"Understanding Context Memory in Chat Systems" matching MCP servers:

MCP server for the cig.chat API that lets you connect Claude, Cursor, or any MCP client to your cig.chat bot to manage subscribers, tags, flows, WhatsApp templates, broadcasts, and shop operations in plain language.

Enables AI agents to pull focused GoHighLevel context before talking to a contact, including contact lookup, timeline summaries, pipeline positions, and appointments, with optional guarded writes. It helps agents brief themselves on a person without exposing raw CRM API noise.

Turns Google Calendar history into a searchable people CRM, enabling queries about meeting patterns, relationships, and contacts through natural language with any MCP client.

A Laravel-based AI-powered chat interface for business management operations, enabling users to execute tasks like creating customers and updating task statuses through natural language conversations.

Model Context Protocol server for the Apideck Unified API. Connect any MCP-compatible agent framework to 100+ accounting systems, HRIS platforms, file storage providers, and more through one integration. More information https://www.apideck.com/mcp-server

Enables Claude to connect to your Raynet CRM, allowing you to search records, create leads and business cases, manage your sales pipeline, and perform CRM operations through natural language chat with built-in deletion safeguards.

Give your AI the full context of how your business runs: CRM, finances, tasks, and memory in one self-hosted MCP server." Short + long descriptions lead with cross-domain reasoning ("which customers are behind on payment and what did we last promise them" reads the ledger and CRM in one answer) and self-hosted data ownership (your own Supabase, stdio, MIT).

Real-time CRM intelligence for Claude and other AI clients — map corporate ownership hierarchies, verify entity names and registered addresses, and detect duplicate records, directly in chat. No manual lookups, no spreadsheets, no messy data.

MCP server that exposes an in-browser AI ERP (CRM, stock, invoices, HR) with role-aware agents, enabling natural language chat and confirm-before-write actions.

Enables AI agents to securely access and act on CRM, order, support, and automation systems through the Model Context Protocol, with authentication, authorization, audit logging, and guardrails.

Exposes the entire CRM as rows in Postgres via 73 MCP tools, letting AI agents create, read, update, and manage tables, documents, dashboards, chat, calendar, agent memory, web research, and images through the same operations as the UI.

Integrates with Odoo ERP systems, enabling AI assistants to interact with Odoo data and functionality through the Model Context Protocol.

Enables an in-memory contact book to be managed by adding, retrieving, searching, and updating contacts through MCP tools.

MCP server that provides mock APIs and deterministic seed data for ERP/OMS, WMS, and CRM systems, enabling supply chain data exploration and integration testing.

Enables language models to interact with Bitrix24 CRM, providing tools to manage deals, leads, contacts, tasks, activities, users, files, chat messages, and live chat sessions.

Enables natural-language queries about sales metrics, returning interactive charts inline in chat via MCP Apps with a markdown fallback for unsupported hosts.

A Model Context Protocol server that enables Claude (or any MCP client) to read and write Clio Manage data—contacts, matters, activities—directly from chat, with flat-fee billing support in one call.

Fetch fresh leads and verify emails in one MCP server

Real-time LinkedIn, X (Twitter) and Reddit data for AI agents: profiles, companies, people search, tweets, subreddits, and search. Free start: self-mint a key in one call, no signup, no card.

Model Context Protocol server for Kylas CRM lead operations, enabling lead creation, search/filter, and lookup of users, products, and pipelines.