AEO tools: scan any URL for AI-citation readiness, read the public leaderboard and citation panel.
- Passed: Handshake
- Passed: Tools listed
- Passed: Updated recently
Median latency 77 ms · Last checked
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Evidence for your next connection.
Independent measurements of remote MCP servers. Every observation has a timestamp.
Read-only probesMCP server · Knowledge & memory
Sourced NAND, DRAM, HBM, SSD controller, HDD and memory-market figures, each with its source link
2 failed · 8 not measured
Median of successful probes over 7 days
Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.
Tool definitions returned by this server
Independent monitoring
Outdated check
Last connection measurement is over 24 hours old. Current availability is unknown.
Last checked| Test area | Passed | Failed | Unmeasured |
|---|---|---|---|
ConnectionCan a client connect and discover tools? | 5 | 0 | 0 |
Reliability & speedDoes it respond consistently and quickly? | 0 | 0 | 4 |
Access & authenticationWhat is required to use this server? | 1 | 0 | 2 |
Tool qualityAre the tool definitions usable by an agent? | 3 | 1 | 0 |
Publisher identityCan the publisher be traced to its source? | 3 | 1 | 2 |
Unmeasured means there is not enough evidence to decide. How these checks work
Start using Eyes on Flash
Choose your client, copy the configuration, then enable the server in your client’s MCP settings.
Run this command in your terminal, then restart Claude Code.
Claude Code
claude mcp add --transport http eyes-on-flash https://eyesonflash.com/mcpCapabilities
Every figure for one record: a die, controller, drive or standard (record_id), a fab site (site_id), a company (company) or a ledger claim (claim_id), within one dataset.
DiscoveredThe datasets this server searches (NAND, DRAM and HBM dies, controllers, hard drives, standards, company results, fab sites), with how many records each holds and the page that shows them.
DiscoveredFind sourced figures by words that must all appear in a record (maker, part, measure, company, quarter, site), e.g. "Samsung V9 layers" or "SK hynix revenue 2026-Q3". Up to 50 records per call, each with its source URL and an Eyes on Flash cite.
DiscoveredRecent measurements
| Checked | Result | Response | Tools |
|---|---|---|---|
| Connected | 100 ms | 3 |