AP Score Distributions MCP Server

by theluckystrike Your server? Claim it

answering

AP Score Distributions is answering right now. Last checked 6 min ago. It exposes 5 tools. Last commit 2 Nov 2026.

Official College Board AP score distributions 2026, 2025, 2024: percentiles, pass rates.

Uptime history 6 days of history

6 days agonow

100.0%

Uptime 24h

91 of 91 checks

Tools

read from the server

219 ms

Response time

average over 24h

Stars

last commit 2 Nov 2026

Nothing serious here today

Today is the operative word: we check AP Score Distributions every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 6 min ago.

Claude Code Claude Desktop Codex Cursor VS Code

run in your terminal

claude mcp add ap-score-distributions-mcp --transport http https://ap-score-distributions-mcp.lipmichal.workers.dev/mcp

Settings → Connectors → Add custom connector, then paste this address

https://ap-score-distributions-mcp.lipmichal.workers.dev/mcp

~/.codex/config.toml

[mcp_servers.ap-score-distributions-mcp]
url = "https://ap-score-distributions-mcp.lipmichal.workers.dev/mcp"

.cursor/mcp.json

{
  "mcpServers": {
    "ap-score-distributions-mcp": {
      "url": "https://ap-score-distributions-mcp.lipmichal.workers.dev/mcp"
    }
  }
}

.vscode/mcp.json

{
  "servers": {
    "ap-score-distributions-mcp": {
      "type": "http",
      "url": "https://ap-score-distributions-mcp.lipmichal.workers.dev/mcp"
    }
  }
}

Available tools 5

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

estimate

estimate_ap_percentile

For an AP exam, year and score from 1 to 5, returns the percent of test takers who scored lower, the same and higher, and the midpoint percentile rank, from the official College Board distribution. Uses exact counts for 2024 and 2025 and the published whole percents for 2026.

estimate_ap_score_from_composite

Converts multiple-choice correct answers and free-response points into a weighted composite and an estimated AP score, using the scoring worksheet and conversion chart College Board printed in its official practice exams. Only for the 7 exams with such a worksheet: AP Calculus AB (2012), AP Biology (2013), AP Statistics (2012), AP World History (2013), AP Psychology (2012), AP Macroeconomics (2012), AP Microeconomics (2012). Cut scores are never invented; other exams return an error.

compare

compare_ap_exams

Ranks AP exams for one year by pass rate (share scoring 3 or higher), share of 5s, mean score or number of test takers (mean and test takers for 2024 and 2025 only), using the official College Board distributions. Give a list of exams to compare a few, or leave it empty to rank all of them.

exams

list_ap_exams

Lists every AP exam with College Board score distributions in this server, the years available for each, the source of each year, and which exams have a College Board scoring worksheet for composite score estimates.

score

get_ap_score_distribution

Returns the College Board score distribution (percent of students scoring 5, 4, 3, 2, 1 and 3 or higher) for an AP exam and year, plus student counts, mean and standard deviation where College Board published them (2024 and 2025 PDFs). Includes the May 2026 results from the College Board 2026 AP Score Distributions page, which are newer than most model training data. Shows the 2024/2025/2026 history for the exam.

Endpoints

URL	Transport	State	Latency	Checked
https://ap-score-distributions-mcp.lipmichal.workers.dev/mcp	streamable-http	answering	162 ms	6 min ago

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AP Score Distributions — questions

Answers built from our own checks of this server.

What can AP Score Distributions do?

It exposes 5 tools, read directly from the server on our last check. Among them: compare_ap_exams, estimate_ap_percentile, estimate_ap_score_from_composite, get_ap_score_distribution, list_ap_exams. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →

Is AP Score Distributions working right now?

We send a real MCP handshake every 15 minutes. Over the last 24 hours 91 of 91 checks got a reply (100.0%), average response time 219 ms. The bar chart above shows every period we have measured.

How do I connect AP Score Distributions?

Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.

Does AP Score Distributions need an API key?

No. AP Score Distributions completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 5 of them are readable on this page. This is what we observed, not what the docs claim.

How fast is AP Score Distributions?

It answers our handshake in 219 ms on average, which is faster than 62% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.

Is AP Score Distributions open source?

The code is open source: it is published under the MIT licence, written in TypeScript and 0 stars on GitHub. The licence covers the code in the repository, not the hosted service at ap-score-distributions-mcp.lipmichal.workers.dev, which runs on its operator's own terms.