Page 3 | Compare Business Software for Model Context Protocol (MCP): November 2025 Reviews & Comparison

CREAO

CREAO offers infinitely personalized, AI-native software by enabling users to build custom applications and copilots with just a plain-language description. No coding, API keys, or infrastructure setup are required; CREAO handles complete app generation, including backend, database, and hosting. Each app comes with a built-in, context-aware AI assistant (a copilot) that helps users interact and accomplish tasks within that specific workflow. It supports one-click integration with popular tools and custom APIs or MCP servers, facilitating powerful AI-enabled workflows. CREAO is purpose-built for AI-native use cases, apps designed from the ground up to be used by both humans and autonomous agents, with optimized infrastructure to support seamless agentic access. Its rich library of templates and integrations accelerates development, while its core architecture ensures apps are full-featured, not just prototypes, and remain maintainable over time.

Starting Price: $12.50 per month

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Gram

Speakeasy

Gram is an open source platform that enables developers to create, curate, and host Model Context Protocol (MCP) servers effortlessly, by transforming REST APIs (via OpenAPI specs) into AI-agent-ready tools without code changes. It guides users through a workflow: generating default tooling from API endpoints, scoping down to relevant tools, composing higher-order custom tools by chaining multiple calls, enriching tools with contextual prompts and metadata, and instantly testing within an interactive playground. With built-in support for OAuth 2.1 (including Dynamic Client Registration or user-authored flows), it ensures secure agent access. Once ready, these tools can be hosted as production-grade MCP servers, complete with centralized management, role-based access, audit logs, and compliance-ready infrastructure, including Cloudflare edge deployment and DXT-packaged installers for easy distribution.

Starting Price: $250 per month

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Tambo

Tambo is an open source AI orchestration framework focused on React front-end apps, letting developers build rich, generative UI assistants that respond to natural language. With Tambo, you register React components and tools once, and the system handles when and how to display UI components (forms, dashboards, charts, etc.), manage state, and call APIs/tools as needed. It supports features like message-thread history, streaming UI/content, suggested actions, authentication, and integration with Model Context Protocol (MCP) servers for context or external data. There’s a pre-built component library to accelerate development (e.g., control bars, message threads, generative forms), CLI tools, hosting via Tambo Cloud, and self-hosting options. Plans range from a free tier (with message/usage limits and community support) to paid tiers that offer higher message volumes, team seats, SSO/RBAC, SLAs, observability, and more.

Starting Price: $25 per month

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Xyte

Xyte is a cloud-based device lifecycle and operations platform designed for organizations to manage, monitor, control, and automate fleets of AV, UC, IoT, and smart building devices at scale. It offers centralized fleet management (both cloud-connected devices and those on local networks), real-time monitoring, and centralized firmware updates. It includes AI-powered agents (using something called the “Model Context Protocol” or MCP) to enable self-healing, automated troubleshooting, and faster issue resolution. Xyte integrates with existing IT workflows, ticketing systems, and messaging apps and offers no-code APIs to connect to many vendors. It provides enterprise-grade security, supports a universal device API, and has modular components. Key benefits include reduced downtime, fewer on-site visits or “truck rolls,” improved efficiency for system integrators, manufacturers, and in-house IT/AV/UC teams, capacity for smart building monitoring, and remote support capacity.

Starting Price: $1.99 per month

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SimpliflowAI

Simpliflow AI centers on Loop, a unified MCP (Model Context Protocol) gateway that consolidates integrations across AI agents and tools into one orchestrated layer. With Loop, you mount external MCP servers and integrate multiple apps just once; then, instead of embedding every tool schema into the language model context (which bloats prompts), Simpliflow dynamically retrieves and executes the needed tool only when a query triggers it. This keeps LLM contexts compact and avoids hitting tool limits. Loop offers a dashboard to manage all integrations and MCP connections, supports over 1,500 pre-built integrations via managed OAuth, and enables compatibility with any MCP-enabled AI app. It enforces schema validation and integrity checks for security and reliability, giving power users fine-grained control while providing a safer, unified environment for AI workflows.

