"Finding the Best Tool for Memory Context Across Agentic Sessions Using Augment Code" matching MCP servers:

• Agentic Memory Server

  PrismAero

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  A

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  Provides enterprise-grade persistent memory for AI assistants with complete offline operation, enabling intelligent knowledge storage, branch-based organization, and smart search across project domains while keeping all data local and secure.

  Last updated 2025-11-08

  MIT

• Claude Code Memory Server

  ViralV00d00

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  security

  F

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  Provides persistent memory capabilities for Claude Code using Neo4j graph database to track development tasks, code patterns, solutions, and their relationships across sessions and projects, enabling contextual assistance and pattern recognition.

  Last updated 2025-06-28

  9

• claude-sessions-mcp

  es6kr

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  A

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  MCP server for managing Claude Code conversation sessions

  Last updated 2026-02-07

  12

  193

  MIT

• Code Context Manager

  theraaz

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  Provides intelligent code context management and semantic search capabilities for software development, enabling natural language queries to find relevant code snippets, functions, and classes across Python, JavaScript, TypeScript, and SQL codebases.

  Last updated 2025-10-05

  MIT

• Code Graph Context

  andrew-hernandez-paragon

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  A

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  Builds rich code graphs from TypeScript/NestJS codebases using AST analysis and Neo4j, enabling semantic search, natural language querying, and intelligent graph traversal to provide deep contextual understanding of code relationships and dependencies.

  Last updated 2026-04-14

  927

  13

  MIT

• Best Practices MCP Server

  n-ochs

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  security

  F

  license

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  quality

  Provides Python and FastAPI coding best practices with searchable guidelines, code review capabilities, and actionable improvement suggestions with examples across general coding, performance, and code quality categories.

  Last updated 2025-12-02

• Code Context Provider MCP

  AB498

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  A

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  Provides code context and analysis for AI assistants by extracting directory structures and code symbols using WebAssembly Tree-sitter parsers with zero native dependencies.

  Last updated 2025-09-22

  1

  61

  22

  MIT

• CTX: Context as Code (CaC)

  context-hub

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  A

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  CTX is a tool made to solve a big problem when chatting with LLMs like ChatGPT or Claude: giving them enough context about your project.

  Last updated 2026-03-11

  316

  MIT

• Code Context MCP Server

  fkesheh

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  An MCP server that provides semantic search over local git repositories, enabling users to clone repositories, process branches, and search code through vectorized code chunks.

  Last updated 2025-11-13

  24

  MIT

• code-context-mcp

  VelimirMueller

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  Indexes codebases into a SQLite database to provide metadata, exports, dependency graphs, and change tracking for JS/TS projects. It enables users to search for symbols, map internal dependencies, and monitor file changes through MCP tools and a web dashboard.

  Last updated 2026-04-16

  101

  3

  MIT

• Scan-Code-Tool

  xiaobenyang-com

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  CodeGuard MCP is a real-time AI code security scanning tool used to detect vulnerabilities, keys, and compliance issues in AI-generated code, and is suitable for code security reviews in development environments

  Last updated 2026-01-09

  2

  Apache 2.0

• Context Memory Updater

  phnx

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  security

  F

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  Enables LLM assistants to store, retrieve, and update user-specific context memory including travel preferences and general information through a chat interface. Provides analytics on tool usage patterns and token costs for continuous improvement.

  Last updated 2025-12-10

• agentic-debugger

  iarmankhan

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  A

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  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

• Agentic Workbench

  0ui-labs

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  F

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  An MCP-based tool orchestrator that exposes a single execute_task tool to Claude while internally managing 100+ tools through hierarchical navigation with a cheaper LLM, preventing context overflow from loading all tool definitions.

  Last updated 2025-12-03

• agentic-platform

  andysalvo

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  A

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  Score your agent's governance (0-100), lint MCP tool definitions, and estimate costs across all major models. Free diagnostic tools with no API key needed. Expert skill files on governance, economics, and system architecture available with free tier.

  Last updated 2026-04-13

  8

  1

  MIT

• Roo Code Memory Bank MCP

  IncomeStreamSurfer

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  A

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  Enables AI assistants to maintain persistent project context across sessions by storing and retrieving structured information in markdown files organized in a memory bank directory.

