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

  • Claude Code Memory Server

    ViralV00d00
    F
    license
    -
    quality
    D
    maintenance
    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.
    11

  • Code Graph Context

    andrew-hernandez-paragon
    A
    license
    -
    quality
    D
    maintenance
    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.
    240
    17
    MIT

  • code-context-mcp

    VelimirMueller
    A
    license
    -
    quality
    A
    maintenance
    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.
    68
    4
    MIT

  • middle-tool

    2514385224
    A
    license
    -
    quality
    B
    maintenance
    Provides a unified MCP server to interact with multiple middleware (Loki, MySQL, Redis, RocketMQ, Elasticsearch, MongoDB) through a desktop application for connection management and configuration export.
    MIT

  • Tool-Plaid

    reilly3000
    F
    license
    -
    quality
    D
    maintenance
    Enables interaction with Plaid's financial data API to sync bank transactions and retrieve account balances with secure encrypted token storage.

  • memory-mcp

    jmars
    A
    license
    A
    quality
    B
    maintenance
    Persistent knowledge graph MCP server with SQLite backend, offering graph traversal, fuzzy search, and temporal queries for entities and relations. It serves as a drop-in replacement for the npm mcp-server-memory with enhanced capabilities.
    12
    MIT

  • pg-context

    mewsyy
    A
    license
    A
    quality
    B
    maintenance
    MCP server providing deep PostgreSQL context to AI assistants, including schema DDL, index health, foreign key associations, query execution plans, and performance statistics via read-only tools.
    12
    MIT

  • SQL-Transpiler MCP Tool

    Baronco
    F
    license
    A
    quality
    D
    maintenance
    Converts SQL queries between different database dialects using the sqlglot library to ensure cross-system compatibility. It allows users to list supported dialects and transpile SQL code from one syntax to another through the Model Context Protocol.
    2
    3

  • Memory MCP

    drdee
    A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server that allows users to store, retrieve, update, and delete memories using SQLite storage.
    5
    10
    MIT

  • mcp-memory

    Yarlan1503
    A
    license
    A
    quality
    F
    maintenance
    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.
    11
    1
    MIT

  • db-mcp-tool

    wirdes
    A
    license
    D
    quality
    D
    maintenance
    A powerful Model Context Protocol (MCP) tool for exploring and managing different types of databases including PostgreSQL, MySQL, and Firestore.
    9
    5
    MIT

  • mysql-mcp-tool

    Feixu2015
    A
    license
    -
    quality
    C
    maintenance
    Enables AI models to interact with MySQL databases through MCP protocol, supporting queries, table schema inspection, and data manipulation operations.
    50
    MIT

  • combine-memory-mcp

    maxgalli
    A
    license
    -
    quality
    C
    maintenance
    Persistent memory server for CMS Combine lessons, enabling saving and searching confirmed error-cause-fix chains across sessions and users.
    MIT

  • agentic-rag-knowledge

    jayanthlocam
    A
    license
    -
    quality
    B
    maintenance
    Agentic RAG Knowledge Assistant is a secure, tenant-isolated MCP server built with FastAPI, PostgreSQL, and pgvector that enables document ingestion, semantic retrieval, and vector search over PDF, DOCX, and text files through authenticated MCP tools.
    MIT

  • Persistent Context MCP

    corbyjamesibm
    A
    license
    -
    quality
    C
    maintenance
    A memory management system that enables AI assistants to store, search, and visualize persistent conversation contexts using a Neo4j graph database. It provides an MCP server for integration with Claude Desktop along with a web-based dashboard for managing relationship-based knowledge.
    MIT

  • MCP Database Connector +

    keerthivanan
    A
    license
    -
    quality
    B
    maintenance
    Enables natural language queries to a company database through the Model Context Protocol, with read-only enforcement and agentic error recovery.
    MIT

  • memory-mcp

    User75621
    A
    license
    -
    quality
    C
    maintenance
    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.
    2

  • Context Bank MCP

    vulh1209
    A
    license
    -
    quality
    C
    maintenance
    An MCP server that provides an interface for querying the AtherOS knowledge base through an API, allowing users to create chat sessions and send queries to retrieve information.
    27
    MIT