Starting Price: Free

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Storm MCP

Storm MCP is a gateway built around the Model Context Protocol (MCP) that lets AI applications connect to multiple verified MCP servers with one-click deployment, offering enterprise-grade security, observability, and simplified tool integration without requiring custom integration work. It enables you to standardize AI connections by exposing only selected tools from each MCP server, thereby reducing token usage and improving model tool selection. Through Lightning deployment, one can connect to over 30 secure MCP servers, while Storm handles OAuth-based access, full usage logs, rate limiting, and monitoring. It’s designed to bridge AI agents with external context sources in a secure, managed fashion, letting developers avoid building and maintaining MCP servers themselves. Built for AI agent developers, workflow builders, and indie hackers, Storm MCP positions itself as a composable, configurable API gateway that abstracts away infrastructure overhead and provides reliable context.

Starting Price: $29 per month

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AgentKit

OpenAI

AgentKit is a unified suite of tools designed to streamline the process of building, deploying, and optimizing AI agents. It introduces Agent Builder, a visual canvas that lets developers compose multi-agent workflows via drag-and-drop nodes, set guardrails, preview runs, and version workflows. The Connector Registry centralizes the management of data and tool integrations across workspaces and ensures governance and access control. ChatKit enables frictionless embedding of agentic chat interfaces, customizable to match branding and experience, into web or app environments. To support robust performance and reliability, AgentKit enhances its evaluation infrastructure with datasets, trace grading, automated prompt optimization, and support for third-party models. It also supports reinforcement fine-tuning to push agent capabilities further.

Starting Price: Free

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Claude Haiku 4.5

Anthropic

Anthropic has launched Claude Haiku 4.5, its latest small-language model designed to deliver near-frontier performance at significantly lower cost. The model provides similar coding and reasoning quality as the company’s mid-tier Sonnet 4, yet it runs at roughly one-third of the cost and more than twice the speed. In benchmarks cited by Anthropic, Haiku 4.5 meets or exceeds Sonnet 4’s performance in key tasks such as code generation and multi-step “computer use” workflows. It is optimized for real-time, low-latency scenarios such as chat assistants, customer service agents, and pair-programming support. Haiku 4.5 is made available via the Claude API under the identifier “claude-haiku-4-5” and supports large-scale deployments where cost, responsiveness, and near-frontier intelligence matter. Claude Haiku 4.5 is available now on Claude Code and our apps. Its efficiency means you can accomplish more within your usage limits while maintaining premium model performance.

Starting Price: $1 per million input tokens

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Tasklet

Tasklet is an AI-powered automation platform that enables users to automate complex business workflows by simply describing what they need in natural language. It connects seamlessly with thousands of pre-built integrations, direct HTTP APIs, and even cloud-based computers to execute tasks across any tool your team uses. Once configured, automation workflows are triggered on schedule, by email receipt, or via webhooks, allowing routines such as daily briefings combining calendar, inbox, and task lists; support-email triage that checks knowledge bases and drafts replies; monitoring external feeds (e.g., news or social media) and posting alerts to team channels; or periodic reminders for upcoming events and tasks. Tasklet removes the need for manual “if-this-then-that” setup or constant check-ins by running smarter agents that adapt, handle error cases, and operate autonomously.

Starting Price: Free

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Metorial

Metorial is an open source, developer-centric integration platform that streamlines the creation, deployment, monitoring, and scaling of agentic AI applications by connecting models to tools, data, and APIs via the Model Context Protocol. With a catalog of over 600 verified MCP “servers,” developers can give their agents capabilities like interacting with Slack, Google Calendar, Notion, APIs, databases, or other systems in just a few clicks or one API call. Metorial’s infrastructure is serverless and built for scale, deploying MCP servers in three clicks or an API call, supporting “zero to millions” of requests, and offering out-of-the-box observability including detailed logging, tracing, session replay, and error alerts. A full set of SDKs (Python, TypeScript) is provided, and every interaction is traceable so teams can audit and optimize agent behaviour. Whether self-hosted or cloud-powered, Metorial offers enterprise-grade security and multi-tenant support.

