aeo-geo-mcpSAFE
A sovereign, local-first MCP server for AI Engine Optimization (AEO), Generative Engine Optimization (GEO), llm.txt auditing, and content stickiness analytics.
Overview
From the repository's own README, as read at the audited commit. Badges and raw HTML are left out.
An open-source, local-first Model Context Protocol (MCP) server for AI Engine Optimization (AEO), Generative Engine Optimization (GEO), /llm.txt auditing, and content stickiness analytics.
💖 Sponsorship, B2B Custom Solutions & Attribution
👨💻 Lead Architect & Attribution
Designed and engineered by [Momenul Ahmad](https://github.com/MOBILEPHONE), Lead Architect and Founder of [SEOSiri](https://seosiri.com).
🚀 Capabilities & Tools (10 Production Tools)
- `audit_llm_txt_compliance`: Audits presence and syntax validity of
/llm.txtand/.well-known/llm.txt. - `audit_security_txt_compliance`: Verifies RFC 9116
/.well-known/security.txtheaders. - `calculate_geo_ai_readiness_score`: Scores webpage AI-readiness ($0\text{--}100$) based on schema density and semantic HTML5.
- `analyze_content_stickiness`: Calculates GA4 "Retention Gold" scores comparing Session Duration against Bounce Rate.
- `extract_aeo_answer_cards`: Extracts direct-answer snippets for Perplexity, SearchGPT, and Google AI Overviews.
- `fetch_tranco_authority_rank`: Queries domain trust and authority rankings.
- `validate_schema_markup_density`: Validates JSON-LD microdata density and identifies missing fields.
- `sanitize_geo_payload`: Strips script injections and unverified metadata.
- `get_live_aeo_throughput_metrics`: Monitors system health and processing latency.
- `get_aeo_server_specifications`: Returns protocol specs and capability matrices.
Quickstart
pip install -e . pytest tests/test_aeo_geo.py
🔌 Claude Desktop / Cursor Configuration
Add this block to your claude_desktop_config.json:
{
"mcpServers": {
"seosiri-aeo-geo": {
"command": "uv",
"args": [
"run",
"--github",
"SEOSiri-Official/aeo-geo-mcp",
"src/main_server.py"
]
}
}
}License
Distributed under the MIT License. See LICENSE for details.
b7ac983eb751OBSERVED · 2026-10-11Connect
Built from this server's own package name, version and transport as found in its source — not copied from anyone's documentation, so it cannot drift against a page we do not control.
claude mcp add seosiri-aeo-geo-mcp -- uvx seosiri-aeo-geo-mcp
{
"mcpServers": {
"seosiri-aeo-geo-mcp": {
"command": "uvx",
"args": [
"seosiri-aeo-geo-mcp"
]
}
}
}Exposed tools (10)
10 read · 0 write · 0 destructive.
| Tool | Risk | Description |
|---|---|---|
analyze_content_stickiness | read | |
audit_llm_txt_compliance | read | |
audit_security_txt_compliance | read | |
calculate_geo_ai_readiness_score | read | |
extract_aeo_answer_cards | read | |
fetch_tranco_authority_rank | read | |
get_aeo_server_specifications | read | SPECIFICATIONS: Returns technical protocol details, capability matrices, and supported AI clients. |
get_live_aeo_throughput_metrics | read | ANALYTICS: Returns operational health and audit processing metrics. |
sanitize_geo_payload | read | |
validate_schema_markup_density | read |
Trust audit
SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | PASS |
| L1 | Static analysis of the code | PASS |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | PASS |
| L4 | Behavioural (sandbox) | SKIPPED |
What the source does
- Filesystem
- none-observed
- Network
- declared (3 observation(s))
- Shell
- none-observed
- Dependencies
- pinned
- Secrets in source
- none-found
Findings (0)
No findings outside the package's declared scope.
Gates applied: no_behavioural_pass.
b7ac983eb751full audit observations/trust-audit/mcp-server/seosiri-official__aeo-geo-mcp.json · Report an issue / request a re-scanAudit history
Every audit this server has had. A grade with a past is a grade somebody is still checking.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-10-11 | b7ac983eb751 | SAFE | B | 89 | first audit |
Questions
What is the aeo-geo-mcp MCP server?
A sovereign, local-first MCP server for AI Engine Optimization (AEO), Generative Engine Optimization (GEO), llm.txt auditing, and content stickiness analytics.
What tools does aeo-geo-mcp expose?
10 in total: 10 read-only, 0 that write, and 0 that can delete or overwrite. Every one is listed on this page with its risk.
Is aeo-geo-mcp safe to connect to an agent?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean server reads B.
What credentials does aeo-geo-mcp need?
No credential environment variables were found in its source, so it appears to need none.
How does aeo-geo-mcp run?
It speaks stdio, so it runs as a local process your client starts. It is published on PyPI as seosiri-aeo-geo-mcp.
How current is this page?
The grade is for one exact copy of the source (b7ac983eb751), read on 2026-10-11. The repository is watched and re-audited when it changes.