io.github.lazymac2x/ai-cost-optimizer
REMOTE · API.LAZY-MAC.COM · SCANNED SEP 20
Cloudflare Workers MCP server: ai-cost-optimizer
Available components
How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →
Endpoint Security46
- The endpoint's TLS certificate is valid, in date, and uses a strong key. View diagnostics → Pass
- Authorisation not fully verified: no authorisation is required to call this server, and 5 tool(s) never declared a destructiveHint. The MCP spec treats an absent hint as destructive by default, so we cannot call this surface safe. See how to fix → View diagnostics → Unverified
- HTTPS check failed: the endpoint is reachable over plaintext HTTP. See how to fix → View diagnostics → Fail
- HSTS check failed: the Strict-Transport-Security header is absent. See how to fix → View diagnostics → Fail
- DNSSEC check failed: this domain isn't protected by DNSSEC. See how to fix → View diagnostics → Fail
Transport & Reachability100
- Verified streamable-http transport via a live MCP handshake. View diagnostics → Pass
Schema Quality & AI Usability77
- AI-judged instruction clarity (good).Pass
- Tool/resource definitions use about 430 tokens (~86/item across 5 items; 5 tools + 0 resources), lean.Pass
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management100
- No destabilizing schema changes in the last 30 days.Pass
Tool Coverage100
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 100% of tool parameters carry a description.Pass
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- We read all 5 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
- An AI judge read all 5 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities20
- Spec-recency check failed: implements MCP spec 2024-11-05; the latest is 2026-07-28. See how to fix → Fail
How do I install the io.github.lazymac2x/ai-cost-optimizer MCP server?
io.github.lazymac2x/ai-cost-optimizer is a hosted endpoint at https://api.lazy-mac.com/ai-cost-optimizer/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
remote · api.lazy-mac.com
claude mcp add --transport http lazymac2x-ai-cost-optimizer 'https://api.lazy-mac.com/ai-cost-optimizer/mcp'
{
"mcpServers": {
"lazymac2x-ai-cost-optimizer": {
"url": "https://api.lazy-mac.com/ai-cost-optimizer/mcp"
}
}
} {
"servers": {
"lazymac2x-ai-cost-optimizer": {
"type": "http",
"url": "https://api.lazy-mac.com/ai-cost-optimizer/mcp"
}
}
} [mcp_servers.lazymac2x-ai-cost-optimizer] url = "https://api.lazy-mac.com/ai-cost-optimizer/mcp"
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"lazymac2x-ai-cost-optimizer": {
"type": "remote",
"url": "https://api.lazy-mac.com/ai-cost-optimizer/mcp",
"enabled": true
}
}
} openclaw mcp add lazymac2x-ai-cost-optimizer --url 'https://api.lazy-mac.com/ai-cost-optimizer/mcp' --transport streamable-http
mcp_servers:
lazymac2x-ai-cost-optimizer:
url: "https://api.lazy-mac.com/ai-cost-optimizer/mcp" {
"McpServers": {
"lazymac2x-ai-cost-optimizer": {
"Transport": "http",
"Url": "https://api.lazy-mac.com/ai-cost-optimizer/mcp"
}
}
} assistant mcp add lazymac2x-ai-cost-optimizer -t streamable-http -u 'https://api.lazy-mac.com/ai-cost-optimizer/mcp'
{
"mcpServers": {
"lazymac2x-ai-cost-optimizer": {
"type": "http",
"url": "https://api.lazy-mac.com/ai-cost-optimizer/mcp"
}
}
} The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 26 Aug 26 +1
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 25 Aug 26 +1
- Stability: 0.97 → pass security
- 23 Aug 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 90 to 93. That category is still filling its 30-day observation window: 27 days of observed history at the previous scan, 28 at this one. The score rises as the window fills, whether or not the server changes.
- 11 Aug 26 0
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 31 Jul 26 0
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 27 Jul 26 0
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 26 Jul 26 0
First indexed and scored.
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 20 Sept 2026 · Probed https://api.lazy-mac.com/ai-cost-optimizer/mcp
TLS valid
Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .
