Page 2 | Compare Business Software for Model Context Protocol (MCP): November 2025 Reviews & Comparison

Runbear

Runbear is a no-code platform that enables teams to create AI agents integrated with popular communication and productivity tools like Slack, Teams, HubSpot, and more. It allows users to build custom AI assistants quickly, typically within 10 minutes, without requiring technical expertise. Runbear helps automate repetitive tasks, streamline internal communication, and manage AI agents tailored for different teams all from a single interface. The platform supports integrations with AI models like OpenAI, Claude, and Gemini, combined with content management systems such as Google Drive, Notion, and Confluence. Use cases include automating meeting preparation, summarizing Slack threads, analyzing Airtable data through natural language, and enabling AI to suggest answers in Slack channels. Customer testimonials highlight Runbear’s ease of use and the significant efficiency gains achieved by integrating AI directly into workflows.

Starting Price: $79 per month

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GoMarble

Improve your ROAS with targeted, high-quality ad campaigns managed by expert marketers assisted by GoMarble AI. We ingest all your online assets in our custom generative AI model to generate targeted buyer personas and generate high-performing marketing concepts. Our designers and copywriters use GoMarble’s generative AI tools to rapidly create, conduct pre-flight tests, and launch all ads. We've built and grown multiple startups, and truly understand the pain of early-stage founders who are multi-tasking and hustling their way to grow. Marble empowers entrepreneurs to grow their businesses by making high-performance online ads accessible. Specialized for brands with strong product-market-fit but limited growth fuel. Your dedicated AI expert uses our AI audit tool to scan your ad accounts and find opportunities to improve profitability. Get a detailed report of visuals, copy, and hook only by uploading your ad, and adding a landing page.

Starting Price: $749 per month

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Mem0

Mem0 is a self-improving memory layer designed for Large Language Model (LLM) applications, enabling personalized AI experiences that save costs and delight users. It remembers user preferences, adapts to individual needs, and continuously improves over time. Key features include enhancing future conversations by building smarter AI that learns from every interaction, reducing LLM costs by up to 80% through intelligent data filtering, delivering more accurate and personalized AI outputs by leveraging historical context, and offering easy integration compatible with platforms like OpenAI and Claude. Mem0 is perfect for projects such as customer support, where chatbots remember past interactions to reduce repetition and speed up resolution times; personal AI companions that recall preferences and past conversations for more meaningful interactions; AI agents that learn from each interaction to become more personalized and effective over time.

Starting Price: $249 per month

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Mastra AI

Mastra is a powerful TypeScript framework for building intelligent AI agents that can execute tasks, access knowledge bases, and maintain memory persistently within workflows. This framework simplifies the process of creating and deploying AI-powered agents by leveraging TypeScript’s capabilities to streamline development. With features like customizable agent instructions, memory, and task orchestration, Mastra provides developers with the tools to build and scale AI agents for various applications, from personal assistants to specialized domain experts.

Starting Price: Free

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Activepieces

Activepieces is an AI-powered, open-source, no-code automation platform designed to help teams streamline workflows and integrate AI seamlessly into everyday tasks. With over 280 pre-built automations (MCPs), Activepieces allows users to connect to popular apps, trigger processes, and even create personalized AI agents with minimal effort. The platform includes features like human input for approvals, a robust automation builder, and AI-assisted code for more advanced workflows. It empowers decentralized teams by offering tools for collaboration, governance, and security, making it suitable for organizations of all sizes, from startups to enterprises.

Starting Price: $25/month

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Claude Max

Anthropic

The Max Plan from Anthropic's Claude platform is designed for users who require extended access and higher usage limits for their AI-powered collaboration. Ideal for frequent and demanding tasks, the Max Plan offers up to 20 times higher usage than the standard Pro plan. With flexible usage levels, users can select the plan that fits their needs—whether they need additional usage for complex data, large documents, or extended conversations. The Max Plan also includes priority access to new features and models, ensuring users always have the latest tools at their disposal.

Starting Price: $100/month

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Agent2Agent

Google

Agent2Agent (A2A) is a protocol developed by Google to enable seamless communication between AI agents. It facilitates the transfer of knowledge and tasks between different AI systems, allowing them to collaborate and execute complex workflows. A2A aims to enhance interoperability between AI agents, enabling more sophisticated, multi-agent systems that can perform tasks autonomously across various platforms and services.

