern learning for AI coding assistants via MCP.

  Last updated 2025-12-23

  171

  165

  MIT

• MCP Software Engineer

  Rajawatrajat

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  security

  F

  license

  -

  quality

  Enables Claude to function as a full-stack software engineer with comprehensive development capabilities including project creation, database management, frontend/backend development, testing, deployment, and DevOps operations across multiple frameworks and technologies.

  Last updated 2025-06-21

• Software Planning Tool

  NightTrek

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  security

  A

  license

  -

  quality

  Facilitates interactive software development planning by managing tasks, tracking progress, and creating detailed implementation plans through the Model Context Protocol.

  Last updated 2025-03-14

  6

  33

  395

  MIT

• Software Planning Tool

  PhilippMT

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  security

  A

  license

  -

  quality

  Facilitates software development planning through interactive sessions that break down projects into manageable tasks with complexity scoring, code examples, and implementation plan management.

  Last updated 2025-03-14

  6

  33

  MIT

• 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

• Software Planning MCP Server

  wang-guanye

  -

  security

  F

  license

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  quality

  Provides software development planning tools to help users create implementation plans and manage todo items.

  Last updated 2025-03-14

  3

• Find Library MCP Server

  izyuumi

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  security

  F

  license

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  quality

  An MCP server that enables searching for specific files by name within the current directory and its subdirectories. It uses Server-Sent Events (SSE) to provide a find_file tool for locating local files and libraries.

  Last updated 2025-07-23

• All-in-MCP

  isomoes

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  security

  A

  license

  -

  quality

  Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.

  Last updated 2026-02-07

  10

  2

  MIT

• CHOFF-A-MCP (Anamnesis)

  dd-dent

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  security

  A

  license

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  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

• All-in-One Dev

  nguyenvanduocit

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  security

  F

  license

  -

  quality

  All In One Model Context Protocol: qdrant, google suite (gmail, calendar, ...), jira, gitlab, CLI, ...

  Last updated 2025-02-24

  103

• A-Share MCP Server

  firmmaple

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  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

• Realty In Au MCP Server

  BACH-AI-Tools

  A

  security

  A

  license

  -

  quality

  Enables access to Australian real estate data through the Realty In Au API, supporting property listings, agent/agency information, property details, school lookups, and property search with various filters.

  Last updated 2025-12-07

  13

  MIT

• Realty In Ca1 MCP Server

  BACH-AI-Tools

  A

  security

  A

  license

  -

  quality

  Enables users to access the Realty In Ca1 API to search for residential and commercial property listings, view detailed property information, and retrieve neighborhood demographics or statistics. It supports filtering by geographic location, price range, building type, and other real estate characteristics.

  Last updated 2025-12-07

  13

  MIT

• Two Truths and a Twist

  ErgodicLabs

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  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

• mcp-dreamlaunchers-in

  dreamlaunchersin

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  security

  -

  license

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  quality

  DREAM LAUNCHERS INTERIORS PRIVATE LIMITED

  Last updated 2026-02-02

• Memory MCP

  HamzaFarhan

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  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

• No-as-a-Service (NoaaS)

  Koneisto

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  security

  A

  license

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  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

• memory-mcp

  User75621

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  security

  A

  license

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  quality

  An MCP server that stores project memory in Supabase, allowing AI tools to persist context, notes, and decisions across sessions. Enables Claude Code, Codex, and similar assistants to maintain long-term project continuity through persistent memory storage.

  Last updated 2026-04-17

  MIT

• Social Download All In One

  BACH-AI-Tools

  -

  security

  A

  license

  -

  quality

  Enables downloading content from various social media platforms through a unified API. Provides a single tool to download media from multiple social networks using the Social Download All In One service.

  Last updated 2025-12-07

  MIT

• mcp-memory

  Yarlan1503

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  security

  A

  license

  A

  quality

  A drop-in replacement for Anthropic's memory server that utilizes SQLite to ensure data integrity and concurrent access. It enhances the original functionality with semantic search capabilities using vector embeddings and ONNX models.