  Last updated 2025-04-29

  4

  57

  Apache 2.0

• A-MEM: Agentic Memory System

  tobs-code

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  security

  F

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  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

• Midjourney Best Experience MCP

  BACH-AI-Tools

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  security

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  An MCP server that provides access to the Midjourney Best Experience API for generating and manipulating images. It enables users to execute prompts and perform actions like upscaling, variations, and zooming directly within MCP-compatible applications.

  Last updated 2025-12-07

  MIT

• Agentic-Investor

  jon-fox

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  security

  A

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  Provides comprehensive financial analysis and real-time market data including stock information, options chains, technical indicators, financial statements, earnings calendars, and market sentiment indicators through integration with yfinance and other financial APIs.

  Last updated 2025-12-06

  MIT

• Perplexity Tool for Claude

  letsbuildagent

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  security

  A

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  A custom MCP tool that integrates Perplexity AI's API with Claude Desktop, allowing Claude to perform web-based research and provide answers with citations.

  Last updated 2024-12-05

  1

  5

  MIT

• MCP Agentic Framework

  Piotr1215

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  security

  F

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  A communication framework that enables multiple AI agents to collaborate through asynchronous messaging, agent registration, and discovery. It facilitates complex task coordination and real-time discussion across distributed agent workflows using the Model Context Protocol.

  Last updated 2026-04-06

  9

  10

• Agentic Control Framework

  FutureAtoms

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  security

  F

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  AI-native orchestration layer with 80+ tools for task management, code editing, browser automation, terminal control, and persistent memory across CLI, local MCP, and cloud deployments.

  Last updated 2025-09-20

  4

  28

• MCP Context Provider

  doobidoo

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  security

  A

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  Provides persistent tool context that survives across Claude Desktop chat sessions, automatically injecting tool-specific rules, syntax preferences, and best practices. Eliminates the need to re-establish context in each new conversation.

  Last updated 2026-04-10

  10

  28

  Apache 2.0

• Agentic MCP Server

  ShunsukeHayashi

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  Enables AI-driven orchestration of GitHub development workflows including automated issue analysis, code generation, code review, and PR creation through multiple specialized agents. Integrates with GitHub Actions to automate the complete development process from issue to pull request.

  Last updated 2025-10-01

  7

  MIT

• Agentic Developer MCP

  teabranch

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  A

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  An MCP server that wraps OpenAI's Codex CLI to automate repository cloning and code analysis tasks. It enables users to execute complex coding requests on specific Git branches and subfolders using standardized MCP tools.

  Last updated 2025-06-29

  1

  44

  MIT

• Memory Context Provider Server

  Srish-ty

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  security

  F

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  A server that manages conversation context for LLM interactions, storing recent prompts and providing relevant context for each user via REST API endpoints.

  Last updated 2025-03-30

  388

• Context

  neuledge

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  security

  A

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  Local-first documentation for AI agents

  Last updated 2026-04-09

  374

  150

  Apache 2.0

• Context Sync

  Intina47

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  security

  A

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  An open-source memory layer that provides persistent project context and architectural history for AI development tools across multiple platforms and sessions. It enables AI assistants to maintain a shared understanding of codebases while integrating directly with services like Notion for documentation management.

  Last updated 2026-04-11

  15

  119

  MIT

• agentic-store-mcp

  agenticstore

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  A collection of self-hosted, open-source tools that enable AI agents to perform web searching, content crawling, and code analysis tasks like linting and security scanning. It provides power-user capabilities for MCP-compatible clients without requiring external accounts or third-party infrastructure.

  Last updated 2026-04-09

  4

  MIT

• Context Fabric

  Abaddollyon

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  security

  A

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  A persistent memory and context management system for AI CLI tools that utilizes a three-layer architecture and semantic search to prevent context loss between sessions. It provides time-aware orientation and smart memory routing to help AI agents maintain project knowledge and architectural decisions.

  Last updated 2026-03-16

  23

  1

  MIT

• memory-mcp

  User75621

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  security

  A

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  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 2026-04-16

  MIT

• Agentic MCP Itinerary

  AlexGHerrera

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  security

  F

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  quality

  An MCP server that orchestrates parallel searches for flights, hotels, and activities to generate travel itineraries. It features persistent state management via LangGraph and SQLite while ensuring the total cost remains within a specified budget.

