Skip to main content
Glama
116,498 servers. Updated
20 Best Documentation MCP Servers: compared and ranked, November 2026Ranked from 2,545 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Oracle Fusion Cloud API Documentation and Resources" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude Code agents to look up curated per-library documentation domains, GitHub repositories, and personal notes before reading docs or source, so library questions are answered from trusted references instead of blind web searches.
    177 npm
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    MCP server for semantic search over Oracle philosophy using hybrid search (FTS5 + LanceDB). Integrates with Claude Code for querying wisdom and managing a knowledge vault.
    90
    Business Source 1.1
  • F
    license
    Not graded
    quality
    F
    maintenance
    Persistent memory infrastructure for AI systems, running on Cloudflare's edge network with 28 MCP tools for semantic memory, emotional processing, identity continuity, and a subconscious daemon.
    9
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables semantic search and knowledge management for storing and querying principles, patterns, and learnings using hybrid keyword and vector search.
    1
    -
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides AI agents and teams with self-hosted adaptive memory, combining hybrid search and a self-improving neural memory graph to enable precise recall and serendipitous discovery across MCP-compatible clients.
    13
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables hybrid retrieval over agent memory and documents by fusing BM25 lexical and cosine vector rankings with reciprocal rank fusion, plus knowledge graph expansion, semantic caching, and context reordering for RAG.
    7
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A minimal, tag-free personal memory system that syncs across all Claude interfaces (mobile, web, desktop, Claude Code). Built on Cloudflare's edge stack for zero-maintenance serverless operation.
    9 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables users to sign in with OAuth and build, page through, review, grade, and delete their own private flashcard deck through MCP tools. Per-user isolation is enforced in code, with per-account limits on card count, stored text, and tool calls per minute.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI clients to access a shared, authenticated memory and project management system with durable storage, task tracking, roadmaps, and semantic search, deployed on Cloudflare.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Zep Cloud MCP Server: Provides memory management via the Zep Cloud API. Enables storing and retrieving user preferences, procedures, and factual relationships through a knowledge graph. Supports fallback mode for reliable operation when API is unreachable.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A minimal, tag-free personal memory system that syncs across all Claude interfaces. Built on Cloudflare's edge stack for zero-maintenance serverless operation.
    9 npm
    MIT
  • F
    license
    Not graded
    quality
    F
    maintenance
    Token-optimized persistent memory MCP server for Claude Pro users, providing 9 essential tools for memory management with 87% token reduction compared to full version.
    4
    -
  • A
    license
    A
    quality
    Not graded
    maintenance
    Enables users to access, search, and get recommendations from AWS documentation through natural language queries. Supports both global AWS documentation and AWS China documentation with tools to fetch pages, search content, and discover related resources.
    3
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Unofficial Notion MCP server built on Notion's private API (token_v2 cookie). Gives LLM agents full read/write access to the entire workspace — no integration token and no per-page sharing.
    11
    12 npm
    4
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to retrieve relevant context via a zero-dependency hybrid search engine that blends sparse keyword-based lexical ranking with dense vector similarity scores into one fused result set, then refines it with knowledge graph triplet expansion and lost-in-the-middle context reordering. It also provides episodic memory consolidation, recency decay, and semantic query caching, exposed as a JSON-RPC 2.0 stdio MCP server for clients such as Claude Desktop, Cursor, and Windsurf.
    7
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    MCP server exposing eight esoteric calculation systems (Western/Vedic astrology, Human Design, Gene Keys, and more) through 14 tools, with deterministic profiles, partial success, and OAuth integration.
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    AI assistant integration with Logseq knowledge graph: 21 tools to read, write, query, and search notes, enabling seamless interaction with your notes.
    31
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    MCP server that enables AI assistants to interact with the MemOS API, providing memory search, feedback management, and knowledge base operations via MCP-compliant tools.
    10
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    File-backed Memory MCP Server for multi-agent coordination, enabling AI coding agents to persistently store and search memories using JSON files without external services.
    115 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to read, create, update and delete any file in a mounted folder of markdown notes, patch individual headings, blocks or frontmatter keys, search by text or JsonLogic queries over frontmatter, tags and links, and stream note changes as events. Runs as a standalone container requiring no Obsidian installation and binds only to private networks such as Tailscale or WireGuard.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    MCP server with intelligent memory management and file monitoring that enables context-aware AI assistance across multiple LLM providers (Grok, OpenAI, Claude, Ollama) with persistent memory of interactions and real-time file system changes.
    -
  • A
    license
    A
    quality
    D
    maintenance
    MemOS (Memory Operating System) is a memory management operating system designed for AI applications. Its goal is: to enable your AI system to have long-term memory like a human, not only remembering what users have said but also actively invoking, updating, and scheduling these memories.
    4
    278 npm
    7
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables precise measurement of live HTTP and WebSocket services while maintaining an append-only, evidence-based ledger of claims that agents can query with explicit timestamps, staleness indicators, and instructions for re-verification.
    6
    BSD Zero Clause