Overview
The Universal Data Format Converter is a Model Context Protocol (MCP) server that gives AI agents reliable, deterministic data-format tooling: the kind of work an LLM cannot do dependably inline.
Four verb-shaped tools cover nine formats:
- list_supported_formats: discover formats, aliases, and schema dialects
- inspect_data: probe format, encoding, delimiter, columns, dtypes, row count, preview
- convert_data: convert between CSV, TSV, JSON, NDJSON, YAML, XML, Excel, Parquet, Avro
- infer_schema: emit JSON Schema, SQL DDL, Avro schema, or a Pydantic model
Built for agents: automatic encoding, delimiter, and format detection on messy real-world files, type inference, bounded outputs that never flood the model context, and a clear input-size guard instead of silent failures.
Deployed as a container on Amazon Bedrock AgentCore Runtime in your own AWS account, so your data never leaves your boundary. ARM64, stateless, speaks MCP over POST /mcp (tools/list, tools/call).
Highlights
- Nine formats, one small tool surface convert and inspect CSV, TSV, JSON, NDJSON, YAML, XML, Excel, Parquet, and Avro, with automatic format/encoding/delimiter detection.
- Schema inference built in generate JSON Schema, SQL DDL, Avro schemas, or Pydantic models from sample data, including per column nullability.
- Runs in your account on Bedrock AgentCore Runtime data residency by design, with deterministic, context-safe tools purpose-built for agents.
Details
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Features and programs
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Pricing
- Monthly subscription
- $29.00/month
Vendor refund policy
We encourage you to take advantage of our free trial to fully assess the suitability of our product for your needs. Please note that after the free trial period, charges will be incurred on an hourly basis. Refunds are subject to the AWS Marketplace refund policy for products that offer free trials.
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Delivery details
Amazon Bedrock AgentCore Runtime
- Amazon Bedrock AgentCore
Container image
Containers are lightweight, portable execution environments that wrap server application software in a filesystem that includes everything it needs to run. Container applications run on supported container runtimes and orchestration services, such as Amazon Elastic Container Service (Amazon ECS) or Amazon Elastic Kubernetes Service (Amazon EKS). Both eliminate the need for you to install and operate your own container orchestration software by managing and scheduling containers on a scalable cluster of virtual machines.
Version release notes
Initial release. Universal Data Format Converter MCP server for Amazon Bedrock AgentCore Runtime. Tools: list_supported_formats, inspect_data, convert_data, infer_schema. Converts and inspects CSV, TSV, JSON, NDJSON, YAML, XML, Excel, Parquet, and Avro with automatic format, encoding, and delimiter detection, plus schema inference (JSON Schema, SQL DDL, Avro, Pydantic). Make sure the cursor starts at the very first character no space or blank line before "Initial".
Additional details
Usage instructions
Deploy this MCP server on Amazon Bedrock AgentCore Runtime, then call it from your agent over POST /mcp (tools/list, tools/call). Tools: list_supported_formats, inspect_data, convert_data, infer_schema. Pass data inline (text/base64) or by path or s3:// URI.
Details Usage instructions are available below https://github.com/infoinlet-com/aws-marketplace-resources/blob/main/mcp/container/agentcore_runtime.md
Support
Vendor support
Please reach out to us by email for any queries. We look forward to helping you with any questions you may have. Email: contact@infoinlet.com
AWS infrastructure support
AWS Support is a one-on-one, fast-response support channel that is staffed 24x7x365 with experienced and technical support engineers. The service helps customers of all sizes and technical abilities to successfully utilize the products and features provided by Amazon Web Services.
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