Starting Price: Free

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GrimoAI

GrimoAI is an AI-powered text editor designed to collaborate with users in the writing process, rather than replacing them. It integrates advanced AI models like DeepSeek R1, Claude 3.7 Sonnet, OpenAI GPT-4, and o3-mini to assist in editing and content creation. It offers voice input functionality, allowing users to dictate text as if typing, and supports both real-time and asynchronous collaboration, eliminating the need to send files back and forth. GrimoAI provides access to web search, file integration, and Reddit content directly within the editor, enabling users to reference credible sources seamlessly. It also features prompt generation and improvement tools, along with production-level templates from the community, to enhance writing efficiency. GrimoAI emphasizes a user-centric approach, aiming to streamline the writing process through intelligent assistance and collaborative tools.

Starting Price: $20 per month

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DeerFlow

Bytedance

DeerFlow is a community-driven deep research framework that builds upon the incredible work of the open source community. Our goal is to combine language models with specialized tools for tasks like web search, crawling, and Python code execution, while giving back to the community that made this possible. DeerFlow's multi-agent architecture lets agents work together, share tasks, and solve complex problems. This makes DeerFlow ideal for automated research and advanced AI workflows, ensuring reliability and scalability. Experience the agent teamwork with our supervisor + handoffs design pattern. DeerFlow helps you solve real research and automation challenges. With DeerFlow, you can build smart workflows using multi-agent collaboration and advanced search. DeerFlow is not just a research tool, it's a platform for building next-generation AI applications.

Starting Price: Free

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DeckSpeed

CoreSpeed

DeckSpeed is a revolutionary AI presentation tool that creates professional, personalized slides based on your conversations, without templates. It allows users to describe their needs, review drafts, and provide feedback, enabling the AI to adjust content and layout in real-time. DeckSpeed supports features like 3D model generation, powerful image creation, one-click professional charts, and instant data visualization. This approach eliminates the need for traditional templates, offering truly personalized presentations that reflect individual creativity and style. Users have reported significant time savings and increased satisfaction with the visual quality and customization options provided by DeckSpeed.

Starting Price: $0.67 per day

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Klavis AI

Klavis AI provides open source infrastructure to simplify the use, building, and scaling of Model Context Protocols (MCPs) for AI applications. MCPs enable tools to be added dynamically at runtime in a standardized way, eliminating the need for preconfigured integrations during design time. Klavis AI offers hosted, secure MCP servers, eliminating the need for authentication management and client code. The platform supports integration with various tools and MCP servers. Klavis AI's MCP servers are stable and reliable, hosted on dedicated cloud infrastructure, and support OAuth and user-based authentication for secure access and management of user resources. The platform also offers MCP clients on Slack, Discord, and the web, allowing direct access to MCPs within these communication platforms. Additionally, Klavis AI provides a standardized RESTful API interface to interact with MCP servers, enabling developers to integrate MCP functionality into their applications.

Starting Price: $99 per month

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OpenTools

OpenTools is an API platform that enables developers to augment large language models (LLMs) with real-time capabilities such as web search, location data, and web scraping through a unified interface. By integrating with a registry of Model-Context Protocol (MCP) servers, OpenTools allows LLMs to access tools without requiring individual API keys. The API is compatible with various LLMs, including those supported by OpenRouter, and maintains resilience against outages by allowing seamless switching between models. Developers can invoke tools using a simple API call, specifying the desired model and tools, and OpenTools handles the authentication and execution. It charges only for successful tool executions, with transparent, at-cost token pricing managed through a unified billing portal. This approach simplifies the integration of external tools into LLM applications, reducing the complexity of managing multiple APIs.

Starting Price: Free

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Gemini CLI

Google

Gemini CLI is a free, open-source AI agent that integrates Gemini’s powerful AI capabilities directly into developers’ command line terminals. It offers fast, lightweight access to Gemini 2.5 Pro, enabling developers to generate code, solve problems, and manage tasks using natural language prompts. The CLI supports up to 60 model requests per minute and 1,000 requests per day at no cost, with additional paid options for professionals requiring higher usage. Gemini CLI includes advanced features like Google Search grounding for real-time web context, prompt customization, and automation within scripts. It is fully extensible and open source, welcoming community contributions via GitHub. Designed to enhance workflow efficiency, Gemini CLI brings AI-powered coding assistance to the terminal environment.

