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

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    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.
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    Integrates with Odoo ERP systems, enabling AI assistants to interact with Odoo data and functionality through the Model Context Protocol.
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    MIT
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    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.
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    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.
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  • A
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    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.
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    MIT
  • A
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    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
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    MIT
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    Enables reading operations, searching clients, and creating leads in SingleOps, the US green-industry field-service platform, through natural language commands.
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    MIT
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    Anchord MCP is a hosted remote MCP server for AI agents that need canonical identity resolution and safe write evaluation across customer systems. Resolve companies and people to canonical AnchorIDs, inspect linked records and target-system coverage, and evaluate whether a proposed write should be allowed or blocked. Read-only by design.
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    MIT
  • A
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    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).
    Last updated
    4
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    MIT
  • A
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    Enables MCP clients to read, search, create, update, and manage records in Twenty CRM with a safe, composable 14-tool interface and guarded destructive operations.
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    14
    MIT
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    An AI-first business and project management tool that stores data locally in Markdown and JSON files, exposed via the Model Context Protocol (MCP). Enables project, issue, client, contact, and note management through natural language.
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    25
    MIT
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    Enables interaction with IntelliMatch recruiting and iSuite insurance systems through spec-driven MCP tools, allowing natural language queries for candidate search, policy management, claims, and workflows.
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    Adds the Bitrix24 MCP server built by Bit2Beat. 40 tools covering CRM, tasks, disk, calendar, chat, business processes, telephony, product catalog, and full portal configuration management. Repo: https://github.com/bit2beat/bitrix24-mcp
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    2
    MIT
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    Provides AI agents with operational customer context, including typed revenue objects, persistent state, scoped tools, and human-in-the-loop handoffs through MCP, REST, and CLI.
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    125
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    Apache 2.0
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    Consent-based, double-blind talent marketplace. Recruiters' AI assistants search an anonymous corpus of opted-in candidates in natural language, evaluate match cards, and request contact — identity is revealed only when the candidate chooses to respond. Hosted remote server (streamable HTTP + OAuth) at queryquarry.com/api/mcp.
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    MIT
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    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.
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    AGPL 3.0
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    Enables AI clients to discover and invoke Salesforce business capabilities (e.g., customer lookup, account creation) through MCP tools, keeping business logic in Apex while exposing it via REST, Agentforce, and OpenAPI.
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    MIT
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    Connects Hyros advertising attribution to AI assistants (Claude, Cursor, etc.) through the Model Context Protocol, enabling queries about leads, sales, calls, subscriptions, and ad performance.
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    37
    MIT