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shuji-bonji/xcomet-mcp-server

Translation quality evaluation MCP Server powered by xCOMET (eXplainable COMET).

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Our verdict

Not reviewed yet

We have not reviewed shuji-bonji/xcomet-mcp-server yet

No one at Enterprise DNA has checked this listing against its sources. The description comes from public listings gathered automatically. Any fact below shows where it came from and when it was last checked.

How we review records

From the listing

About shuji-bonji/xcomet-mcp-server

An MCP server that wraps xCOMET (eXplainable COMET) for translation quality evaluation. It exposes tools to score and explain machine translation outputs via the Model Context Protocol, enabling AI agents to assess translation quality programmatically.

Best for

Developers building translation evaluation tools or AI agents that need automated quality scoring

Use cases

  • Evaluate machine translation quality in automated pipelines
  • Compare translation outputs from different models or systems
  • Integrate explainable translation scoring into AI agent workflows

Notes

1 stars on GitHub. Last updated 2026-05-08. Licensed MIT.

Pros

  • Leverages state-of-the-art xCOMET for accurate, explainable evaluation
  • Standard MCP interface simplifies integration with MCP-compatible clients
  • Open source and written in TypeScript for broad developer accessibility

Cons

  • Very early stage with only 1 star and minimal community adoption
  • Requires local setup of xCOMET model dependencies, which may be resource-intensive
  • Limited documentation and support due to niche status

Key facts

What we have checked

Not checked yet. Dated facts such as prices, releases and repository activity appear here once we have confirmed them from a source.

How to use

How to set it up

As the listing publishes it. We have not run this install.

Install

uvx pytest tests/test_server.py -q                    # nothing to install

Tools exposed

  • source_lang
  • target_lang
  • response_format
  • use_gpu
  • min_severity
  • batch_size
  • XCOMET_MODEL
  • XCOMET_PYTHON_PATH
  • XCOMET_PRELOAD
  • XCOMET_DEBUG
  • XCOMET_NUM_WORKERS
  • XCOMET_SAVING_DIRECTORY
  • XCOMET_LOCAL_FILES_ONLY
  • HF_TOKEN

Clients the listing names (not checked here)

Claude Desktop, Claude Code, VS Code

Install

Add shuji-bonji/xcomet-mcp-server to your client

Not verified yet

No install recipe yet. We write one for Claude Code, Claude Desktop, Cursor, VS Code, Codex and ChatGPT when the server is in the official MCP registry with a package or remote address we can use.

Until then, follow the project's own README, or the setup the listing publishes under How to set it up.

Works with

What shuji-bonji/xcomet-mcp-server connects to

No confirmed connections yet. A product appears here when the server's registry name, repo, homepage or name ties it to that product, and a client appears when we have an install recipe for it.

Sources

Where this comes from

No sources recorded yet. Each source we check is listed here with the date we checked it.

A source shows what was published when we checked it. It does not certify security, performance or a working installation. Read our method.

Changelog

What changed

No changes recorded yet. Releases, price changes and deprecations appear here, with their dates, once we track them for this record.

Pairs with

Other entries in the index that connect to this one. Click through to see the chain.

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