  Last updated 2026-03-30

• Logica Context

  Rovemark

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  security

  A

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  quality

  An MCP server that provides persistent, cross-session memory and team knowledge sharing for AI development workflows. It enables project DNA scanning, semantic search, context budgeting, and git-aware indexing to prevent AI context loss between sessions.

  Last updated 2026-04-14

  MIT

• tidbits-memory

  brkhrdt

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  security

  F

  license

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  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

• 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

• Claude Context Local

  FarhanAliRaza

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  security

  F

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  quality

  Provides semantic code search capabilities that run 100% locally using EmbeddingGemma embeddings. Enables finding code by meaning across 15 file extensions and 9+ programming languages without API costs or sending code to the cloud.

  Last updated 2025-11-13

  214

• Memory MCP

  a157034816

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  security

  F

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  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
• 

  Memory Nexusofficial

  MemoryNexus

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  security

  A

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  Persistent memory and handoff intelligence layer for MCP agents. Most memory servers retrieve text — Memory Nexus compounds operational context, learning from usage and progressively synthesizing observations into higher-order intelligence across sessions and tools.

  Last updated 2026-03-23

  MIT

• GitLab MCP for Code Review

  mehmetakinn

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  security

  A

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  quality

  An MCP server that integrates AI assistants like Claude with GitLab's merge requests, allowing them to review code changes, add comments, and approve/unapprove merge requests directly through the GitLab API.

  Last updated 2025-05-15

  43

  MIT

• MCP Tool

  PiuQiuPiaQia

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  security

  F

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  quality

  A server built on mcp-framework that enables integration with Claude Desktop through the Model Context Protocol.

  Last updated 2025-10-15

  1

  1

• ember-memory

  attilakiss9000

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  security

  A

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  Preserves the emotional texture of human-AI conversations across sessions through real-time experiential annotation — temperature, authenticity, shifts, subtext, and unspoken context.

  Last updated 2026-03-31

  44

  MIT

• Shopify Agentic MCP Gateway

  kuro-tomo

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  security

  A

  license

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  quality

  Enables AI agents to autonomously browse inventory, negotiate terms, manage carts, and execute secure payments on Shopify stores using standardized protocols. It provides a bridge for LLMs to handle the entire commerce lifecycle from discovery to order tracking through a verifiable mandate chain.

  Last updated 2026-02-20

  5

  1

  MIT

• QR Code Generator MCP

  Kalypsokichu-code

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  security

  A

  license

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  quality

  Enables AI-powered generation of styled QR codes with 10 design presets, supporting single or batch creation with custom logos and formats (SVG/PNG) directly from AI tools.

  Last updated 2025-12-06

  4

  4

  MIT

• OpenClaw Memory

  liuhao6741

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  security

  A

  license

  A

  quality

  Automatically records AI conversation turns and code changes to local Markdown files to provide persistent context across chat sessions. It enables AI agents to search history through MCP tools and provides a web viewer for browsing past discussions.

  Last updated 2026-02-24

  3

  4

  Apache 2.0

• AI Context Memory

  rdone4425

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  An MCP server enabling AI assistants to store, retrieve, and manage contextual information across conversations with features like persistent memory, advanced search, tagging, and privacy controls.

  Last updated 2025-07-20

• Claude Infinite Context

  coderdeep11

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  security

  F

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  Overcomes Claude Code's 200k token context limit by implementing persistent long-term memory using Redis and AI-powered state summarization. Enables seamless checkpoint and resume of project context across sessions.

  Last updated 2025-11-29

  4

• Claude Context

  zilliztech

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  A

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  Claude Context is an MCP plugin that adds semantic code search to Claude Code and other AI coding agents, giving them deep context from your entire codebase.

  Last updated 2026-04-09

  12

  5,935

  MIT

• Agentic Tools MCP Server

  Pimzino

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  security

  A

  license

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  quality

  A Model Context Protocol server providing AI assistants with comprehensive project, task, and subtask management capabilities with project-specific storage.

  Last updated 2025-06-20

  29

  32

  81

  MIT

• MCP-Context-Provider

  SyedMuqaram

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  A static MCP server that helps AI models maintain tool context across chat sessions, preventing loss of important information and keeping conversations smooth and uninterrupted.

  Last updated 2025-08-29

  Apache 2.0
• 

  Oceanir Memoryofficial

  Oceanir

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  security

  F

  license

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  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