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MCP Bridge by Appfactor

Connect any API to any AI agent

  • Free plan available
  • No credit card
MCP Bridge by Appfactor screenshot

What is MCP Bridge by Appfactor?

MCP Bridge is a tool that connects existing APIs to AI agents and workflows, allowing them to access and use your enterprise data. Rather than rebuilding APIs or writing custom integrations for each new AI agent, MCP Bridge sits between your systems and your AI tools, making existing APIs AI-ready without requiring changes to your infrastructure. The tool implements the Model Context Protocol (MCP), an open standard that allows AI models to connect to tools and data sources consistently. This approach is designed for development teams and organisations that want to deploy AI agents quickly whilst maintaining clean architecture and avoiding the accumulation of technical debt from one-off integrations. MCP Bridge targets enterprises with existing APIs and data systems that need to be accessed by AI agents. Its main value is simplicity: instead of building custom connectors for each API-to-agent combination, you define your integrations once through a standardised protocol. This means your existing systems remain unchanged whilst your AI agents can reliably access multiple data sources.

Key features

API connectivity

Connects existing REST and GraphQL APIs directly to AI agents without modification

Model Context Protocol support

Implements MCP for standardised tool and data source integration

Multi-agent access

Allows multiple AI agents and workflows to use the same API connections

Enterprise data bridging

Provides secure access from AI agents to internal systems and databases

No infrastructure changes

Works with existing APIs without requiring code modifications or rebuilds

Pros & cons

Advantages

  • Faster AI implementation without rebuilding your API layer
  • Standards-based approach reduces custom integration code and technical debt
  • Minimal disruption to existing systems and workflows
  • Multiple AI agents can share the same API connections
  • Designed for enterprise scale and security requirements

Limitations

  • Requires understanding of Model Context Protocol and its concepts
  • Still needs configuration to expose and connect your APIs
  • Works best with structured APIs, less suited for unstructured data sources
  • Adds a layer between AI agents and your systems, with potential latency implications
  • Relatively new pattern with limited existing implementations to reference

Use cases

Connecting legacy enterprise systems to modern AI workflows and agents

Building AI chatbots and assistants that interact with internal company databases and tools

Creating workflow automation that aggregates data from multiple internal sources

Enabling AI agents to access proprietary systems without major architectural changes

Implementing multi-agent systems that share common data source connections

Ready to try MCP Bridge by Appfactor?

Pricing

Free

Free

Limited API connections and monthly call limits, suitable for testing and evaluation

Pro

Contact sales

Unlimited API connections, higher rate limits, priority support, production-grade SLAs, and advanced security features

Get started with MCP Bridge by Appfactor

Click through to MCP Bridge by Appfactor and start using it now.

  • Free plan available
  • No credit card