Starting Price: Free

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ByteRover

ByteRover is a self-improving memory layer for AI coding agents that unifies the creation, retrieval, and sharing of “vibe-coding” memories across projects and teams. Designed for dynamic AI-assisted development, it integrates into any AI IDE via the Memory Compatibility Protocol (MCP) extension, enabling agents to automatically save and recall context without altering existing workflows. It provides instant IDE integration, automated memory auto-save and recall, intuitive memory management (create, edit, delete, and prioritize memories), and team-wide intelligence sharing to enforce consistent coding standards. These capabilities let developer teams of all sizes maximize AI coding efficiency, eliminate repetitive training, and maintain a centralized, searchable memory store. Install ByteRover’s extension in your IDE to start capturing and leveraging agent memory across projects in seconds.

Starting Price: $19.99 per month

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Portia

Portia AI is an open source developer framework (with optional cloud services) that lets teams rapidly build, deploy, and monitor stateful, authenticated AI agents with full visibility and control. Developers start by prompting the SDK to generate explicit, structured multi-step “plans” that weave together LLM reasoning and tool calls, then run those plans step-by-step, enriching plan state at each stage and pausing for clarifications (human or machine) whenever authentication or missing data is required. With its unified auth framework and plug-and-play tool catalog, Portia handles credentials and permissions for remote API and MCP tool invocations automatically. The complementary cloud offering adds persistent storage of plan run states, historical logs, telemetry dashboards, and managed scaling so production deployments stay reliable, auditable, and compliant in regulated environments.

Starting Price: $30 per month

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TensorBlock

TensorBlock is an open source AI infrastructure platform designed to democratize access to large language models through two complementary components. It has a self-hosted, privacy-first API gateway that unifies connections to any LLM provider under a single, OpenAI-compatible endpoint, with encrypted key management, dynamic model routing, usage analytics, and cost-optimized orchestration. TensorBlock Studio delivers a lightweight, developer-friendly multi-LLM interaction workspace featuring a plugin-based UI, extensible prompt workflows, real-time conversation history, and integrated natural-language APIs for seamless prompt engineering and model comparison. Built on a modular, scalable architecture and guided by principles of openness, composability, and fairness, TensorBlock enables organizations to experiment, deploy, and manage AI agents with full control and minimal infrastructure overhead.

Starting Price: Free

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Deepgram Saga

Deepgram

Deepgram Saga is the Voice OS for developers, enabling hands-free workflows across your entire development environment without clicks or context switching. Saga connects to MCP servers to trigger sequences across code repositories, issue trackers, and communication channels via a single natural-language interface. Developers can use voice prompts to perform basic actions, like setting Slack status, drafting emails, finding and reading files, extracting CSS from Figma designs or checking who’s on-call, and advanced flows such as updating tasks as you work, searching for code snippets and adding them to files, or breaking big items into smaller tasks. Saga’s Vibe Coding feature seamlessly integrates AI assistants (Cursor, Replit, Windsurf, and more) so you can drive exploration and edits without prompt hacking or switching windows.

Starting Price: $4,000 per year

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Collate

Collate is an AI‑driven metadata platform that empowers data teams with automated discovery, observability, quality, and governance through agent‑based workflows. Built on the open source OpenMetadata foundation and a unified metadata graph, it offers 90+ turnkey connectors to ingest metadata from databases, data warehouses, BI tools, and pipelines, delivering in‑depth column‑level lineage, data profiling, and no‑code quality tests. Its AI agents automate data discovery, permission‑aware querying, alerting, and incident‑management workflows at scale, while real‑time dashboards, interactive analyses, and a collaborative business glossary enable both technical and non‑technical users to steward high‑quality data assets. Continuous monitoring and governance automations enforce compliance with standards such as GDPR and CCPA, reducing mean time to resolution for data issues and lowering total cost of ownership.

Starting Price: Free

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Koog

JetBrains

Koog is a Kotlin‑based framework for building and running AI agents entirely in idiomatic Kotlin, supporting both single‑run agents that process individual inputs and complex workflow agents with custom strategies and configurations. It features pure Kotlin implementation, seamless Model Control Protocol (MCP) integration for enhanced model management, vector embeddings for semantic search, and a flexible system for creating and extending tools that access external systems and APIs. Ready‑to‑use components address common AI engineering challenges, while intelligent history compression optimizes token usage and preserves context. A powerful streaming API enables real‑time response processing and parallel tool calls. Persistent memory allows agents to retain knowledge across sessions and between agents, and comprehensive tracing facilities provide detailed debugging and monitoring.

