Build valuable AI agents and workflows without creating a technical debt timebomb. Connect and modernize existing systems and APIs for Generative AI, without having to create, deploy and maintain a multitude of MCP servers.
Transform any existing API into MCP-ready infrastructure without writing or maintaining custom MCP server code or modifying API's - REST, GraphQL, gRPC, SOAP, legacy — it all becomes AI-Ready from a single configuration, eliminating development overhead and technical debt.
Support for any API means teams can integrate legacy and modern applications through one consistent interface. This gives you full flexibility to include every system in their agentic workflows.
MCP Bridge is built for Enterprise with centralized auth (OAuth), token refreshes, rate limiting, activity audits and observability.
Instead of connecting raw API endpoints to LLMs and hoping for the best, MCP Bridge lets you scope tools to relevant operations, enrich them with context and metadata, and compose multi-step workflows into single tool calls. The result is AI that picks the right tools and delivers accurate results with less token consumption.
Transform any existing API into MCP-ready infrastructure without writing or maintaining custom MCP server code or modifying API code for REST, GraphQL, gRPC, SOAP and legacy systems.
Bloating an LLM's context window costs you money. AppFactor Bridge scopes your APIs to only the relevant operations, enriches them with context and generates a tooling script so agents pick the right tool first time, and orchestrates complex workflows in a single call instead of many.
Ensure efficient access that lowers operating costs and improves agent responsiveness
Converts MCP tool requests into target systems native protocol: REST, GraphQL,gRPC,SOAP, etc.
Connects and optimizes legacy and new systems to LLMs without writing or maintaining MCP code.
Translates between MCP’s JSOPN-RPC format and other systems data models.
Allows LLM to access data from any source.
Two levels: Agent to be able to use MCP server OAuth 2.0 between MCP Server and MCP Bridge. Bearer Token, OAuth 2.0, basic authentication and API Key support for API Access.
Maintain least privilege access control to sensitive data.
Security policies, logging, encryption and secrets management.
Protects company data and provides visibility and traceability across agentic workflows.
Highly performant, low latency with flexible deployments
Designed to handle the highest levesl of requests and throughput
Handle connection pooling, retry logic for API calls, API call throttling and automatic schema refresh.
Delivers consistent workflow performance.
Converts MCP tool requests into target systems native protocol: REST, GraphQL,gRPC,SOAP, etc
Connects legacy and new systems to LLMs without writing or maintaining code
Translates between MCP’s JSOPN-RPC format and other systems data models.
Allows LLM to access data from any source.
Two levels: Agent to be able to use MCP server OAuth 2.0 between MCP Server and MCP Bridge. Bearer Token, OAuth 2.0, basic authentication and API Key support for API Access.
Maintain least privilege access control to sensitive data.
Security policies, logging, encryption and secrets management.
Protects company data provides visibility and traceability across agentic workflows.
MCP Bridge Runs as a Serverless Function (Lambda) for essentially immediate response.
Provides the ability to scale out to as many instances as needed.
Handle connection pooling, retry logic for API calls, API call throttling and automatic schema refresh.
Delivers consistent workflow performance.
Use an LLM to improve tool names and search embeddings to automatically enhance your API's and tools for more efficient agentic invocation
Enforce approval gates for destructive tools, missing but required parameters or elicit prompts
Detect prompt injection and sensitive data leaks in API responses. Log or redact sensitive data such as credit cards, API keys, access keys and more
For APIs with many endpoints, Code Mode replaces the entire tool catalog with just 3 meta-tools.
The MCP Bridge handles REST, SOAP, GraphQL, proprietary APIs, and MCP without requiring vendor MCP implementations or custom code to built and maintain.
API Gateways handle traffic routing, auth, and rate limiting for APIs that are already REST/OpenAPI-compatible. They sit in front of your existing APIs and manage the flow - but they still expect a standardized input format.
If your backend is GraphQL, gRPC, SOAP, or a custom or non-conforming protocol, you'd need to write adapter code yourself.
AppFactor MCP Bridge does something fundamentally different - it translates protocols. It takes a non-MCP system (REST, GraphQL, gRPC, SOAP, legacy/proprietary) and converts requests and responses between MCP and that system's native protocol.
Yes
OAuth, Single Sign On
Yes, the system enables the definition of custom MCP tools that span across different endpoints
MCP Bridge is available to trial and buy at AWS Marketplace and Azure Marketplace.
