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ai-cost-optimizer

R0· no sign-in

Cloudflare Workers MCP server: ai-cost-optimizer

v1.0.0 · active · repository · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality79good
Trust86of 100
Uptime, 30 days91%
Latency p50257 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "ai-cost-optimizer": {
      "type": "http",
      "url": "https://api.lazy-mac.com/ai-cost-optimizer/mcp"
    }
  }
}
claude mcp add --transport http ai-cost-optimizer https://api.lazy-mac.com/ai-cost-optimizer/mcp
[mcp_servers.ai-cost-optimizer]
url = "https://api.lazy-mac.com/ai-cost-optimizer/mcp"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "ai-cost-optimizer": {
      "type": "remote",
      "url": "https://api.lazy-mac.com/ai-cost-optimizer/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "ai-cost-optimizer": {
      "type": "http",
      "url": "https://api.lazy-mac.com/ai-cost-optimizer/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=ai-cost-optimizer&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vYXBpLmxhenktbWFjLmNvbS9haS1jb3N0LW9wdGltaXplci9tY3AifQ%3D%3D"
}
{
  "servers": {
    "ai-cost-optimizer": {
      "type": "http",
      "url": "https://api.lazy-mac.com/ai-cost-optimizer/mcp"
    }
  }
}
{
  "mcpServers": {
    "ai-cost-optimizer": {
      "httpUrl": "https://api.lazy-mac.com/ai-cost-optimizer/mcp"
    }
  }
}
extensions:
  "ai-cost-optimizer":
    enabled: true
    name: "ai-cost-optimizer"
    type: streamable_http
    uri: "https://api.lazy-mac.com/ai-cost-optimizer/mcp"
    timeout: 300

Quality 79 / 100good

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2024-11-05; 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 hygiene71 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • fail
    tools.annotationsno tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: cost_forecast (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); cost_tracker (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); token_calculator (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
  • pass
    tools.token_costabout 592 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability100 · weight 15
  • pass
    stability.changesno tool changes in 30 days
  • pass
    stability.rug_pullno tool changed its meaning under the same name
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

5 tools, about 592 tokens to load them all · tool set fff08c66f6d4 · checked 2026-10-19 10:52 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

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 86 / 100

provenance80
liveness96
freshness65
hygiene100

+repository +namespace-matches-repo +reachable +uptime-91% ~updated-156d-ago

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

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://api.lazy-mac.com/ai-cost-optimizer/mcp streamable-httpnoneyes91%257 ms2024-11-052026-10-19

Tools (5)

budget_alertSet and check budget limits for teams. Raises a flag when a configurable spending threshold is reached.
cost_forecastForecast future AI spend based on historical usage patterns using daily-average linear projection.
cost_trackerRecord and retrieve AI API call costs by team. Persists to Cloudflare KV — survives cold starts and scale-out.
model_breakdownAnalyze costs broken down by model for a given team over a configurable time window.
token_calculatorCalculate cost from token counts for any supported AI model. Stateless — no KV required.

Schemas: list_tools.

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Official server.json
{
  "name": "io.github.lazymac2x/ai-cost-optimizer",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-09-29/server.schema.json",
  "remotes": [
    {
      "url": "https://api.lazy-mac.com/ai-cost-optimizer/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.0.0",
  "repository": {
    "url": "https://github.com/lazymac2x/ai-cost-optimizer-api",
    "source": "github"
  },
  "description": "Cloudflare Workers MCP server: ai-cost-optimizer"
}