MCP servers that give assistants persistent memory, knowledge graphs and structured reasoning. Each entry is scanned with the deterministic Capability-Flow Trust Model — grades are computed, never self-reported.
Kordra MCP server — your team's operational memory (decisions, tasks, documents) for Claude Code, Codex, Cursor, and other MCP clients.
Plug-and-play MCP memory server for AI agents — powered by ManasDB polyglot storage (MongoDB, PostgreSQL, and more)
This is an MCP server for retrieving all files in the memory-bank directory at once. Its purpose is to reduce AI tool invocation frequency when loading memory-bank, saving both time and money.
NotebookLM-quality document Q&A with per-passage citations via official Gemini File Search API. Upload docs, ask questions, get zero-hallucination answers with structured citations.
Enterprise-grade MCP Session Memory System - AI-powered conversation persistence with semantic search for Claude Desktop
SharedLore MCP server - a thin client over the lore-api GraphQL endpoint.
N:M Associative Memory System for LLM Agents
Model Context Protocol integration for Claude Context
MCP Memory Server with Neo4j backend for AI knowledge graph storage
MCP server for interacting with LanceDB database
MCP server for memopaper — cross-device memo buffer
IP Vault with Citations — extract decisions, frameworks, and insights from AI conversations with full provenance.
MCP server that provides text-to-speech functionality for AI agents
A multi-domain, auth-first MCP server giving AI agents access to financial markets, Web3/DeFi, developer tools, and healthcare (FHIR). Production-grade, typed, and installable in minutes.
MCP server for TuringWell - Agent-native Q&A for executable fixes
User-Agent parser MCP.
Dynamic MCP server for the Yantrix API portfolio — 30+ tools across research, memory, language, legal, security, intelligence, and more.
File-backed Memory MCP Server for multi-agent coordination
MCP Server for 不过期助手 - 支持智能体通过 API Key 管理物品
MCP server for AI-native project context management
Official MCP server for Convolut Context Bank integration with Claude Desktop and other MCP clients
Turn a directory of documents into a portable, queryable knowledge base
MCP server for Gemini RAG — manage File Search stores, upload documents, and query with AI-powered retrieval-augmented generation
A production-ready template for building Model Context Protocol (MCP) servers with TypeScript