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8 clients · secrets stay placeholders

JSON (mcpServers)Claude CodeCodexOpenCodeCursorVS CodeGemini CLIGoose

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

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

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

{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "ap-score-distributions-mcp": {
      "type": "remote",
      "url": "https://ap-score-distributions-mcp.lipmichal.workers.dev/mcp",
      "enabled": true
    }
  }
}

{
  "mcpServers": {
    "ap-score-distributions-mcp": {
      "type": "http",
      "url": "https://ap-score-distributions-mcp.lipmichal.workers.dev/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=ap-score-distributions-mcp&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vYXAtc2NvcmUtZGlzdHJpYnV0aW9ucy1tY3AubGlwbWljaGFsLndvcmtlcnMuZGV2L21jcCJ9"
}

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

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

extensions:
  "ap-score-distributions-mcp":
    enabled: true
    name: "ap-score-distributions-mcp"
    type: streamable_http
    uri: "https://ap-score-distributions-mcp.lipmichal.workers.dev/mcp"
    timeout: 300

Quality 91 / 100strong

protocol75 · weight 25

warn
protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
n/a
protocol.statelessonly applies to 2026-07-28 servers
pass
protocol.transportstreamable HTTP
n/a
protocol.list_ttlonly applies to 2026-07-28 servers

authorizationn/a · weight 15

n/a
auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
n/a
auth.secret_in_urlno templated URL

tool hygiene100 · weight 30

pass
tools.descriptionsevery tool has a description
pass
tools.description_lengthdescriptions are concise
pass
tools.schemasevery tool has an object input schema
pass
tools.annotations5 of 5 tools declare readOnlyHint or destructiveHint
pass
tools.directory_hintsevery tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
pass
tools.token_costabout 1,310 tokens to load every tool
pass
tools.api_dumptools are not a one-to-one API dump
pass
tools.hidden_textno hidden text in tool names, descriptions, schemas or annotations

stability100 · weight 15

pass
stability.changesno tool changes in 30 days
pass
stability.rug_pullno tool changed its meaning under the same name
pass
stability.new_linksno tool change named a new site

dependenciesn/a · weight 15

n/a
deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

5 tools, about 1,310 tokens to load them all · tool set 5a0da5762b7f · checked 2026-11-14 07:36 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 97 / 100

provenance90

liveness99

freshness100

hygiene100

+repository +namespace-matches-repo +website +reachable +uptime-98% +updated-12d-ago

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remote	auth	reachable	uptime 30d	p50	protocol	last ok
`https://ap-score-distributions-mcp.lipmichal.workers.dev/mcp` streamable-http	none	yes	98%	313 ms	2025-11-25	2026-11-14

Tools (5)

`compare_ap_exams`read-only	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.
`estimate_ap_percentile`read-only	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`read-only	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.
`get_ap_score_distribution`read-only	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.
`list_ap_exams`read-only	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.

Schemas: list_tools.

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Official server.json

{
  "name": "io.github.theluckystrike/ap-score-distributions-mcp",
  "title": "AP Score Distributions",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://ap-score-distributions-mcp.lipmichal.workers.dev/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.0.0",
  "repository": {
    "url": "https://github.com/theluckystrike/ap-score-distributions-mcp",
    "source": "github"
  },
  "websiteUrl": "https://examscorecalc.com/ap-score-distributions/",
  "description": "Official College Board AP score distributions 2026, 2025, 2024: percentiles, pass rates."
}