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8 clients · secrets stay placeholders

JSON (mcpServers)Claude CodeCodexOpenCodeCursorVS CodeGemini CLIGoose

{
  "mcpServers": {
    "flopsindex-mcp": {
      "type": "http",
      "url": "https://app.flopsindex.com/mcp"
    }
  }
}

claude mcp add --transport http flopsindex-mcp https://app.flopsindex.com/mcp

[mcp_servers.flopsindex-mcp]
url = "https://app.flopsindex.com/mcp"

{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "flopsindex-mcp": {
      "type": "remote",
      "url": "https://app.flopsindex.com/mcp",
      "enabled": true
    }
  }
}

{
  "mcpServers": {
    "flopsindex-mcp": {
      "type": "http",
      "url": "https://app.flopsindex.com/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=flopsindex-mcp&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vYXBwLmZsb3BzaW5kZXguY29tL21jcCJ9"
}

{
  "servers": {
    "flopsindex-mcp": {
      "type": "http",
      "url": "https://app.flopsindex.com/mcp"
    }
  }
}

{
  "mcpServers": {
    "flopsindex-mcp": {
      "httpUrl": "https://app.flopsindex.com/mcp"
    }
  }
}

extensions:
  "flopsindex-mcp":
    enabled: true
    name: "flopsindex-mcp"
    type: streamable_http
    uri: "https://app.flopsindex.com/mcp"
    timeout: 300

Quality 85 / 100good

protocol75 · weight 25

warn
protocol.modernnewest supported version is 2025-06-18; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
n/a
protocol.statelessonly applies to 2026-07-28 servers
pass
protocol.transportstreamable HTTP
n/a
protocol.list_ttlonly applies to 2026-07-28 servers

authorizationn/a · weight 15

n/a
auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
n/a
auth.secret_in_urlno templated URL

tool hygiene86 · weight 30

pass
tools.descriptionsevery tool has a description
pass
tools.description_lengthdescriptions are concise
pass
tools.schemasevery tool has an object input schema
pass
tools.annotations5 of 5 tools declare readOnlyHint or destructiveHint
fail
tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: search_indices (destructiveHint, idempotentHint, openWorldHint); list_indices (destructiveHint, idempotentHint, openWorldHint); verify (destructiveHint, idempotentHint, openWorldHint); …
pass
tools.token_costabout 800 tokens to load every tool
pass
tools.api_dumptools are not a one-to-one API dump

stabilityn/a · weight 15

n/a
stability.changes, stability.rug_pulltool history recorded for 5 of the 7 days needed

dependencies100 · weight 15

pass
deps.known_vulnsno known advisory in 30 resolved packages
pass
deps.mcp_sdk_versionmcp 1.30.0, no known advisory
pass
deps.resolvable[email protected] resolved: 30 packages

5 tools, about 800 tokens to load them all · tool set ad1f3e6eaf9a · tools last changed 2026-10-14 · checked 2026-10-20 13:49 UTC

Tool changes

2026-10-14get_indexchangedtitle, annotations
2026-10-14search_indiceschangedtitle, annotations
2026-10-14get_pricechangedtitle, description, annotations
before
Fetch the current published value for a FLOPS compute price index. Returns {value, unit, as_of, data_tier, confidence, verify_url, citation_url}. Cheapest way to answer 'what does X trade at right now?' Confidence is a label (HIGH or MED), never a numeric weight. Carries no methodology or source attribution by design — the anonymous surface does not enumerate the tiers or families it withholds.
after · 82% of words in common
Fetch the current published value for a FLOPS compute price index. Returns {value, unit, as_of, data_tier, confidence, verify_url, citation_url}. Cheapest way to answer 'what is the latest public reference price for X?' (refreshed every 6 hours). Confidence is a label (HIGH or MED), never a numeric weight. Carries no methodology or source attribution by design — the anonymous surface does not enumerate the tiers or families it withholds.
2026-10-14verifychangedtitle, input schema, annotations
2026-10-14list_indiceschangedtitle, annotations

Full history: list_changes · trend: quality JSON.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 97 / 100

provenance90

liveness100

freshness100

hygiene100

+repository +namespace-matches-repo +website +reachable +uptime-100% +updated-6d-ago

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Dependencies

[email protected] PyPI29 dependencies, resolved · MCP SDK mcp 1.30.0 · advisories checked 2026-10-19

No known advisory affects this dependency graph.

