ScoreFluent

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

• Connection: Runs in the cloud
• Transport: Streamable HTTP
• Category: Other

Install

Pick the AI app you use, then copy the settings.

You need

• Runs in the cloudNothing to install; it connects over the internet

Which app do you use?

https://api.scorefluent.com/mcp/copilot

claude mcp add --transport http scorefluent https://api.scorefluent.com/mcp/copilot

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

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

https://api.scorefluent.com/mcp/copilot

Your choice stays on this device in a cookie; no account needed.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

Tool names and descriptions exactly as the server reported them on Nov 6, 2026. The maker wrote them, not us; we show them as plain text.

• 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 criteri

• 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) and

• 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 ques

• 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 — pro

• 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.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026

• ! Caution

  Maker matches the repo

  The registry lists no source repo, so we cannot match the publisher (scorefluent.com) to the code

• … Not checked yet

  Still maintained

  We have not read this repo from GitHub yet

• … Not checked yet

  Has a licence

  We have not read this repo from GitHub yet

• ✓ Pass

  Endpoint responds

  Responded in 400 ms (HTTP 200)

• – Not applicable

  Sign-in with OAuth

  No sign-in needed

• ✓ Pass

  No hidden instructions in tool descriptions

  Read 9 tool descriptions and found no hidden instructions to the AI

Compared with others in Otheri

• More stars than 0% of the other 32380 servers in this category
• Published to the registry more recently than 96% of the other 32380 servers in this category
• Basic checks equal to or better than 37% of the other 32380 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Alternatives

Servers in the same category from other makers, sorted by stars.

Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

README from the maker

No README found in the repo