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117,987 servers. Updated
20 Best Memory MCP Servers: compared and ranked, November 2026Ranked from 5,297 matching servers on stars, growth, downloads and maintenance. Updated .

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"Tools for slow thinking, step-back reasoning, and contextual memory capabilities" matching MCP servers:

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    A comprehensive Model Context Protocol server providing access to 70+ IT tools for developers and system administrators, including encoding/decoding, text manipulation, hashing, and network utilities.
    100
    124 npm
    22
    TypeScript
    MIT
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    license
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    quality
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    An MCP server that connects AI assistants to a Neo4j graph database, enabling querying of movie data through tools like graph statistics, genre-based search, and movie details, along with advanced features such as LLM sampling and completions.
    4
    -
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    A
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    Not graded
    maintenance
    Enables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere with tools for reading code blocks, searching/replacing text, and making precise line-based modifications.
    3
    11 npm
    -
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    Enables multi-level reasoning with configurable depth levels, session-based state management, structured thought input, and real-time trace resources.
    1
    148 npm
    1
    MIT
  • A
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    A
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    Operations toolchain for SQLite, Cloudflare D1, and Turso. Every command is available as both a CLI and an MCP tool: inspect, diff, migrate, monitor, back up, and repair databases. 22 stdio tools, read-only by default.
    14
    1
    AGPL 3.0
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    maintenance
    Enables AI assistants to search roughly 500 electronic enclosure families, filter by dimensions, IP rating, and material, compare models, and retrieve technical drawings and STEP files.
    6
    MIT
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    A
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    Enables AI agents to debug and control the PPSSPP PSP emulator, providing tools for memory access, disassembly, breakpoints, CPU control, input automation, screenshots, and diagnostic scripting.
    37
    2
    MIT
  • A
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    A
    quality
    A
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    A server providing tools for querying and analyzing Teradata databases, including database management, data quality assessment, and SQL execution capabilities through an MCP interface.
    47
    268 PyPI
    58
    MIT
  • A
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    A
    quality
    F
    maintenance
    A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and providing comprehensive grammar checking capabilities
    1
    13 npm
    5
    MIT
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    A
    maintenance
    Local-first engineering memory and code-graph tools for coding agents. Supports private session handoffs, code-cited knowledge, repository graph inspection, and optional Git-backed team sharing.
    25
    23 npm
    29
    AGPL 3.0
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    C
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    Enables users to send text to an echo tool and receive the same text back, running locally with no telemetry.
    1
    MIT
  • A
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    quality
    C
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    MCP server for overseer.nvim — gives any MCP-capable coding agent running inside Neovim (Claude Code, Codex, Gemini CLI, opencode) the same visibility and control over tasks the user has: list, run, tail, restart, stop. Agent-started dev servers land in the user's own task list instead of becoming invisible orphaned processes.
    7
    72 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Deterministic encode, decode, hash and convert for agents, on the same pipeline engine as the String Utility Belt web app, CLI and editor extensions: a pipeline built and checked in the browser runs unchanged from its share link. Base64/hex/URL, JWT, hashes, JSON/YAML/CSV/XML, dates and regex; tools to search, describe and run utilities or whole pipelines, and to detect input formats. Runs locally
    12
    5
    4
    MIT
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    A
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    Enables AI agents to prepare, preview, quote, and send approved faxes, track delivery and evidence, read inbound faxes, extract data, and request human approvals through a fax API.
    15
    806 npm
    MIT
  • A
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    A
    quality
    A
    maintenance
    Enables AI models to access and search offline Wikipedia and other knowledge bases stored in ZIM format files. Provides intelligent content retrieval, structured browsing, advanced search capabilities, and metadata extraction for comprehensive offline knowledge access.
    8
    356 PyPI
    149
    MIT
  • A
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    A
    quality
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    maintenance
    Read-only MCP server for Grafana Loki: lets AI agents (Claude Code, Cursor, Copilot) discover labels, read bounded LogQL pages, count lines by label or time, and export logs — across several Loki stands
    5
    Apache 2.0
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    A
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    Relays error logs from other MCP servers when an LLM call fails and the returned error message is unclear, helping the model handle errors more intelligently.
    3
    3 npm
    MIT
  • A
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    A
    quality
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    Enables LLMs to interact with the AT Protocol ecosystem, including Bluesky, through natural language. Supports public data access without authentication and full write operations with authentication.
    51
    136 npm
    10
    MIT
  • A
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    A
    quality
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    maintenance
    Live Japan seasonal travel data from Japan Meteorological Corporation. 12 tools covering cherry blossom (sakura) forecasts, autumn leaves (koyo), fruit picking, flowers, festivals, and 3-day weather. 1,700+ GPS-tagged spots updated daily at 9AM JST. Works via npx or hosted HTTP endpoint — no auth required.
    17
    145 npm
    1
    MIT