OptimToken
REMOTE · AI-PRICING-HUB-MCP-9604F763.ALPIC.LIVE · SCANNED AUG 17
Compare LLM API pricing, estimate workload costs, and benchmark cloud compute. By OptimNow.
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 →
Endpoint Security74
- The endpoint's TLS certificate is valid, in date, and uses a strong key. View diagnostics → Pass
- No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one. See how to fix → View diagnostics → Partial
- HTTPS is enforced; there's no plaintext access path. View diagnostics → Pass
- 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 Usability79
- 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).Pass
- AI-judged instruction clarity (good).Pass
- Tool/resource definitions use about 956 tokens (~106/item across 9 items; 3 tools + 6 resources), lean.Pass
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management0
- Stability check failed: schema churn in the 3 days we've observed: 0 tool removals, 1 breaking changes, 0 auth/transport breaks, 0 additions. See how to fix → Fail
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
- Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Capabilities100
- Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
- Supports UI / widget rendering.Pass
Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.
remote · ai-pricing-hub-mcp-9604f763.alpic.live
claude mcp add --transport http optimnow-ai-pricing-hub https://ai-pricing-hub-mcp-9604f763.alpic.live/
[mcp_servers.optimnow-ai-pricing-hub] url = "https://ai-pricing-hub-mcp-9604f763.alpic.live/"
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"optimnow-ai-pricing-hub": {
"type": "remote",
"url": "https://ai-pricing-hub-mcp-9604f763.alpic.live/",
"enabled": true
}
}
} openclaw mcp add optimnow-ai-pricing-hub --url https://ai-pricing-hub-mcp-9604f763.alpic.live/ --transport streamable-http
mcp_servers:
optimnow-ai-pricing-hub:
url: "https://ai-pricing-hub-mcp-9604f763.alpic.live/" {
"mcpServers": {
"optimnow-ai-pricing-hub": {
"type": "http",
"url": "https://ai-pricing-hub-mcp-9604f763.alpic.live/"
}
}
} 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.
- 17 Aug 26 0
- Resource “compare-compute-pricing” now points somewhere else: ui://widgets/apps-sdk/compare-compute-pricing.html → ui://widgets/ext-apps/compare-compute-pricing.html security
- Resource “compare-llm-models” now points somewhere else: ui://widgets/apps-sdk/compare-llm-models.html → ui://widgets/ext-apps/compare-llm-models.html security
- Resource “estimate-llm-cost” now points somewhere else: ui://widgets/apps-sdk/estimate-llm-cost.html → ui://widgets/ext-apps/estimate-llm-cost.html security
- 16 Aug 26 −1
- Stability: 0.03 → fail ▼ security
- A breaking change shipped without a version bump: still 0.1.0 ▼ security
- Resource “compare-compute-pricing” now points somewhere else: ui://widgets/apps-sdk/compare-compute-pricing.html → ui://widgets/ext-apps/compare-compute-pricing.html security
- Resource “compare-llm-models” now points somewhere else: ui://widgets/apps-sdk/compare-llm-models.html → ui://widgets/ext-apps/compare-llm-models.html security
- Resource “estimate-llm-cost” now points somewhere else: ui://widgets/apps-sdk/estimate-llm-cost.html → ui://widgets/ext-apps/estimate-llm-cost.html security
- Tool “compare-compute-pricing” rewrote its description, which is the text the model reads security
- Tool “compare-llm-models” rewrote its description, which is the text the model reads security