Starting Price: $35 per month

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BrowserOS

BrowserOS is an open source, agent-enabled browser built on a Chromium fork that brings AI agents directly into your web environment, letting you automate tasks, navigate, and interact with web apps simply by using natural language. You log into sites as usual, and with plain-English instructions like “scrape the quarterly results from this page and update a spreadsheet,” BrowserOS generates and runs a repeatable agent locally, handling clicks, form-fills, and navigation chores for you. It features built-in split-view access to major large-language-models such as ChatGPT, Claude, or Gemini, supports local model execution via platforms like Ollama, and ensures full compatibility with Chrome extensions and your existing bookmarks and passwords. With semantic search across browser history and bookmarks, highlighter tools, and the ability to install MCP (Model-Context-Protocol) servers for Gmail, Calendar, Docs, and Notion, the browser becomes a productivity hub.

Starting Price: Free

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Golf

GolfMCP is an open source framework designed to streamline the creation and deployment of production-ready Model Context Protocol (MCP) servers, enabling organizations to build secure, scalable AI-agent infrastructure without worrying about boilerplate. It allows developers to define tools, prompts, and resources as simple Python files, after which Golf handles routing, authentication, telemetry, and observability, so you focus on logic, not plumbing. The platform supports enterprise authentication (JWT, OAuth Server, API key), automatic telemetry, and a file-based structure that eliminates decorators or manual schema wiring. With built-in utilities for LLM interactions, error logging, OpenTelemetry integration, and deployment tools (such as a CLI with golf init, golf build dev, golf run), Golf provides a full stack for agent-native services. Included also is the Golf Firewall, an enterprise-grade security layer for MCP servers that enforces token validation.

Starting Price: Free

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Fusion

Builder.io

Fusion is an AI-powered development platform that integrates design, product, and engineering workflows by connecting directly to your codebase, design system, and tooling. It allows teams to visually generate and edit responsive, production-ready UIs by leveraging existing repositories, design tokens and APIs, you can import Figma designs, attach your GitHub or Git providers, and prompt changes in natural language that the system transforms into pull requests or live previews. The platform supports real-time canvas editing with pixel-perfect precision, understands your components, styles, and backend structure, and enables any team member (designer, PM, or developer) to build features, prototypes, and fully interactive experiences without hand-coding every line. Built-in workflow integration means you can initiate builds from Slack mentions, Jira tickets, or design threads, track progress, review generated branches, and merge into your normal CI/CD pipeline.

Starting Price: $24 per month

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TestSprite

TestSprite’s AI can draft test plans, implement integration and end-to-end test codes, schedule and execute test cases on the cloud platform, debug based on test results, and summarize all findings into comprehensive reports. TestSprite’s AI can interpret user-provided documentation and understand the test object. It can then draft test plans automatically and send them to customers for review. Once the test plan is approved, the test code will be implemented accordingly in seconds. Skip hiring testing engineers or contractors for pre-launch validation; all you need is us. Then TestSprite’s AI will schedule and execute test cases on our cloud platform automatically. It can even debug and identify potential root causes based on cloud testing outcomes. Finally, TestSprite will provide customers with detailed, comprehensive reports in the last step. Simplicity is easy when you just skip tons of mission-critical features.

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Composio

Composio is an integration platform designed to enhance AI agents and Large Language Models (LLMs) by providing seamless connections to over 150 tools with minimal code. It supports a wide array of agentic frameworks and LLM providers, facilitating function calling for efficient task execution. Composio offers a comprehensive repository of tools, including GitHub, Salesforce, file management systems, and code execution environments, enabling AI agents to perform diverse actions and subscribe to various triggers. The platform features managed authentication, allowing users to oversee authentication processes for all users and agents from a centralized dashboard. Composio's core capabilities include a developer-first integration approach, built-in authentication management, an expanding catalog of over 90 ready-to-connect tools, a 30% increase in reliability through simplified JSON structures and improved error handling, SOC Type II compliance ensuring maximum data security.

