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SAT Score Percentiles MCP

REMOTE · SAT-SCORE-PERCENTILES-MCP.LIPMICHAL.WORKERS.DEV

SAT score percentiles and class of 2026 SAT averages and participation by state (College Board).

67 Trust /100

Last scanned (4 hours ago)

Scores higher than 53% of remote servers

Reachable. Last reached 5 Nov 2026.

Category Education and Research

Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →

Endpoint Security63
Transport & Reachability100
Schema Quality & AI Usability71
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 654 tokens (~163/item across 4 items; 4 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management7
  • Stability observed for 2 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 100% of tool parameters carry a description.Pass
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • We read all 4 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 5 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 5 Nov 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.

  • 4 Nov 26 0
    • Stability: unverified → 0.03 ▲ functional
  • 3 Nov 26 66

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 5 Nov 2026 · Probed https://sat-score-percentiles-mcp.lipmichal.workers.dev/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=lipmichal.workers.dev CN=WE1,O=Google Trust Services,C=US 2 Oct 2026 31 Dec 2026 ECDSA 256 ECDSA-SHA256 ebf145553d5751d20e0d3cd51e3d7a94
SANs: lipmichal.workers.dev, *.lipmichal.workers.dev
CN=WE1,O=Google Trust Services,C=US (CA) CN=GTS Root R4,O=Google Trust Services LLC,C=US 13 Dec 2023 20 Feb 2029 ECDSA 256 ECDSA-SHA384 7ff31977972c224a76155d13b6d685e3
CN=GTS Root R4,O=Google Trust Services LLC,C=US (CA) CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE 15 Nov 2023 28 Jan 2028 ECDSA 384 SHA256-RSA 7fe530bf331343bedd821610493d8a1b

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of sat-score-percentiles-mcp.lipmichal.workers.dev. — Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
dev. present 60074 8 Verified
workers.dev. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200

Background: How OAuth 2.1 works in the 2026 MCP spec →

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://sat-score-percentiles-mcp.lipmichal.workers.dev/mcp Verified 200
http (plaintext) http://sat-score-percentiles-mcp.lipmichal.workers.dev/mcp Inconclusive 405
MCP tools · 4 exposed · ~590 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
get_sat_percentile ~168

Percentile rank of a digital SAT total score (400-1600) or section score (200-800, Reading and Writing or Math), from the College Board percentile tables: the user group percentile (actual SAT takers, past three graduating classes) and the nationally representative percentile (all US 11th and 12th graders). Also compares the score with the class of 2026 national mean (1,954,833 test takers) and score band.

NameTypeReqDescription
scoreintegeryesSAT score in steps of 10, for example 1350 for a total or 680 for a section.
sectionstring–total (400-1600), rw (Reading and Writing, 200-800) or math (200-800). Default total.

No output schema declared.

No examples provided.

get_sat_scores_by_state ~115

Class of 2026 SAT results for one state, DC, Puerto Rico or the US Virgin Islands from the College Board 2026 SAT Suite Annual Report state supplement: test takers, participation rate, mean total, Reading and Writing and Math scores, percent meeting college readiness benchmarks, 25th/50th/75th percentile scores, rank by mean, and the national comparison.

NameTypeReqDescription
statestringyesTwo-letter code (TX) or full name (Texas). DC, PR and VI also work.

No output schema declared.

No examples provided.

get_score_for_sat_percentile ~144

The lowest SAT total or section score whose College Board percentile is at or above a target (for example the 75th or 90th percentile), for the user group (SAT takers) or the nationally representative group.

NameTypeReqDescription
groupstring–user_group (actual SAT takers, default) or nationally_representative (all US 11th and 12th graders).
percentilenumberyesTarget percentile, 1 to 99, for example 90.
sectionstring–total (400-1600), rw (Reading and Writing, 200-800) or math (200-800). Default total.

No output schema declared.

No examples provided.

rank_states_by_sat ~163

Rank the 50 states and DC by class of 2026 SAT mean total, mean Math, mean Reading and Writing, participation rate, percent meeting both benchmarks, or number of test takers. Use min_participation_pct (for example 50) to compare only states where most students take the SAT, since low-participation states have higher means.

NameTypeReqDescription
limitinteger–How many states to return, 1 to 51. Default 10.
metricstring–What to rank by. Default mean_total.
min_participation_pctnumber–Only include states with at least this participation rate, for example 50.
orderstring–desc = highest first (default), asc = lowest first.

No output schema declared.

No examples provided.

Install

How do I install the SAT Score Percentiles MCP server?

SAT Score Percentiles MCP is a hosted endpoint at https://sat-score-percentiles-mcp.lipmichal.workers.dev/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

remote · sat-score-percentiles-mcp.lipmichal.workers.dev

# add to Claude Code
claude mcp add --transport http theluckystrike-sat-score-percentiles-mcp 'https://sat-score-percentiles-mcp.lipmichal.workers.dev/mcp'
Common questions

What is the SAT Score Percentiles MCP server?

SAT Score Percentiles MCP is listed in the public MCP registry as io.github.theluckystrike/sat-score-percentiles-mcp. SAT score percentiles and class of 2026 SAT averages and participation by state (College Board). This page covers its hosted endpoint (https://sat-score-percentiles-mcp.lipmichal.workers.dev/mcp).

Is the SAT Score Percentiles MCP server safe to use?

SAT Score Percentiles MCP scores 67 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the SAT Score Percentiles MCP server expose?

SAT Score Percentiles MCP exposes 4 tools: get_sat_percentile, get_score_for_sat_percentile, get_sat_scores_by_state, rank_states_by_sat. Their descriptions and schemas cost roughly 590 tokens of context every time the server is loaded.

Does the SAT Score Percentiles MCP server require authentication?

No. We connected to SAT Score Percentiles MCP without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

Is the SAT Score Percentiles MCP server still maintained?

SAT Score Percentiles MCP is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.