| Subject | Issuer | Valid from | Valid until | Key | Signature | Serial |
|---|---|---|---|---|---|---|
| CN=lazy-mac.com | CN=YE1,O=Let's Encrypt,C=US | 24 Jul 2026 | 22 Oct 2026 | ECDSA 256 | ECDSA-SHA384 | 69b94bba2a2fd86d97ae3f026ebebce990d |
| SANs: *.lazy-mac.com, lazy-mac.com | ||||||
| CN=YE1,O=Let's Encrypt,C=US (CA) | CN=Root YE,O=ISRG,C=US | 3 Sept 2025 | 2 Sept 2028 | ECDSA 384 | ECDSA-SHA384 | 5ddd70dd31f801c85c186a7a04b80afe |
| CN=Root YE,O=ISRG,C=US (CA) | CN=ISRG Root X2,O=Internet Security Research Group,C=US | 13 May 2026 | 2 Sept 2032 | ECDSA 384 | ECDSA-SHA384 | 872165fc34b6e5fba8add5b3705fb53a |
| CN=ISRG Root X2,O=Internet Security Research Group,C=US (CA) | CN=ISRG Root X1,O=Internet Security Research Group,C=US | 13 May 2026 | 2 Sept 2032 | ECDSA 384 | SHA256-RSA | 6c8f1dc727c7117f7baf853ac980f9cd |
Background: What to check on a remote MCP endpoint →
DNSSEC insecure
Validation of api.lazy-mac.com. — Not signed
| Zone | DS | Keys | Algorithms | Outcome |
|---|---|---|---|---|
| . | trust_anchor | 20326, 38696 | 8, 8 | Verified |
| com. | present | 19718 | 13 | Verified |
| lazy-mac.com. | absent | Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation |
Authentication No authorisation required
The endpoint answered without asking for a token. Anyone who knows the URL can reach it.
| Result | No authorisation required |
|---|---|
| HTTP status | 200 |
Background: How OAuth 2.1 works in the 2026 MCP spec →
Transports 2 probes
| Transport | URL | Outcome | Status | Location |
|---|---|---|---|---|
| streamable-http | https://api.lazy-mac.com/ai-cost-optimizer/mcp | Verified | 200 | |
| http (plaintext) | http://api.lazy-mac.com/ai-cost-optimizer/mcp | Served over HTTP | 200 |
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
budget_alert ~88
Set and check budget limits for teams. Raises a flag when a configurable spending threshold is reached.
| Name | Type | Req | Description |
|---|---|---|---|
| action | string | yes | "set" to configure a budget, "check" to get current status |
| budgetLimit | number | – | USD budget cap |
| team | string | – | Team identifier |
| threshold | number | – | Alert threshold percentage 0–100 (default: 80) |
No output schema declared.
No examples provided.
cost_forecast ~71
Forecast future AI spend based on historical usage patterns using daily-average linear projection.
| Name | Type | Req | Description |
|---|---|---|---|
| forecastDays | number | – | Days to project ahead (default: 7) |
| historicalDays | number | – | Days of history to base the forecast on (default: 30) |
| team | string | – | Team identifier |
No output schema declared.
No examples provided.
cost_tracker ~161
Record and retrieve AI API call costs by team. Persists to Cloudflare KV — survives cold starts and scale-out.
| Name | Type | Req | Description |
|---|---|---|---|
| action | string | yes | "record" to log a call, "get" to retrieve recent records |
| inputTokens | number | – | Number of input/prompt tokens consumed |
| metadata | object | – | Optional key-value metadata (request ID, user, feature flag, etc.) |
| model | string | – | Model ID (e.g., claude-3-5-sonnet-20241022, gpt-4o, gemini-2.0-flash) |
| outputTokens | number | – | Number of output/completion tokens generated |
| team | string | – | Team or project identifier (default: "default") |
No output schema declared.
No examples provided.
model_breakdown ~51
Analyze costs broken down by model for a given team over a configurable time window.
| Name | Type | Req | Description |
|---|---|---|---|
| days | number | – | Lookback window in days (default: 30) |
| team | string | – | Team identifier |
No output schema declared.
No examples provided.
token_calculator ~59
Calculate cost from token counts for any supported AI model. Stateless — no KV required.
| Name | Type | Req | Description |
|---|---|---|---|
| inputTokens | number | yes | Input token count |
| model | string | yes | Model ID to price |
| outputTokens | number | yes | Output token count |
No output schema declared.
No examples provided.
What is the io.github.lazymac2x/ai-cost-optimizer MCP server?
io.github.lazymac2x/ai-cost-optimizer is an MCP server listed in the public MCP registry as io.github.lazymac2x/ai-cost-optimizer. Cloudflare Workers MCP server: ai-cost-optimizer. This page covers its hosted endpoint (https://api.lazy-mac.com/ai-cost-optimizer/mcp).
Is the io.github.lazymac2x/ai-cost-optimizer MCP server safe to use?
io.github.lazymac2x/ai-cost-optimizer scores 71 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.
What tools does the io.github.lazymac2x/ai-cost-optimizer MCP server expose?
io.github.lazymac2x/ai-cost-optimizer exposes 5 tools: cost_tracker, token_calculator, budget_alert, model_breakdown, cost_forecast. Their descriptions and schemas cost roughly 430 tokens of context every time the server is loaded.
Does the io.github.lazymac2x/ai-cost-optimizer MCP server require authentication?
No. We connected to io.github.lazymac2x/ai-cost-optimizer without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.
Is the io.github.lazymac2x/ai-cost-optimizer MCP server still maintained?
io.github.lazymac2x/ai-cost-optimizer is still listed as active in the MCP registry. We last reached this channel on 20 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.