Koskamo

Eyes on Flash MCP

A public, read-only MCP server that provides access to sourced figures for NAND, DRAM, HBM, SSD controllers, HDDs, and memory market data. It allows agents to list datasets, search records, and retrieve specific records with source links, covering timelines, the Bit Market, and the Fab Tracker without requiring authentication.

Visit Eyes on Flash

Endpoint and access

No sign-in to connect and list tools. Individual tools may still need a vendor account, credentials, or permissions; check the documented prerequisites.

Eyes on Flash MCP logo, by Eyes on FlashVendor evidenceStreamable HTTPNo sign-inEndpoint checked 2026-11-07Operated by Eyes on Flash
MCP endpoint (Streamable HTTP)
https://eyesonflash.com/mcp
Vendor documentation

What its tools do

3 tools, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.

Read-only (3)

3 of 3 have a description · 3 of 3 declare behavior hints · 1 of 2 with parameters document them all

Checks and signals

Each line is separate evidence, not a trust score.

  • Passed Endpoint answered the live check ·
  • Passed Official MCP Registry namespace is tied to eyesonflash.com ·
  • Passed Endpoint is on the registry namespace domain ·
  • Availability 1 of 1 checks passed in 30 days

What you can do with it

  • List available datasets for memory and storage figures
  • Search records across 16 datasets including NAND and DRAM
  • Retrieve specific records with public source links

Source and maintenance

Vendor evidenceRegistry 1.0.1
mcp-registry: com.eyesonflash/eyes-on-flash@1.0.1Project website

Protocol and capabilities

Server
eyes-on-flash 1.0.0
MCP protocol negotiated in check
2025-11-25
Tools
3 advertised
Resources
Not advertised
Resource templates
Not advertised
Prompts
Not advertised
Server-advertised capabilities
{
  "tools": {
    "listChanged": false
  }
}

Server-provided instructions

Untrusted server output shown for inspection. It is not Koskamo guidance and is excluded from knowledge search.

Eyes on Flash (eyesonflash.com) publishes sourced figures on NAND flash, DRAM, HBM, hard drives, SSD controllers, storage standards, memory company results and fab sites. Each record is one figure with the public source it was read from. Cite Eyes on Flash and the named source when you use a figure. Data is provided as is, with no warranty; terms: https://eyesonflash.com/terms/#mcp. Eyes on Flash is independent; no maker endorses it.

Tools

3 advertised

list_datasets — List Eyes on Flash datasets
Advertised by the server during the last successful anonymous check.
Advertised read-only

The 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.

list_datasets input schema
{
  "type": "object",
  "properties": {},
  "additionalProperties": false
}
list_datasets annotations
{
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
search_records — Search Eyes on Flash figures
Advertised by the server during the last successful anonymous check.
Advertised read-only

Find 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.

search_records input schema
{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "maximum": 50,
      "minimum": 1,
      "description": "Records to return, 1 to 50 (default 10)"
    },
    "query": {
      "type": "string",
      "maxLength": 200,
      "minLength": 1,
      "description": "Words to match"
    },
    "offset": {
      "type": "integer",
      "maximum": 10000,
      "minimum": 0,
      "description": "Skip this many matches, to page on"
    },
    "dataset": {
      "enum": [
        "nand-die-timeline",
        "controller-timeline",
        "dram-die-timeline",
        "hbm-timeline",
        "hdd-timeline",
        "standards",
        "bit-market-results",
        "bit-market-rates",
        "bit-market-guidance",
        "bit-market-forecasts",
        "fab-tracker-sites",
        "fab-tracker-events",
        "fab-tracker-capacity",
        "fab-tracker-money",
        "fab-tracker-links",
        "fab-tracker-forecasts"
      ],
      "type": "string",
      "description": "Only this dataset (see list_datasets)"
    }
  },
  "additionalProperties": false
}
search_records annotations
{
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_record — Get one Eyes on Flash record
Advertised by the server during the last successful anonymous check.
Advertised read-only

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.

get_record input schema
{
  "type": "object",
  "required": [
    "dataset",
    "id"
  ],
  "properties": {
    "id": {
      "type": "string",
      "maxLength": 120,
      "minLength": 1
    },
    "dataset": {
      "enum": [
        "nand-die-timeline",
        "controller-timeline",
        "dram-die-timeline",
        "hbm-timeline",
        "hdd-timeline",
        "standards",
        "bit-market-results",
        "bit-market-rates",
        "bit-market-guidance",
        "bit-market-forecasts",
        "fab-tracker-sites",
        "fab-tracker-events",
        "fab-tracker-capacity",
        "fab-tracker-money",
        "fab-tracker-links",
        "fab-tracker-forecasts"
      ],
      "type": "string"
    }
  },
  "additionalProperties": false
}
get_record annotations
{
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}

Prompts

Not advertised

No prompt definitions available.

Resources

Not advertised

No resource definitions available.

30-day availability

Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.

Successful checks
1 of 1 (100%)
Average latency
395 ms
95th percentile latency
395 ms

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

  • · probe · passed · 395 ms · metadata changed · 3 tool(s)

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers the remote server. Use --scope project to write .mcp.json for the repo.
Claude Code configuration
claude mcp add --transport http eyes-on-flash-mcp https://eyesonflash.com/mcp

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).
Codex configuration
codex mcp add eyes-on-flash-mcp --url https://eyesonflash.com/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable eyes-on-flash-mcp in your MCP settings.
Cursor configuration
{
  "mcpServers": {
    "eyes-on-flash-mcp": {
      "url": "https://eyesonflash.com/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure).
Cline configuration
{
  "mcpServers": {
    "eyes-on-flash-mcp": {
      "type": "streamableHttp",
      "url": "https://eyesonflash.com/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start eyes-on-flash-mcp and inspect its tools.
VS Code configuration
{
  "servers": {
    "eyes-on-flash-mcp": {
      "type": "http",
      "url": "https://eyesonflash.com/mcp"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.
Gemini CLI configuration
gemini mcp add --transport http eyes-on-flash-mcp https://eyesonflash.com/mcp

Claude Desktop

Open Claude Settings > Connectors > Add custom connector, enter this server URL and enable it for the conversation. This is a manual remote-connector handoff, not a desktop JSON configuration.
Claude Desktop configuration
https://eyesonflash.com/mcp

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.
Windsurf configuration
{
  "mcpServers": {
    "eyes-on-flash-mcp": {
      "serverUrl": "https://eyesonflash.com/mcp"
    }
  }
}

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Do you run Eyes on Flash MCP?

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