Starting Price: $49 per month

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CrawlChat

CrawlChat is an AI-powered platform designed to make your web content LLM-ready by converting it into embeddings for retrieval-augmented generation (RAG). The tool scrapes content from any website or documentation, transforms it into structured data, and enables real-time AI chat capabilities through APIs or embedded chat widgets. It can be used to create custom chatbots, provide AI-driven customer support, or even automate query resolutions on platforms like Discord. CrawlChat's ability to remove AI hallucinations and ensure answers are based solely on your content makes it ideal for businesses looking to provide accurate, on-brand AI responses.

Starting Price: $29/month

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Glama

Glama.ai is a comprehensive AI workspace and integration platform that offers a unified interface to leading LLM providers, including OpenAI, Anthropic, and others. It supports the Model Context Protocol (MCP) ecosystem, enabling developers and enterprises to easily build, manage, and connect MCP-compatible services with AI agents such as Claude and GPT-4.

Starting Price: $26/month/user

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Claude for Financial Services

Anthropic

Claude for Financial Services transforms institutional finance by combining advanced AI with deep financial data infrastructure and enterprise‑grade security into a single, unified intelligence layer. The Financial Analysis Solution connects essential data sources, such as S&P Global, Daloopa, and internal systems, in one interface, with every data point linking directly to its original source for instant verification and full transparency. Its privacy‑first design ensures that, by default, your inputs and outputs will not be used to train underlying models, while guided onboarding and MCP‑based connectors streamline deployment across banking, insurance, asset management, and fintech environments. Native workflows and agentic search capabilities enable teams to manage demanding financial workloads at scale, instantly checking information across multiple sources to reduce errors and execute complex analyses in minutes rather than hours.

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Supercamp

Supercamp transforms how companies work by creating a unified AI workspace where multiple LLMs, tools, and custom assistants collaborate seamlessly. Instead of juggling different AI platforms and losing context between tools, you get one intelligent hub where your AI assistants understand your business, remember your preferences, and connect with your existing workflow. Save thousands of hours by having AI that actually knows what you need. Key Features - Multi-LLM Integration: Access ChatGPT, Claude, Gemini, and other leading AI models from one interface, choosing the best AI for each specific task. - Custom AI Assistants: Create specialized AI assistants tailored to your business needs with company knowledge and skill sets. - Team Management: Organize team members, share AI assistants across departments, manage permissions, and maintain consistent AI performance.

Starting Price: $29/month

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Orshot

DaSkrad

Orshot is an AI-powered platform that automates the creation of marketing visuals at scale using dynamic templates and integrations. It allows teams to design once and generate thousands of branded assets, such as social media graphics, e-commerce banners, event promotions, and more. With Orshot Studio, users can build or import templates from Figma or Canva, apply AI to personalize them, and manage consistency with saved logos, fonts, and brand colors. Developers can integrate Orshot directly into workflows with APIs, SDKs, CLI tools, and no-code integrations like Zapier and Airtable. Teams benefit from enterprise-ready features like workspaces, collaboration, usage insights, and storage options such as AWS S3 and Cloudflare R2. Backed by GDPR and SOC 2 compliance, Orshot delivers fast, secure, and scalable creative automation trusted by marketers, developers, and agencies.

Starting Price: $20/month

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Markup AI

Markup AI provides an API-driven platform that helps organizations scan, score, rewrite, and enforce quality & compliance standards across their written content. It enables users to define brand-voice/style guides, regulatory or legal criteria, and then integrates with content workflows (via APIs, Zapier, MCPs, or direct app integrations) so that any draft or published content can be checked for consistency, tone, accuracy, and compliance. Pieces of content are flagged if they fail to meet defined standards; side-by-side comparisons show what changed, why, and how much improvement was made. Existing content repositories can also be audited; large batches of content can be identified as being outdated, misaligned, or in need of branding or legal updates, and then rewritten en masse. Its goal is to speed up time-to-publish, reduce risk of brand or regulatory missteps, improve confidence in content operations, and make teams more efficient.