  Last updated 2026-04-15

  11

  1

  MIT

• docs-to-mcp

  fayazara

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  security

  F

  license

  -

  quality

  A Cloudflare Worker that transforms Cloudflare AI Search (AutoRAG) instances into an MCP server for querying documentation. It enables AI models to search and retrieve relevant information from custom document sets stored in R2 buckets.

  Last updated 2025-12-10

  10

• Chainflip Broker as a Service

  CumpsD

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  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

• basic-memory

  basicmachines-co

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  security

  -

  license

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  quality

  Basic Memory is a knowledge management system that allows you to build a persistent semantic graph from conversations with AI assistants. All knowledge is stored in standard Markdown files on your computer, giving you full control and ownership of your data. Integrates directly with Obsidan.md

  Last updated 2026-04-17

  17

  2,872

  AGPL 3.0
• 

  Offorte Proposal Softwareofficial

  offorte

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  security

  A

  license

  -

  quality

  Offorte Proposal Software

  Last updated 2026-03-19

  15

  62

  4

  MIT

• Memory MCP

  burgessadrien

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  quality

  Provides persistent AI agent memory using a local vector database for long-term semantic storage and short-term session scratchpads. It enables low-latency memory operations including search, storage, and bulk management without external cloud dependencies.

  Last updated 2026-03-29

• AgentKits Memory

  aitytech

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  security

  A

  license

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  quality

  A local, persistent memory system for AI coding assistants that stores decisions, patterns, and session context via MCP tools. It enables cross-session memory management using SQLite and optional vector search without external dependencies or cloud storage.

  Last updated 2026-02-27

  42

  60

  MIT

• A-Share MCP Server

  24mlight

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  security

  A

  license

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  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

• text-to-model

  mikan-atomoki

  A

  security

  A

  license

  B

  quality

  Turn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets,and JIS standard parts.

  Last updated 2026-03-16

  65

  1

  MIT

• MCP Memory

  tienngang

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  security

  F

  license

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  quality

  Enables MCP clients to remember user information, preferences, and behaviors across conversations using vector search technology. Built on Cloudflare infrastructure with AI-powered semantic search to find relevant memories based on meaning rather than keywords.

  Last updated 2025-09-07

  11

• tidbits-memory

  brkhrdt

  A

  security

  F

  license

  -

  quality

  Enables AI agents to record and rank learnings, facts, and methods through a collaborative voting framework. It provides tools for agents to surface the most useful information across sessions using persistent memory storage.

  Last updated 2026-02-25

  8

• markdown-to-html

  fashionzzZ

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  security

  A

  license

  -

  quality

  A Model Context Protocol server that converts Markdown content to HTML format.

  Last updated 2025-06-03

  1

  3,182

  3

  MIT

• memory-mcp

  isaacriehm

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  security

  A

  license

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  quality

  A self-organizing, persistent semantic memory layer that enables AI agents to store, categorize, and retrieve information using hybrid vector and keyword search. It features autonomous chunking, deduplication, and hierarchical taxonomy management through a PostgreSQL-backed MCP server.

  Last updated 2026-03-07

  1

  MIT

• anneal-memory

  phillipclapham

  A

  security

  A

  license

  A

  quality

  Two-layer memory for AI agents. Episodes compress into identity. The only MCP memory server with an immune system. Patterns earn permanence through evidence, false knowledge gets caught and demoted, and stale information fades — so your agent's memory gets smarter over time, not just bigger. Zero dependencies. 5 tools. Works with any MCP client.

  Last updated 2026-04-15

  5

  2

  MIT

• celiums-memory

  terrizoaguimor

  A

  security

  A

  license

  A

  quality

  Cognitive memory engine for AI agents with 5,100+ knowledge modules, circadian rhythm awareness, emotional state tracking (PAD model), and hybrid semantic search. Supports persistent per-user memory, project-scoped contexts, and multi-protocol access.

