aeo-graph-engine (1nc0gn30/aeo-graph-engine) is an MCP server listed on the M8ven Trust Index. It scores 74 out of 100, grade C. It declares 9 tools. No publisher has claimed this listing.

Back to MCP Trust IndexM8ven
C
Emerging
74/100

aeo-graph-engine

AEO Graph Engine - Answer Engine Optimization (AEO/GEO), Schema.org Graph & llms.txt Generator Engine with AEO Studio UI (design influenced by Material 3)

→ 1nc0gn30/aeo-graph-engine· listed on github_repo_search

Emerging. No concerning findings. Grades remain capped until the project builds reputation through adoption. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

How we verified

⚡ Live Monitored: not connected

Verified is a snapshot. Live keeps it current, and builds your track record.

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Who stands behind it

1nc0gn30

Source: github_repo_search

Is this your MCP?

Claim it to get a verified publisher badge, a free copy of our full audit findings, and direct contact for any high-priority issues we find. Or connect your repo for our deepest verification, Live Monitored: read-only, revoke anytime. What we access →

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Install from

GitHub

The grade above is for the source repository. Registries can serve a different version, so we mark the ones we were not able to read.

// key findings
✅
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
✅
Open source with a license and README
Anyone can audit the code, the license is declared, and the publisher documents what it does.
// tools this server exposes9 tools

These names and descriptions are the publisher's own, read from the source code. We print them as written. Our assessment is the findings above, not this list.

aeo_scan_site

Crawl and audit a live website URL. Analyzes root machine discovery assets (robots.txt, llms.txt,

aeo_synthesize_prompt

Synthesize a rich, production-ready AEO/GEO configuration from a natural language prompt or product description. Automatically extracts brand name, domain, niche category, core features, and structured FAQ pairs for Answer Engine citation. 100% offline rule-based heuristic synthesizer.

aeo_generate_bundle
aeo_inject_html

Safely and idempotently embed Schema.org JSON-LD into an HTML string or file on disk. Updates existing <script type='application/ld+json'> or inserts formatted script before </head>.

aeo_validate

Validate an AEO bundle directory, single artifact file, or in-memory Schema/manifest payload. Calculates a 0-100 AEO Readiness Score and provides detailed diagnostic lists of passed checks, actionable warnings, and critical errors.

aeo_get_framework_snippets

Get production-ready code snippets and integration instructions for embedding AEO Schema.org

aeo_simulate_citation
aeo_visualize_schema

Generate Mermaid.js visual entity relationship diagrams and structured ASCII knowledge graph trees from Schema.org @graph JSON-LD or schema files. Visualizes nodes, entities, and connecting edges.

aeo_crawl_sitemap
// environment variables
To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.
configNO_COLOR
configTERM
configGITHUB_STEP_SUMMARY
configGITHUB_ACTIONS
configPREFIX
// quality suggestions

Tool annotations

No tools have read-only/destructive annotations

Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.

All four hints declared on every tool

9/9 tools missing one or more hints — aeo_scan_site (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); aeo_synthesize_prompt (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); aeo_generate_bundle (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +6 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.

For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.

Claim the listing to review these findings one by one and send us a correction where you disagree, straight to the team. Claiming also means we tell you when the grade moves, and reach you first if we find anything urgent.

// full audit trail
The findings above are the summary. The full trail, every check we ran, each deduction, the network hosts observed and the dependency advisories, goes to verified publishers, along with an alert whenever a new one lands. Verified publishers can also review each finding and dispute it in one click. Publisher corrections have sharpened several of our checks this month, because the maintainer knows the codebase better than any scanner.
// improvement guidance — verified publishers only
We have 2 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/1nc0gn30/aeo-graph-engine)](https://m8ven.ai/mcp/1nc0gn30/aeo-graph-engine)
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commit: d921c644a678978e7dbd3bf30f3030741563cb16
code hash: e9a671b0fe03e043c6c67dda4349e3bc969fd2a6efbcd898dd34029eb2bc012b
view raw JSON →
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