Starting Price: $180 per month

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CData Connect AI

CData

CData’s AI offering is centered on Connect AI and associated AI-driven connectivity capabilities, which provide live, governed access to enterprise data without moving it off source systems. Connect AI is built as a managed Model Context Protocol (MCP) platform that lets AI assistants, agents, copilots, and embedded AI applications directly query over 300 data sources, such as CRM, ERP, databases, APIs, with a full understanding of data semantics and relationships. It enforces source system authentication, respects existing role-based permissions, and ensures that AI actions (reads and writes) follow governance and audit rules. The system supports query pushdown, parallel paging, bulk read/write operations, streaming mode for large datasets, and cross-source reasoning via a unified semantic layer. In addition, CData’s “Talk to your Data” engine integrates with its Virtuality product to allow conversational access to BI insights and reports.

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Chrome Sidekick

Chrome Sidekick is a browser extension that acts as an AI sidebar agent embedded in every webpage. It sees both the page’s HTML and visual content and can explain pages, automatically extract data, run workflows, and automate multi-step tasks. Users can save instructions as reusable Workflows, connect to external apps via MCP (a connector protocol), and interact with them via voice commands for hands-free operation. The assistant maintains memory, so it remembers context over time and can handle follow-up tasks. It supports switching among AI models, custom API keys, light/dark mode, and remote control via Cursor or Claude Desktop. Chrome Sidekick essentially accompanies you on every page, letting you ask questions about the current website, automate actions, and extract info without frequent switching.

Starting Price: $9 per month

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Agentforce Vibes

Salesforce

Agentforce Vibes introduces vibe coding, a generative AI–powered approach that lets developers convert natural language instructions into production-ready Salesforce applications with enterprise-grade security, governance, and infrastructure. Unlike simpler vibe coding tools aimed at prototyping, Agentforce Vibes supports the full development lifecycle, ideation, building, testing, deployment, and observability, while integrating with Salesforce’s platform and trust layers. It functions as an AI-powered IDE (usable within VS Code or any VS Code-compatible environment) that understands your Salesforce schema and metadata, enabling features such as agentic code generation (Apex, HTML, CSS, JavaScript), intelligent rule enforcement, test case generation, debugging, rollbacks, and natural language DevOps. It supports multiple language models, is extensible via Model Context Protocol (MCP) with over 20 built-in tools, and allows reuse of existing code.

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AgentShield

AgentShield is a next-generation identity platform built to verify both human users and AI agents acting on their behalf. It enables organizations to confirm who an agent is, whether the person behind the agent has provided explicit authority, and that the agent is trustworthy, all through APIs and JavaScript integrations. The product includes tools that detect agentic sessions on a website. and enforces identity and permission checks for agent-to-agent or agent-to-service interactions under the open Model Context Protocol Identity (MCP-I) specification. With KYA, businesses can securely manage agent identities and permissions, institute audit-trails, automation workflows, and finely-tuned access control for autonomous systems, thereby protecting themselves from misuse of digital identities and ensuring transparency when AI systems act on behalf of users.

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Parallel

The Parallel Search API is a web-search tool engineered specifically for AI agents, designed from the ground up to provide the most information-dense, token-efficient context for large-language models and automated workflows. Unlike traditional search engines optimized for human browsing, this API supports declarative semantic objectives, allowing agents to specify what they want rather than merely keywords. It returns ranked URLs and compressed excerpts tailored for model context windows, enabling higher accuracy, fewer search steps, and lower token cost per result. Its infrastructure includes a proprietary crawler, live-index updates, freshness policies, domain-filtering controls, and SOC 2 Type 2 security compliance. The API is built to fit seamlessly within agent workflows: developers can control parameters like maximum characters per result, select custom processors, adjust output size, and orchestrate retrieval directly into AI reasoning pipelines.

