# 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).

- Trust score: 67/100 (medium)
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-11-05

## Components

- remote · `sat-score-percentiles-mcp.lipmichal.workers.dev`: 67/100 (this document), [markdown](https://verifymcp.io/servers/theluckystrike-sat-score-percentiles-mcp/sat-score-percentiles-mcp.md), [page](https://verifymcp.io/servers/theluckystrike-sat-score-percentiles-mcp/sat-score-percentiles-mcp)

## Channel facts

- Endpoint: `https://sat-score-percentiles-mcp.lipmichal.workers.dev/mcp`
- Transports: `streamable-http`
- Auth: `none`
- Version: `1.0.0`

## Trust breakdown

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. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-11-05.

- **Endpoint Security**: 63/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one.
  - HTTPS enforcement could not be verified: the plaintext port answered with HTTP 405, which proves neither a plaintext path nor enforcement.
  - HSTS check failed: the Strict-Transport-Security header is absent.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 71/100
  - AI-judged instruction clarity (excellent).
  - 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.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 7/100
  - Stability observed for 2 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 4 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 5 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## 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.

### Claude

```bash
claude mcp add --transport http theluckystrike-sat-score-percentiles-mcp 'https://sat-score-percentiles-mcp.lipmichal.workers.dev/mcp'
```

### Cursor

```json
{
  "mcpServers": {
    "theluckystrike-sat-score-percentiles-mcp": {
      "url": "https://sat-score-percentiles-mcp.lipmichal.workers.dev/mcp"
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "theluckystrike-sat-score-percentiles-mcp": {
      "type": "http",
      "url": "https://sat-score-percentiles-mcp.lipmichal.workers.dev/mcp"
    }
  }
}
```

### Codex

```toml
[mcp_servers.theluckystrike-sat-score-percentiles-mcp]
url = "https://sat-score-percentiles-mcp.lipmichal.workers.dev/mcp"
```

### opencode

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

### OpenClaw

```bash
openclaw mcp add theluckystrike-sat-score-percentiles-mcp --url 'https://sat-score-percentiles-mcp.lipmichal.workers.dev/mcp' --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  theluckystrike-sat-score-percentiles-mcp:
    url: "https://sat-score-percentiles-mcp.lipmichal.workers.dev/mcp"
```

### Netclaw

```json
{
  "McpServers": {
    "theluckystrike-sat-score-percentiles-mcp": {
      "Transport": "http",
      "Url": "https://sat-score-percentiles-mcp.lipmichal.workers.dev/mcp"
    }
  }
}
```

### Vellum

```bash
assistant mcp add theluckystrike-sat-score-percentiles-mcp -t streamable-http -u 'https://sat-score-percentiles-mcp.lipmichal.workers.dev/mcp'
```

### Other

```json
{
  "mcpServers": {
    "theluckystrike-sat-score-percentiles-mcp": {
      "type": "http",
      "url": "https://sat-score-percentiles-mcp.lipmichal.workers.dev/mcp"
    }
  }
}
```

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-11-05 (score 67, +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.

### 2026-11-04 (score 66, 0)

- [functional improvement] Stability: unverified → 0.03

### 2026-11-03 (score 66)

First indexed and scored.

## MCP tools (4)

### `get_sat_percentile` (~168 tokens)

Get SAT percentile

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.

Input parameters:

- `score` (integer, required): SAT score in steps of 10, for example 1350 for a total or 680 for a section.
- `section` (string): total (400-1600), rw (Reading and Writing, 200-800) or math (200-800). Default total.

### `get_score_for_sat_percentile` (~144 tokens)

Get SAT score for a percentile

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.

Input parameters:

- `group` (string): user_group (actual SAT takers, default) or nationally_representative (all US 11th and 12th graders).
- `percentile` (number, required): Target percentile, 1 to 99, for example 90.
- `section` (string): total (400-1600), rw (Reading and Writing, 200-800) or math (200-800). Default total.

### `get_sat_scores_by_state` (~115 tokens)

Get SAT scores by state

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.

Input parameters:

- `state` (string, required): Two-letter code (TX) or full name (Texas). DC, PR and VI also work.

### `rank_states_by_sat` (~163 tokens)

Rank states by SAT

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.

Input parameters:

- `limit` (integer): How many states to return, 1 to 51. Default 10.
- `metric` (string): What to rank by. Default mean_total.
- `min_participation_pct` (number): Only include states with at least this participation rate, for example 50.
- `order` (string): desc = highest first (default), asc = lowest first.

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/theluckystrike-sat-score-percentiles-mcp/sat-score-percentiles-mcp#diagnostics

## Score history

- 2026-11-05: 67
- 2026-11-04: 66
- 2026-11-03: 66

## 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.

## Links

- Remote endpoint: https://sat-score-percentiles-mcp.lipmichal.workers.dev/mcp
- Repository: https://github.com/theluckystrike/sat-score-percentiles-mcp
- Website: https://examscorecalc.com/
- Changelog RSS feed: https://verifymcp.io/servers/theluckystrike-sat-score-percentiles-mcp/sat-score-percentiles-mcp.xml
- Changelog JSON feed: https://verifymcp.io/servers/theluckystrike-sat-score-percentiles-mcp/sat-score-percentiles-mcp.json
- HTML version of this page: https://verifymcp.io/servers/theluckystrike-sat-score-percentiles-mcp/sat-score-percentiles-mcp