# AI Readiness (mcpb · ai-readiness.mcpb)

Check if a website is visible to AI search (ChatGPT, Perplexity, Claude) and get per-gap fixes.

- Trust score: 47/100 (low)
- Change this week: −3
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- mcpb · `ai-readiness.mcpb`: 47/100 (this document), [markdown](https://verifymcp.io/servers/epistemedeus-ai-readiness/https-github-com-epistemedeus-ai-readiness-releases-download-v1-1-3-ai-readiness.md), [page](https://verifymcp.io/servers/epistemedeus-ai-readiness/https-github-com-epistemedeus-ai-readiness-releases-download-v1-1-3-ai-readiness)

## Channel facts

- Registry: `mcpb`
- Package: `https://github.com/epistemedeus/ai-readiness/releases/download/v1.1.3/ai-readiness.mcpb`
- Transport: `stdio`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, 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 2026-08-03.

- **Supply Chain Security**: 13/100
  - Malware scan not yet available for this package.
  - CVE data not yet available for this package.
  - No install/post-install scripts declared.
  - Dependency-health data not yet available.
- **Provenance & Transparency**: 45/100
  - Source repository is publicly reachable at the declared URL.
  - Provenance check failed: no build-provenance attestation is published.
  - Clear OSI-approved license (MIT).
  - Actively maintained (last published 40 days ago).
  - Disclosure check failed: no security disclosure policy was found in the source repository.
- **Schema Quality & AI Usability**: 77/100
  - AI-judged instruction clarity (excellent).
  - Tool/resource definitions use about 210 tokens (~105/item across 2 items; 2 tools + 0 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 23/100
  - Stability observed for 7 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.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## Install

- Download bundle: `https://github.com/epistemedeus/ai-readiness/releases/download/v1.1.3/ai-readiness.mcpb`

## 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.

### 2026-08-03 (score 47, +1)

No change was recorded against any check on this day. Stability & Change Management went from 20 to 23. That category is still filling its 30-day observation window: 6 days of observed history at the previous scan, 7 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-08-02 (score 46, +3)

- [functional improvement] Stability: unverified → 0.20

### 2026-07-31 (score 43, −7)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-27 (score 50, +36)

- [functional improvement] Tool coverage: unverified → 100
- [functional improvement] Maintenance: unverified → pass
- [functional] First check of Schema quality: excellent
- [functional] First check of Tool coverage: 100
- [functional] First check of Schema quality: pass
- [functional] First check of Schema quality: fail

### 2026-07-26 (score 14)

First indexed and scored.

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

## MCP tools (2)

### `check_ai_readiness` (~111 tokens)

Check whether a website is visible to AI search engines (ChatGPT, Perplexity, Claude, Google AI Overviews). Fetches the site + robots.txt and scores AI-crawler access, structured data (JSON-LD), title/meta, Open Graph, sitemap, and llms.txt. Returns a 0-100 score, a letter grade, and a specific fix for each gap.

Input parameters:

- `url` (string, required): The website to check, e.g. example.com or https://example.com

### `generate_ai_readiness_fixes` (~99 tokens)

Generate starter fixes to make a website visible to AI search: Organization + FAQPage JSON-LD (pre-filled from the site's real title/description) and an AI-crawler-friendly robots.txt. Paste the JSON-LD into the homepage <head> and replace robots.txt. This is the free starter version of the same-day Fix Pack.

Input parameters:

- `url` (string, required): The website to generate fixes for, e.g. example.com

## Diagnostics

Captured diagnostic sections: Provenance. The full working is on the page: https://verifymcp.io/servers/epistemedeus-ai-readiness/https-github-com-epistemedeus-ai-readiness-releases-download-v1-1-3-ai-readiness#diagnostics

## Score history

- 2026-08-03: 47
- 2026-08-02: 46
- 2026-08-01: 43
- 2026-07-31: 43
- 2026-07-30: 50
- 2026-07-28: 50
- 2026-07-27: 50
- 2026-07-26: 14

## Links

- Repository: https://github.com/epistemedeus/ai-readiness
- Website: https://samedaydesk.com/tools/ai-readiness
- Changelog RSS feed: https://verifymcp.io/servers/epistemedeus-ai-readiness/https-github-com-epistemedeus-ai-readiness-releases-download-v1-1-3-ai-readiness/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/epistemedeus-ai-readiness/https-github-com-epistemedeus-ai-readiness-releases-download-v1-1-3-ai-readiness/changelog.json
- HTML version of this page: https://verifymcp.io/servers/epistemedeus-ai-readiness/https-github-com-epistemedeus-ai-readiness-releases-download-v1-1-3-ai-readiness