Starting Price: Free

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ToolSDK.ai

ToolSDK.ai is a free TypeScript SDK and marketplace that accelerates building agentic AI applications by providing instant access to over 5,300+ MCP (Model Context Protocol) servers and composable tools with one line of code, enabling developers to wire up real-world workflows combining language models with external systems. The platform exposes a unified client for loading packaged MCP servers (e.g., search, email, CRM, task management, storage, analytics) and converting them into OpenAI-compatible tools, handling authentication, invocation, and result orchestration so assistants can call, compare, and act on live data from services like Gmail, Salesforce, Google Drive, ClickUp, Notion, Slack, GitHub, analytics platforms, and custom web search or automation endpoints. It includes example quick-start integrations, supports metadata and conditional logic in multi-step orchestrations, and makes scaling to parallel agents and complex pipelines straightforward.

Starting Price: Free

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Jenova

Jenova is an all-in-one AI agent built for the Model Context Protocol (MCP) ecosystem that intelligently unifies top models (like GPT-4o, Claude 3.5, and Gemini 1.5) with real-time web search and a suite of embedded tools to vastly simplify workflows, enabling users to send emails, set calendar events, conduct deep research, analyze documents, generate content, and interact with live web data all from a single interface. It dynamically selects the best models and integrates search across sources such as Google, Reddit, YouTube, GitHub, and academic databases, while exposing no-code customization so users can build tailored AI applications (e.g., brand-voice automation, content summarization, or client-specific assistants) without engineering overhead. It emphasizes productivity by consolidating information discovery, contextual understanding, and action generation, surfacing actionable results, summarizing findings, and automating routine tasks, delivered via a mobile-capable agent.

Starting Price: Free

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Supernovas AI LLM

Supernovas AI is a unified, team‑focused AI workspace that provides seamless access to all leading LLMs—including GPT‑4.1/4.5 Turbo, Claude Haiku/Sonnet/Opus, Gemini 2.5 Pro/Pro, Azure OpenAI, AWS Bedrock, Mistral, Meta LLaMA, Deepseek, Qwen, and more—through a single, secure interface. It offers essential chat tools like model access, prompt templates, bookmarks, static artifacts, and integrated web search, along with advanced features such as Model Context Protocol (MCP), a talk-to-your data knowledge base, built-in image generation and editing, memory‑enabled agents, and code execution. Supernovas AI simplifies AI tool management by eliminating multiple subscriptions and API keys, enabling fast onboarding and enterprise-grade privacy and collaboration—all from one streamlined platform.

Starting Price: $19/month

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xpander.ai

xpander.ai is a backend-as-a-service platform tailored for production-grade AI agents, offering developers a robust infrastructure that handles memory, tools, connectors, multi-agent workflows, triggering, state management, observability, and CI/CD pipelines without requiring infrastructure setup. Its visual AI agent workbench enables users to design, configure, simulate, test, and deploy agents interactively, complete with support for multi-agent collaboration, tool integrations, role-based access, and runtime governance. Developers can connect agents to SaaS or enterprise systems via AI-ready connectors, attach tool-compatible workflows, and monitor agent behavior with built-in observability and lifecycle tools. It supports deployment on hosted cloud infrastructure or within private VPCs, ensuring both agility and secure enterprise integration, and accelerates agent development from idea to production.

Starting Price: $49 per month

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mcp-use

mcp-use is an open source development platform offering SDKs, cloud infrastructure, and a developer-friendly control plane for building, managing, and deploying AI agents that leverage the Model Context Protocol (MCP). It enables connection to multiple MCP servers, each exposing specific tool capabilities like browsing, file operations, or specialized integrations, through a unified MCPClient. Developers can create custom agents (via MCPAgent) that dynamically select the most appropriate server for each task using configurable pipelines or a built-in server manager. It simplifies authentication, access control, audit logging, observability, sandboxed runtime environments, and deployment workflows, whether self-hosted or managed, making MCP development production-ready. With integrations for popular frameworks like LangChain (Python) and LangChain.js (TypeScript), mcp-use accelerates the creation of tool-enabled AI agents.

Starting Price: Free

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Arcade

Arcade.dev is an AI tool-calling platform that enables AI agents to securely perform real-world actions, like sending emails, messaging, updating systems, or triggering workflows, through authenticated, user-authorized integrations. By acting as an authenticated proxy based on the OpenAI API spec, Arcade.dev lets models invoke external services (such as Gmail, Slack, GitHub, Salesforce, Notion, and more) via pre-built connectors or custom tool SDKs, managing authentication, token handling, and security seamlessly. Developers work with a unified client interface (arcadepy for Python or arcadejs for JavaScript), facilitating tool execution and authorization without burdening application logic with credentials or API specifics. It supports secure deployments in the cloud, private VPCs, or on premises, and includes a control plane for managing tools, users, permissions, and observability.