  Last updated 2026-04-16

  6

  6

  5

  Apache 2.0
• 

  IP Findofficial

  ipfind

  A

  security

  F

  license

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  quality

  Allows agents to get the current location of the user based on their IP Address or to fetch the location of any IP Address.

  Last updated 2025-07-07

  3

  3

  2

• Memory MCP

  a157034816

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  security

  F

  license

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  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

• OpenAPI to MCP

  EvilFreelancer

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  security

  A

  license

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  quality

  A standalone proxy that transforms any OpenAPI or Swagger-described REST API into an MCP server by mapping API operations to executable MCP tools. It enables AI clients to interact with existing web services through automated HTTP requests based on their official documentation.

  Last updated 2026-02-21

  21

  14

  MIT
• 

  Oceanir Memoryofficial

  Oceanir

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  security

  F

  license

  -

  quality

  Provides persistent long-term memory for AI coding agents by storing entities, relations, and observations across different sessions. It enables users to manage and query structured knowledge like coding preferences, project patterns, and technical solutions via a graph-based storage system.

  Last updated 2026-02-02

• code-to-tree

  micl2e2

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  security

  A

  license

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  quality

  code-to-tree

  Last updated 2026-03-14

  82

  MIT

• MCP Memory

  julianorck

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  security

  F

  license

  -

  quality

  Enables AI assistants to remember user information and preferences across conversations using vector search technology. Built on Cloudflare infrastructure with isolated user namespaces for secure, persistent memory storage.

  Last updated 2025-11-21

  11

• MCP Memory

  marcelacout0

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  security

  F

  license

  -

  quality

  Enables AI assistants to remember user information across conversations using vector search technology. Built on Cloudflare infrastructure with isolated user namespaces for secure, persistent memory storage and retrieval.

  Last updated 2025-12-22

  11

• MCP Memory

  Sarakael78

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  security

  F

  license

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  quality

  Enables AI assistants to remember and retrieve user information across conversations using vector search technology. Built on Cloudflare infrastructure with isolated user namespaces for secure, persistent memory storage.

  Last updated 2025-12-07

  11

• Memory Custom

  BRO3886

  A

  security

  A

  license

  -

  quality

  A customized MCP memory server that enables creation and management of a knowledge graph with features like custom memory paths and timestamping for capturing interactions via language models.

  Last updated 2025-03-19

  10

  4

  MIT

• giskard-memory

  giskard09

  A

  security

  A

  license

  -

  quality

  Pay-per-use semantic memory for AI agents with cryptographic attestation. Vector embeddings with SHA256 commitment, secp256k1 signature, and Lightning invoice.

  Last updated 2026-04-12

  Apache 2.0

• Memory MCP

  JerryZhongJ

  A

  security

  A

  license

  -

  quality

  Provides project memory management for Claude Desktop, storing memories as Markdown files with intelligent keyword-based retrieval and automatic creation/update decisions by LLM.

  Last updated 2026-01-15

  2

  1

  MIT

• Memory-MCP

  wb200

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  security

  A

  license

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  quality

  Provides persistent memory for AI agents using hybrid search (vector embeddings + BM25) with neural reranking, enabling storage and retrieval of insights, debugging solutions, and patterns across coding sessions.

  Last updated 2026-01-27

  MIT

• Memory MCP

  gregpriday

  A

  security

  F

  license

  B

  quality

  An MCP server that provides AI assistants with persistent, semantic memory using Turso for storage and OpenAI for vector search. It enables natural language operations to store, retrieve, and refine information with automatic duplicate detection and quality validation.

  Last updated 2026-03-10

  5

  5

• mcp-memory

  ShipItAndPray

  A

  security

  A

  license

  A

  quality

  Smart memory for AI agents. Solves the Karpathy problem: memories decay, topics are frequency-weighted, one-time questions don't become obsessions. 7 tools. Zero deps.

  Last updated 2026-03-29

  7

  11

  MIT