"Hybrid Memory Models Combining Relational, Graph, and RAG Approaches" matching MCP servers:

An intelligent personal CRM that processes WhatsApp conversations to build a searchable knowledge base about contacts using diarization, transcription, and PII sanitization. It exposes MCP tools for semantic search, contact summaries, and reminder management within Claude Desktop.

Enables Claude Desktop to answer natural-language questions about customers by exposing search, profile, order history, status filter, and spend statistics tools backed by local mock data, with a single-file swap path to Oracle AI Agent Studio later.

Production-ready MCP server enabling AI assistants to interact with Braze's customer engagement platform, offering 92 tools for user management, messaging, campaigns, analytics, email/SMS, catalogs, and SCIM provisioning.

Unified MCP server combining Hunter.io email finding with Apollo company intelligence for B2B lead enrichment.

A server for interacting with the Iaptic API, allowing AI models like Claude to query customer, purchase, and transaction data, as well as retrieve statistical insights.

Provides comprehensive access to People Data Labs' data models and search capabilities, enabling enrichment of person and company profiles, multi-criteria searches, and autocomplete functionality through a Model Context Protocol interface.

Zero-config graph DB for builders, AI agents, and SaaS teams who move fast

Reference MCP server for the AudienceScore protocol: query a vendor's audience score (percent of verified thumbs-up over receipt-gated reviews) and get back a signed, recomputable score manifest an agent can verify without trusting the server.

Enables AI assistants to find and enrich B2B contacts and companies with verified contact details and buying signals using Lusha's API.

Enables AI agents to interact with the Courier notification API, allowing them to send messages, manage profiles, debug deliveries, configure lists, and more through 60 tools.

Connects your Banco do Brasil account to AI assistants via Open Finance Brasil, allowing natural language queries about balances, statements, credit card bills, and investments. Read-only, regulated by the Central Bank.

Provides a context graph for GTM teams, centralizing data from multiple tools into unified person and company records, and offers MCP tools to retrieve account context, full entity details, and filtered queries.

Connects to Banco BRB via Open Finance Brasil to read balances, statements, card invoices, and investments using natural language.

MCP server that enables AI agents to discover and qualify B2B leads from Leadbay's knowledge base, with tools for lead research, enrichment, and outreach logging.

Enables AI assistants to track events, page views, user signups, and update user profiles in Mixpanel.

An MCP server optimized for user profile and audience data synchronization tasks, providing tools for confirmation, verification, and rollback in data sync workflows.

Connects your Neon account to Claude, ChatGPT, and AI agents via Open Finance Brazil, enabling natural language queries about balances, statements, credit card bills, and investments — read-only and regulated by the Central Bank.

MCP server for integrating Common Room API with Amazon Q CLI and Claude Code, enabling management of activities, segments, and organizations through natural language queries.

Provides read-only tools to interact with CAS genesisWorld CRM, enabling smart search, data object retrieval, dossier access, and type discovery via MCP.

Connects your Monte Bravo account to AI assistants via Open Finance Brasil, allowing natural language queries about balances, transactions, credit cards, and investments, all read-only and regulated by the Central Bank.