ScoreFluent

com.scorefluentPublished by scorefluent.comOfficial publisherv0.1.0Updated Nov 5, 2026

English exam prep: exam facts, practice questions and writing scores for PTE, IELTS, TOEFL.

VerifiedStreamable HTTPWeb executableKnowledge & MemoryAI & ML

Overview

AI-generated overview

ScoreFluent gives an assistant English exam facts, practice questions and writing scores for PTE, IELTS, TOEFL and similar tests.

What you can do
  • Look up exam structure, task types, time limits, score scales and scoring criteria
  • Fetch a random practice question for a chosen exam task, with prompt, options and audio links
  • Score a pasted essay or summary against exam marking criteria, with per-criterion marks and top improvements
  • Compare a spoken transcript against a Read Aloud passage for omitted, inserted and substituted words
  • Offer a speaking practice recorder card and read back pronunciation and fluency scores
  • Point students to a free diagnostic or placement test on the site
When to use it
Useful for students preparing for PTE, IELTS, TOEFL, LanguageCert, MET or CELPIP who want exam facts, practice prompts, or quick feedback on a written answer inside a chat. Also suits tutoring or study-assistant setups that need a starting diagnostic.
Requirements
A remote MCP endpoint over streamable HTTP; no package, environment variables or headers are declared. The speaking recorder card is described as desktop web only.
Before you install
Writing and transcript text submitted for scoring is sent to the third-party service. Recording tools reserve a slot, upload audio and queue it for scoring, so they write data on the service. Read Aloud checking is content only, not pronunciation or fluency.

Installation

In SourceWeft

  1. Open ScoreFluent in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/com.scorefluent%2Fscorefluent/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

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

Tools

9

exam_overview

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 criteria (writing with word limits), and links to ScoreFluent guides. Do not use this to score or mark a student's answer; it only describes the exam.

ParametersexamrequiredtaskType

practice_question

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 a link where the student can answer it with the real timer and scoring. It never returns answers or model responses. Do not use it to check an answer; it only serves questions. For PTE Read Aloud or Describe Image, use speak_practice instead: it serves the question with a recorder so the student can answer and be scored in the chat.

ParametersexamtaskTyperequired

score_writing

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 questionId from practice_question when the text answers one of our questions; otherwise pass the prompt the student wrote to. Pass exactly one of the two. Free up to a daily limit. This is the quick score: Personalised Tips on the site add sentence-level annotations and verified marks. When the student is signed in to ScoreFluent and the text answers one of our questions, the scored attempt is saved to their History.

ParametersexamrequiredtextrequiredprompttaskTyperequiredquestionId

start_diagnostic

Start a 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.

Parametersexam

check_read_aloud

Check a Read Aloud transcript

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 — pronunciation, fluency and prosody need a recording: offer speak_practice or the answer link for those.

ParametersquestionIdrequiredtranscriptrequired

speak_practice

Speaking 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.

ParametersexamtaskType

recorder_start

Start a recording

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

ParametersmimeTyperequiredquestionIdrequireddeviceTokenrequired

recorder_confirm

Submit a recording

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

ParametersattemptIdrequireddeviceTokenrequired

recorder_result

Recording result

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

ParametersattemptIdrequireddeviceTokenrequired

Version history

1
  1. v0.1.0LatestNov 5, 2026

Score

83% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • LicenseNot applicable

    A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.