- Tool “estimate-llm-cost” rewrote its description, which is the text the model reads security
- “estimate-llm-cost” changed the type of “customInputTokens”: number → integer ▼ functional
- “estimate-llm-cost” changed the type of “customOutputTokens”: number → integer ▼ functional
- “estimate-llm-cost” changed the type of “monthlyVolume”: number → integer ▼ functional
- Tool “compare-compute-pricing” now declares an output schema ▲ functional
- Tool “compare-llm-models” now declares an output schema ▲ functional
- Tool “estimate-llm-cost” now declares an output schema ▲ functional
- First check of Tool coverage: 100 functional
- “compare-llm-models” added an optional parameter “openness” cosmetic
- “compare-llm-models” reworded the description of “category” cosmetic
- “compare-llm-models” reworded the description of “useCasePreset” cosmetic
- “estimate-llm-cost” reworded the description of “useCasePreset” cosmetic
- “compare-compute-pricing” dropped the optional parameter “os” cosmetic
- 15 Aug 26 0
- Resource “compare-compute-pricing” now points somewhere else: ui://widgets/apps-sdk/compare-compute-pricing.html → ui://widgets/ext-apps/compare-compute-pricing.html security
- Resource “compare-llm-models” now points somewhere else: ui://widgets/apps-sdk/compare-llm-models.html → ui://widgets/ext-apps/compare-llm-models.html security
- Resource “estimate-llm-cost” now points somewhere else: ui://widgets/apps-sdk/estimate-llm-cost.html → ui://widgets/ext-apps/estimate-llm-cost.html security
- Stability: unverified → 0.03 ▲ functional
- 14 Aug 26 71
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 17 Aug 2026 · Probed https://ai-pricing-hub-mcp-9604f763.alpic.live/
TLS valid
Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .
| Subject | Issuer | Valid from | Valid until | Key | Signature | Serial |
|---|---|---|---|---|---|---|
| CN=*.alpic.live | CN=Amazon RSA 2048 M01,O=Amazon,C=US | 23 Oct 2025 | 21 Nov 2026 | RSA 2048 | SHA256-RSA | 2f102c87e3a6a1adcfbddc95579fdc1 |
| SANs: *.alpic.live | ||||||
| CN=Amazon RSA 2048 M01,O=Amazon,C=US (CA) | CN=Amazon Root CA 1,O=Amazon,C=US | 23 Aug 2022 | 23 Aug 2030 | RSA 2048 | SHA256-RSA | 77312380b9d6688a33b1ed9bf9ccda68e0e0f |
| CN=Amazon Root CA 1,O=Amazon,C=US (CA) | CN=Starfield Services Root Certificate Authority - G2,O=Starfield Technologies\, Inc.,L=Scottsdale,ST=Arizona,C=US | 25 May 2015 | 31 Dec 2037 | RSA 2048 | SHA256-RSA | 67f944a2a27cdf3fac2ae2b01f908eeb9c4c6 |
DNSSEC insecure
Validation of ai-pricing-hub-mcp-9604f763.alpic.live. — Not signed
| Zone | DS | Keys | Algorithms | Outcome |
|---|---|---|---|---|
| . | trust_anchor | 20326, 38696 | 8, 8 | Verified |
| live. | present | 36322 | 8 | Verified |
| alpic.live. | 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 |
Transports 2 probes
| Transport | URL | Outcome | Status | Location |
|---|---|---|---|---|
| streamable-http | https://ai-pricing-hub-mcp-9604f763.alpic.live/ | Verified | 200 | |
| http (plaintext) | http://ai-pricing-hub-mcp-9604f763.alpic.live/ | HTTPS enforced | 301 | https://ai-pricing-hub-mcp-9604f763.alpic.live/ |
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.
compare-compute-pricing ~301
Compare cloud compute instance pricing across AWS, Azure, GCP, DigitalOcean, OCI, OVH, and Alibaba. Filter by provider, vCPUs, memory, category, processor, or use case. All prices are Linux on-demand list prices in USD. IMPORTANT: Report all prices EXACTLY as returned. Do NOT add commentary or recommendations beyond the data.