Starting Price: $50 per month

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Qoder

Qoder is an agentic coding platform engineered for real software development, designed to go far beyond typical code completion by combining enhanced context engineering with intelligent AI agents that deeply understand your project. It allows developers to delegate complex, asynchronous tasks using its Quest Mode, where agents work autonomously and return finished results, and to extend capabilities through Model Context Protocol (MCP) integrations with external tools and services. Qoder’s Memory system preserves coding style, project-specific guidance, and reusable context to ensure consistent, project-aware outputs over time. Developers can also interact via chat for guidance or code suggestions, maintain a Repo Wiki for knowledge consolidation, and control behavior through Rules to keep AI-generated work safe and guided. This blend of context-aware automation, agent delegation, and customizable AI behavior empowers teams to think deeper, code smarter, and build better.

Starting Price: $20/month

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t0 by Supernomial

Supernomial

t0 by Supernomial is an AI-native generative interface purpose-built for transfer pricing consultancies and in-house tax teams. It streamlines compliance, planning, and operational workflows with fully customizable, end-to-end solutions. t0 supports seamless team collaboration, integrates with existing tools and systems, and ensures enterprise-grade security for sensitive financial data. t0 defines the category of customizable transfer pricing solutions and is built from the ground up for flexibility, depth, and control. Users can flexibly configure data collection and storage, analysis preparation, automated report generation, and operational intelligence. Build agentic applications to produce audit-ready deliverables and implement engines that monitor transfer pricing operations in real time. Reduce manual effort and focus on what truly matters—creating more robust and sustainable policies.

Starting Price: $200/month

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Disco.dev

Disco.dev is an open source personal hub for MCP (Model Context Protocol) integration that lets users discover, launch, customize, and remix MCP servers with zero setup, no infrastructure overhead required. It provides plug‑and‑play connectors and a collaborative environment where users can spin up servers instantly via CLI or local execution, explore and remix community‑shared servers, and tailor them to unique workflows. This streamlined, infrastructure‑free approach accelerates AI automation development, democratizes access to agentic tooling, and fosters open collaboration across technical and non-technical contributors through a modular, remixable ecosystem.

Starting Price: Free

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Crush

Charm

Crush is a glamorous AI coding agent that lives right in your terminal, seamlessly connecting your tools, code, and workflows with any Large Language Model (LLM) of your choice. It offers multi-model flexibility, letting you choose from a variety of LLMs or add your own using OpenAI or Anthropic-compatible APIs, and supports mid-session switching between them while preserving context. Crush is session-based, enabling multiple project-specific contexts to coexist. Powered by Language Server Protocol (LSP) enhancements, it incorporates coding-aware context just like a developer’s editor. It's highly extensible via Model Context Protocol (MCP) plugins using HTTP, stdio, or SSE for added capabilities. Crush runs anywhere, leveraging Charm’s sleek Bubble Tea-based TUI for a polished terminal user experience. Written in Go and MIT-licensed (with FSL-1.1 for trademarks), enabling developers to stay in their terminal while taking advantage of expressive AI coding assistance.

Starting Price: Free

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DialLink

DialLink is a cloud-based phone system built specifically for SMBs and startups. It combines advanced call handling, AI voice agents, and business messaging into a single, centralized platform, making it easy to manage inbound and outbound communication, improve responsiveness, and consistently project a professional image. DialLink goes beyond the basics. Its built-in AI automates routine interactions, from answering calls and routing inquiries to generating call summaries and suggested message replies. This helps teams save time, reduce manual effort, and deliver consistent, high-quality customer experiences across channels. Built for today’s flexible workforce, DialLink supports remote, hybrid, and in-office setups with full BYOD compatibility. Whether on a smartphone, desktop, or desk phone, your team stays connected and productive anywhere. With plug-and-play deployment, no IT expertise is required.

Starting Price: $15/month

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Business Software for Model Context Protocol (MCP) - Page 2

Top Software that integrates with Model Context Protocol (MCP) as of November 2025 - Page 2

Runbear

GoMarble

Mem0

Mastra AI

Activepieces

Claude Max

Agent2Agent

GrimoAI

DeerFlow

DeckSpeed

Klavis AI

OpenTools

Gemini CLI

ByteRover

Portia

TensorBlock

Deepgram Saga

Collate

Koog

ToolSDK.ai

Jenova

Supernovas AI LLM

xpander.ai

mcp-use

Arcade

Qoder

t0 by Supernomial

Disco.dev

Crush

DialLink