Starting Price: $5 per 1,000 requests

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Webrix MCP Gateway

Webrix

Webrix MCP Gateway is an enterprise AI adoption infrastructure that enables organizations to securely connect AI agents (Claude, ChatGPT, Cursor, n8n) to internal tools and systems at scale. Built on the Model Context Protocol standard, Webrix provides a single secure gateway that eliminates the #1 blocker to AI adoption: security concerns around tool access. Key capabilities: - Centralized SSO & RBAC - Connect employees to approved tools instantly without IT tickets - Universal agent support - Works with any MCP-compliant AI agent - Enterprise security - Audit logs, credential management, and policy enforcement - Self-service enablement - Employees access internal tools (Jira, GitHub, databases, APIs) through their preferred AI agents without manual configuration Webrix solves the critical challenge of AI adoption: giving your team the AI tools they need while maintaining security, visibility, and governance. Deploy on-premise, in your cloud, or use our managed service

Starting Price: Free

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Akamai API Security

Akamai

Akamai API Security is a vendor-neutral, platform-agnostic API threat protection solution that works across SaaS, on-premises, and hybrid environments, giving enterprises full visibility into their API estate regardless of where the APIs are deployed. It provides continuous API discovery and inventory, automated posture assessment of exposed APIs, runtime monitoring of API traffic (both north-south and east-west), behaviour analytics to detect anomalous or abusive API usage, and integrates with development workflows to test and remediate API-specific vulnerabilities earlier in the lifecycle. Key benefits include enabling teams to create a comprehensive inventory of APIs, identify and protect vulnerable endpoints, automate API security testing, and respond to API threats in real time, while integrating with existing gateways, WAFs, and infrastructure without requiring replacement of those tools.

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Axway Amplify

Axway

To become the hero, not the roadblock, many IT departments are investing in integration platforms that let users accomplish projects themselves, instead of waiting for an IT specialist. Whether it’s cutting the budget, struggling to get to the cloud, or tackling a growing project backlog, IT is challenged like never before. To become the hero, not the roadblock, many IT organizations are investing in platforms that let users accomplish projects themselves, instead of waiting for an IT specialist. Axway Amplify Platform is the enterprise integration platform that that can hide integration complexity, enforce IT policy, and scale at will, enabling your teams to: Stop repetitive one-off integrations, and focus on reusable integrations that can be leveraged by wider internal and external teams. Gain cloud cost savings and increase scale by moving on-premises integration silos to the cloud, or by leveraging them in place with hybrid deployment, and much more.

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Pipedream

The fastest way to integrate APIs and run code. Pipedream is a serverless integration and compute platform that makes it easy to connect apps and develop event-driven workflows. Event sources turn any API into a real-time event stream. Create event sources to listen for new Tweets, Github events, Airtable records, RSS items, webhook events and more. Inspect events in a human-friendly way, trigger Node.js workflows on every event, or consume events in your own app via API. Workflows are composed of Node.js code steps that run on every event. Write your own Node.js (and use any npm package) or reuse actions that scaffold popular APIs. Trigger via sources or a custom URL, email address, SDK code or schedule. Auth apps once, connect to those apps in any workflow. Pipedream supports OAuth and key-based auth, and handles the OAuth flow and token refresh for you. Just link accounts to steps and reference the relevant auth info in code.

Starting Price: Free

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Business Software for Model Context Protocol (MCP) - Page 3

Top Software that integrates with Model Context Protocol (MCP) as of November 2025 - Page 3

CREAO

Gram

Tambo

Xyte

SimpliflowAI

Storm MCP

AgentKit

Claude Haiku 4.5

Tasklet

Metorial

BrowserOS

Golf

Fusion

TestSprite

Composio

CrawlChat

Glama

Claude for Financial Services

Supercamp

Orshot

Markup AI

CData Connect AI

Chrome Sidekick

Agentforce Vibes

AgentShield

Parallel

Webrix MCP Gateway

Akamai API Security

Axway Amplify

Pipedream