FutureProof AEO vs LLM Optimizer
FutureProof AEO is an MCP server published by mattyb12345nyc. Marketplaces we read that list it: 1 (Official MCP Registry). LLM Optimizer is an MCP server published by metavert.io. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-11-02. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.
Where each is published
| Marketplace |  FutureProof AEO |  LLM Optimizer |
|---|---|---|
| Official MCP Registry | Listed Version: 1.1.1 No figure published Not marked · First seen |
Listed Version: 1.0.0 Forks (GitHub): 7 Stars (GitHub): 10 Not marked · First seen |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
The facts side by side
| Fact | FutureProof AEO | LLM Optimizer |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | No figure on GitHub | 10 |
| Forks (GitHub) (differs) | No figure on GitHub | 7 |
| Last release | Not published | Not published |
| Where it runs (differs) | Remote server (ai.futureproof.work/.netlify/functions/mcp) | Remote server (llmopt.metavert.io/mcp) |
| Transport | Streamable HTTP | Streamable HTTP |
| Tools it declares | Not published | Not published |
| Environment variables it asks for | Not published | Not published |
| Licence | Not stated | Not stated |
| Repository (differs) | github.com/mattyb12345nyc/ai-tracker | github.com/jonradoff/llmopt |
| Changes in the last 7 days | 0 | 0 |
| First seen | 2026-10-11 | 2026-10-11 |
| Endpoint at the last check (differs) | Responded 2 days ago | Responded 3 days ago |
Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.
What each says it does
FutureProof AEO
Track brand visibility across ChatGPT, Claude, Gemini & Perplexity. Scores, competitors, trends.
LLM Optimizer
AI brand visibility analytics: visibility scores, optimizations, video, Reddit, and search rankings.
How to run each
FutureProof AEO As a remote MCP server
claude mcp add --transport http futureproof-aeo https://ai.futureproof.work/.netlify/functions/mcp --header "Authorization: Bearer <YOUR_TOKEN>"Requires: Authorization header
LLM Optimizer As a remote MCP server
claude mcp add --transport http llmopt https://llmopt.metavert.io/mcpCommands built only from what the marketplaces declare; the full set for every client is on each card.
Both endpoints responded at the last daily check. How we check endpoints
Tools each declares
Neither one's marketplaces publish a list of tools, so there is nothing to compare.
Settings each asks for
Neither one's marketplaces publish the settings it asks for.
What it can do: FutureProof AEO · What it can do: LLM Optimizer · Compare two other plugins
Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.