ScoreFluent

Reliability

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How to connect

Add it to any MCP client that supports remote servers.

{
  "mcpServers": {
    "scorefluent": {
      "type": "http",
      "url": "https://api.scorefluent.com/mcp/copilot"
    }
  }
}

9 tools

• exam_overview

  Use this when a student asks what an English exam contains, how a task type is scored, how long a section is, what the score scale is, or where to start preparing. Returns the exam sections with task types, question counts and time limits, the writing and speaking scoring…

• practice_question

  Use this when a student wants a real practice question for an English exam task, for example "give me a PTE Write Essay prompt" or "a TOEFL listening question". Returns one random published question (prompt, passage, options, word limit, and an audio link for listening tasks)…

• score_writing

  Use this when a student pastes an essay or summary for a PTE, IELTS, TOEFL, LanguageCert, MET or CELPIP writing task and wants a score. Returns marks out of the exam task maximum, a score and one line of feedback for each marking criterion, and the top improvements. Pass the…

• start_diagnostic

  Use when a student does not know which exam to take (diagnostic) or knows the exam and wants a starting baseline (placement). Returns a link to a free test on the site; do not try to run the test in chat.

• check_read_aloud

  Use when a student has read a Read Aloud passage aloud and you have the transcript of what they said (for example from voice mode) but no audio. Compares the words said against the passage: omitted, inserted and substituted words and a word-accuracy percentage. CONTENT ONLY…

• speak_practice

  Use whenever a student asks for a PTE Read Aloud or Describe Image to practise, even without mentioning recording or scores. Lets them practise the speaking task and get pronunciation and fluency scores. Shows a recorder card; desktop web only today. Do not use for scoring text.

• recorder_start

  Reserve a recording slot and get an upload URL. Called by the speaking recorder card only.

• recorder_confirm

  Confirm the upload and queue it for scoring. Called by the speaking recorder card only.

• recorder_result

  Read the scoring status and scores for a recording. Called by the speaking recorder card only.

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