| Name | Type | Req | Description |
|---|---|---|---|
| category | string | – | Instance category: General Purpose, Compute Optimized, Memory Optimized, Storage Optimized, GPU / Accelerated, Burstable |
| limit | number | – | Max instances to return (default: 20) |
| maxMemory | number | – | Maximum memory in GiB |
| maxVCPUs | number | – | Maximum number of vCPUs |
| minMemory | number | – | Minimum memory in GiB |
| minVCPUs | number | – | Minimum number of vCPUs |
| processor | string | – | Processor filter: Intel, AMD, Graviton, Ampere, NVIDIA A100, NVIDIA H100, etc. |
| provider | string | – | Cloud provider: AWS, Azure, GCP, DigitalOcean, OCI, OVH, Alibaba |
| sortBy | string | – | Sort by: price, vcpus, memory, pricePerVCPU. Default: price |
| useCase | string | – | Use case filter: Web App, Database, HPC, ML & AI, Dev/Test, Big Data |
| Name | Type | Req | Description |
|---|---|---|---|
| catalogSize | number | yes | – |
| error | string | – | – |
| instances | array | yes | – |
| matchingCount | number | yes | – |
No examples provided.
compare-llm-models ~375
Compare AI/LLM models by price, quality (ELO), efficiency, and capabilities. Fetches live data from OpenRouter API. Filter by provider, price tier (category), openness, capability, price range, or minimum ELO score. Optionally enrich with business metrics for a use case. Price tier and openness are independent: a model can be Frontier-priced and open-weight at once. Reports both list-price cost and the optimized cost achievable with prompt caching and the batch API. IMPORTANT: Report all prices, costs, and scores EXACTLY as returned. Do NOT add commentary, opinions, or recommendations beyond what the data shows. Present the results as a table and let the user draw conclusions.
| Name | Type | Req | Description |
|---|---|---|---|
| capability | string | – | Filter by capability: Text, Vision, Code, Reasoning, Agents, Image Gen, Audio |
| category | string | – | Filter by price tier: Frontier, Mid-tier, Budget, Image |
| limit | number | – | Max models to return (default: 15) |
| maxInputPrice | number | – | Max input price per 1M tokens in USD |
| maxOutputPrice | number | – | Max output price per 1M tokens in USD |
| minElo | number | – | Minimum ELO score (quality benchmark from Chatbot Arena) |
| openness | string | – | Filter by self-hostability, derived from the licence: Open source, Open weights, Proprietary, Unknown |
| provider | string | – | Filter by provider name (e.g. 'OpenAI', 'Anthropic', 'Google') |
| useCasePreset | string | – | Use case for cost estimation. Default: supportTicket |
| volumePreset | string | – | Monthly request volume: 10k, 100k, or 1m. Default: 100k |
| Name | Type | Req | Description |
|---|---|---|---|
| catalogSize | number | yes | – |
| dataAsOf | string | – | – |
| eloAsOf | string | yes | – |
| error | string | – | – |
| finopsBadge | object | – | – |
| matchingCount | number | yes | – |
| models | array | yes | – |
| source | string | yes | – |
| useCaseLabel | string | yes | – |
| volumeLabel | string | yes | – |
No examples provided.
estimate-llm-cost ~200
Estimate per-request and monthly costs for AI/LLM models across different use cases and volumes. Provide a model name to get detailed cost breakdowns, or compare costs across all use case presets. Each figure comes twice: list price, and the optimized price achievable with prompt caching and the batch API. IMPORTANT: Report all cost figures EXACTLY as returned. Do NOT add commentary or recommendations beyond the data.
| Name | Type | Req | Description |
|---|---|---|---|
| customInputTokens | integer | – | Custom input tokens per request (overrides preset) |
| customOutputTokens | integer | – | Custom output tokens per request (overrides preset) |
| modelName | string | – | Model name to estimate costs for (e.g. 'GPT-4o', 'Claude Sonnet 4'). If omitted, shows top models. |
| monthlyVolume | integer | – | Custom monthly volume (default: 100,000) |
| useCasePreset | string | – | Use case preset. Default: all presets. |
| Name | Type | Req | Description |
|---|---|---|---|
| dataAsOf | string | – | – |
| eloAsOf | string | yes | – |
| error | string | – | – |
| modelCosts | array | yes | – |
| source | string | yes | – |
| volume | number | yes | – |
No examples provided.