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"Understanding Document Embeddings, Knowledge Graphs, and Vector Representations" matching MCP servers:

  • Agentoom Knowledge by agentoom

    Agentoom Knowledgeofficial

    agentoom
    A
    license
    A
    quality
    B
    maintenance
    A self-hosted, MIT-licensed MCP server that securely connects private documents and markdown files to LLMs. It provides a lightweight, local-first RAG infrastructure compatible with any MCP-enabled AI client or framework.
    Last updated
    3
    1
    MIT

  • MCP Server for Stealth Web

    maxylev
    A
    license
    A
    quality
    A
    maintenance
    A fault-tolerant, stealth-enabled Model Context Protocol (MCP) server for web searching and content fetching. Built for AI Agents (Cursor, Claude Code, OpenCode), it uses a stealth browser engine to fetch pages, dynamically handles SPAs/React, and converts bloat into token-optimized Markdown.
    Last updated
    2
    182
    3
    MIT

  • agentshield-mcp

    yeick010
    F
    license
    A
    quality
    -
    maintenance
    Trust infrastructure for AI agents on Base. DEX Spread Oracle (live Uniswap V3 prices), on-chain escrow, insurance pool, and collective knowledge base. 7 smart contracts. Pay-per-query via x402 micropayments in USDC.
    Last updated
    6

  • mem-context

    turbyho
    A
    license
    A
    quality
    A
    maintenance
    Multi-modal RAG engine for AI assistants. Stores conversation history, conclusions, diffs, error traces, and other development artifacts in LanceDB with vector search, multi-factor scoring, and an LLM-driven consolidation pipeline.
    Last updated
    10
    MIT
  • nlqdb by nlqdb

    nlqdbofficial

    nlqdb
    F
    license
    A
    quality
    A
    maintenance
    Analytical memory for AI agents: a real Postgres your agent connects to over MCP and queries in plain English — GROUP BY, JOIN, aggregate over what it remembered, not just top-k vector recall.
    Last updated
    8
    5
    1

  • qai-consultant-mcp

    gvasile29
    A
    license
    A
    quality
    A
    maintenance
    Keyless, local MCP server bringing ISTQB / OWASP / IEEE / ISO / EU AI Act QA standards into your AI client. Standards-grounded retrieval, deterministic QA effort estimation, automated QA document quality review (0-100 rubric), and JUnit/CSV test-results flakiness analysis.
    Last updated
    2
    5
    3
    Apache 2.0

  • coldstart

    AkashGoenka
    A
    license
    A
    quality
    A
    maintenance
    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
    Last updated
    6
    858
    6
    MIT

  • zkproofport-ai

    zkproofport
    A
    license
    A
    quality
    C
    maintenance
    Zero-knowledge proof generation MCP server. AI agents can prove identity claims (Coinbase KYC, Country, Google OIDC, Google Workspace, Microsoft 365) without revealing personal data. Runs in AWS Nitro Enclave TEE with x402 USDC payments.
    Last updated
    6
    MIT

  • memorix

    AVIDS2
    A
    license
    A
    quality
    A
    maintenance
    Cross-agent memory bridge for AI coding assistants. Persistent knowledge graph shared across 10 IDEs (Cursor, Windsurf, Claude Code, Codex, Copilot, Kiro, Antigravity, OpenCode, Trae, Gemini CLI) via MCP. 22 tools including team collaboration, auto-cleanup, mini-skills, session management, and workspace sync. 100% local, zero API keys required.
    Last updated
    9
    1,717
    594
    Apache 2.0