Dependency graphs from deps.dev; advisories from OSV.dev, including the GitHub Advisory Database and the PyPI Advisory Database; all CC BY 4.0. The graph is what a clean install of this version resolves today; nothing was installed or run. How it is checked.

Endpoints

remote	auth	reachable	uptime 30d	p50	protocol	last ok
`https://app.flopsindex.com/mcp` streamable-http	none	yes	100%	252 ms	2025-06-18	2026-10-20

package	registry	version	runtime	secrets
`flopsindex-mcp`	pypi	0.12.5	uvx	`FLOPS_API_KEY`

Tools (5)

`get_index`read-only	Resolve a FLOPS index to its source-opaque PUBLIC citation payload. Returns exactly {index_id, value, unit, as_of, data_tier, confidence, methodology_url, verify_url, citation_url, permalink} — no source-level detail. Prefer get_index when you intend to CITE the value.
`get_price`read-only	Fetch the current published value for a FLOPS compute price index. Returns {value, unit, as_of, data_tier, confidence, verify_url, citation_url}. Cheapest way to answer 'what is the latest public reference price for X?' (refreshed every 6 hours). Confidence is a label (HIGH or MED), never a numeric weight. Carries no methodology or source attribution by design — the anonymous surface does not enumerate the tiers or families it withholds.
`list_indices`read-only	List all public FLOPS compute-price indices. Returns {count, indices[]} where each row is {index_id, family, value, unit, as_of, confidence, change_24h, delayed}. Use this to discover available indices before calling get_price or verify. No auth required.
`search_indices`read-only	Resolve a free-text query to canonical FLOPS index slugs. Use when you don't know the exact slug — e.g. 'H100 spot' returns the matching SPOT family entries. Best paired with get_price to look up + quote a value in one turn.
`verify`read-only	Check a FLOPS index value against the published index. Pass `value` with a number you are about to cite (or already hold) and the response tells you whether it is right: `verified` true/false, `expected` (what you submitted), `actual_value` (what FLOPS publishes) and `delta_pct`. Omit `value` to simply look up the current published value — then `verified` is null, which means 'not checked', NOT 'correct'. Without an API key you are checked against the public value, which is rounded to 2 decimals and delayed onto a 6-hour grid, so a full-precision real-time number will not match anonymously. No source list or source-count is exposed.

Schemas: list_tools.

Similar MCP servers

Official server.json

{
  "name": "io.github.zeroatflops/flopsindex-mcp",
  "title": "FLOPS Index",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://app.flopsindex.com/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "0.12.5",
  "packages": [
    {
      "version": "0.12.5",
      "transport": {
        "type": "stdio"
      },
      "identifier": "flopsindex-mcp",
      "runtimeHint": "uvx",
      "registryType": "pypi",
      "registryBaseUrl": "https://pypi.org",
      "environmentVariables": [
        {
          "name": "FLOPS_API_KEY",
          "isSecret": true,
          "description": "Optional. Without it the five tools work key-free and return the delayed public value. A customer key is forwarded as the X-FLOPS-Api-Key header. Contact: [email protected]."
        }
      ]
    }
  ],
  "repository": {
    "url": "https://github.com/zeroatflops/flopsindex",
    "source": "github",
    "subfolder": "mcp"
  },
  "websiteUrl": "https://app.flopsindex.com/i/",
  "description": "GPU rental reference prices (spot, on-demand, DePIN), key-free; every value carries a verify URL."
}