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20 Best Spreadsheets MCP Servers: compared and ranked, November 2026Ranked from 951 matching servers on stars, growth, downloads and maintenance. Updated .

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    Enables comprehensive management of Google Ads accounts by allowing users to create campaigns, manage keywords, and generate performance reports through a context-aware interface. It features a three-layer architecture that integrates product knowledge and historical campaign data to support intelligent decision-making.
    MIT
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    coldstart gives coding agents durable memory of a specific codebase, with no embeddings, no vector store, and no API key. Agents write notes after real tasks — what a file is for, how a flow spans files, which invariants hold — and those notes are surfaced automatically to a later session whose task matches, so nothing gets rediscovered from scratch. Every note is anchored to real files by content
    8
    60 npm
    11
    MIT
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    Self-improving, verifiable memory for AI coding agents. Learns how you work, stops repeating mistakes, models each project, recalls the right lesson at the right moment. Every memory is signed and tamper-evident. Local-first.
    8
    2
    Apache 2.0
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    Semantic memory for AI builders: capture the tacit engineering know-how that never reaches your docs, recall it the moment it applies. Built in Rust on Postgres and pgvector.
    10
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    Local BM25/FTS5 section index for project documentation (Markdown and optional Google Docs/Sheets) that returns ~60-token section hits instead of full-file reads. Includes symbol/caller lookup across 9 languages, verified status writes, and a wiring gate that refuses to mark tasks done when target functions have zero callers.
    15
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    MIT
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    Enables AI apps to read a World of Warcraft: Forever character's saved data and coach based on real level, quests, talents, gear, and spells, while remembering character journals and player notes and looking up game facts from the Warcraft Wiki.
    9
    MIT
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    An MCP server that records decisions, rejected alternatives, and justifications, and retrieves them later to avoid re-litigating past choices. It stores data locally in SQLite and Markdown.
    2
    63 PyPI
    Apache 2.0
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    Persistent, structured memory server for AI agents using the Model Context Protocol, with categorized storage and tools to add, get, delete, and list memories.
    4
    AGPL 3.0
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    Enables AI agents to query a local knowledge graph built from document collections using hybrid search (BM25 + vector fusion) and entity-relationship extraction. Supports privacy-first, offline operation with tools for semantic search, entity graph exploration, and corpus statistics.
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    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
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    19,662 PyPI
    4,519
    AGPL 3.0
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    Enables AI applications to add, search, update, and delete long-term memories using the Mem0 Memory API, allowing agents to persistently remember user preferences, conversation history, and contextual information across sessions.
    9
    Apache 2.0
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    MCP server that gives Claude Code and other MCP clients persistent memory using plain Markdown notes stored on your disk and optionally synced to cloud storage (iCloud, OneDrive, Google Drive, Dropbox).
    36
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    MIT
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    Provides full read/write access to Zotero libraries through 36 MCP tools, including search, add, tag, update, delete, and move operations for items, collections, attachments, notes, and saved searches. Enables AI assistants to manage a Zotero library remotely, with support for both local stdio and multi-tenant HTTP OAuth deployments.
    39
    MIT
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    Enables agents to add project notes as sources, list them, and ask questions that come back as text with [n] markers plus numbered quotes from the source. Backends are pluggable (local BM25 by default, Gemini File Search, or notebooklm-py) behind a risk gate that filters secrets and personal data before any call leaves the machine.
    3
    Apache 2.0
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    Automatically maintains a personal journal on behalf of an AI agent, storing text, photos, and voice notes as plain markdown files locally. Enables agents to add entries, recall memories, and reflect on patterns without user intervention.
    11
    60 npm
    MIT
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    Enables Claude Desktop and compatible agents to search, read, add, update, and delete a locally stored, user-curated memory using hybrid retrieval with reranking and Qdrant. All processing runs locally without cloud services or API keys.
    9
    17 PyPI
    Apache 2.0