Etuki FinOps & LLM Pricing Oracle MCP Server

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Etuki FinOps & LLM Pricing Oracle is listed as active in the registry but did not answer our last check. It exposes 9 tools. Last commit 7 Nov 2026.

Cryptographic 563-leaf LLM rate oracle, context-cliff auditor, and prompt cache optimizer.

Uptime history 7 days of history · worst day 56%

7 days agonow

62.6%

Uptime 24h

57 of 91 checks

Tools

read from the server

272 ms

Response time

average over 24h

Stars

last commit 7 Nov 2026

What changed 42

Every tool that appeared, vanished or quietly changed what it asks for. Recorded since 2 November 2026. No other catalogue keeps this.

8 Nov 7 tools appeared auto_route_task_by_quality_tier, compress_and_fold_context, detect_model_downgrade_and_substitution and 4 more

8 Nov 2 tool descriptions were rewritten check_context_cliff, list_supported_models

8 Nov 2 tools disappeared etuki_get_audit_evidence, etuki_search_models

8 Nov 2 tools changed the parameters they ask for check_context_cliff, list_supported_models

8 Nov a tool changed version2 times that day

7 Nov 4 tools changed the parameters they ask for check_context_cliff, etuki_get_audit_evidence, etuki_search_models and 1 more

7 Nov 4 tool descriptions were rewritten check_context_cliff, etuki_get_audit_evidence, etuki_search_models and 1 more

7 Nov a tool changed version4 times that day

7 Nov 3 tools disappeared chunk_below_context_cliff, compress_and_fold_context, pin_single_model_prefix_cache

6 Nov 4 tool descriptions were rewritten check_context_cliff, etuki_get_audit_evidence, etuki_search_models and 1 more

and 12 more, back to 2 November 2026

Etuki FinOps & LLM Pricing Oracle does not always answer

Over the last week it answered 93.4% of our checks. We check every 15 minutes, so you hear about the next outage within the hour — not from your users.

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 11 min ago.

Claude Code Claude Desktop Codex Cursor VS Code

run in your terminal

claude mcp add etuki-finops-mcp --transport http https://www.etuki.com/api/v1/mcp

Settings → Connectors → Add custom connector, then paste this address

https://www.etuki.com/api/v1/mcp

~/.codex/config.toml

[mcp_servers.etuki-finops-mcp]
url = "https://www.etuki.com/api/v1/mcp"

.cursor/mcp.json

{
  "mcpServers": {
    "etuki-finops-mcp": {
      "url": "https://www.etuki.com/api/v1/mcp"
    }
  }
}

.vscode/mcp.json

{
  "servers": {
    "etuki-finops-mcp": {
      "type": "http",
      "url": "https://www.etuki.com/api/v1/mcp"
    }
  }
}

Available tools 9

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

auto

auto_route_task_by_quality_tier

Checks for existing custom router configs (mutex lock) and routes tasks across High-IQ 2026 Flagships + AWS/Gemini free credit pools without quality loss.

compress

compress_and_fold_context

Losslessly folds repetitive terminal/build logs while preserving 100% of error lines, stack traces, and file paths.

context

check_context_cliff

Checks whether prompt token volume crosses 128K/200K/272K 2x context cliff thresholds.

detect

detect_model_downgrade_and_substitution

Detects when a third-party relay downgrades or stealth-substitutes expensive flagship models (such as gpt-6-astra at $10/$50 or gpt-5.6-sol) and recommends verified full-blood 2026 flagships (gpt-6.1-sol, gpt-6.1-terra, claude-sonnet-5-5, gemini-4-argon).

discover

discover_and_probe_account_models

Probes available models and free credit pools (Google Gemini Tier 1, AWS Bedrock Activate, AgentRouter) in the user environment.

optimize

optimize_prompt_cache_layout

Reorders dynamic mid-prompt tokens after static prefix blocks to eliminate 1.25x cold cache rebuilds.

pin_single_model_prefix_cache

Strips volatile timestamps from system prompts and locks 4 ephemeral cache breakpoints on the active model to achieve 80%-95% warm cache discounts.

reconcile

reconcile_usage_receipt

Audits an API usage receipt against official 1x rate cards to detect relay markups and cold cache taxes.

supported

list_supported_models

Lists verified models from the 563-entity UMCE Merkle registry.

Tools removed

Tools this server used to expose. Anything built against them stopped working on the day they went.

chunk_below_context_cliff

removed 7 Nov 2026

etuki_get_audit_evidence

removed 8 Nov 2026

etuki_search_models

removed 8 Nov 2026

Endpoints

URL	Transport	State	Latency	Checked
https://www.etuki.com/api/v1/mcp	streamable-http	answering	339 ms	11 min ago

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Etuki FinOps & LLM Pricing Oracle — questions

Answers built from our own checks of this server.

What can Etuki FinOps & LLM Pricing Oracle do?

It exposes 9 tools, read directly from the server on our last check. Among them: auto_route_task_by_quality_tier, check_context_cliff, compress_and_fold_context, detect_model_downgrade_and_substitution, discover_and_probe_account_models, list_supported_models and 3 more. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →

Is Etuki FinOps & LLM Pricing Oracle working right now?

We send a real MCP handshake every 15 minutes. Over the last 24 hours 57 of 91 checks got a reply (62.6%), average response time 272 ms. The bar chart above shows every period we have measured.

Did Etuki FinOps & LLM Pricing Oracle ever remove tools?

Yes. chunk_below_context_cliff, etuki_get_audit_evidence, etuki_search_models are no longer exposed — we recorded the date each one disappeared. A tool vanishing usually means a breaking change for anything that depended on it.

The registry lists Etuki FinOps & LLM Pricing Oracle as active — why does it not respond?

The official MCP registry stores what the author submitted; it does not verify that the server still runs. We check the endpoint ourselves, and this one does not answer. Catalogues that copy the registry without checking will show it as working.

How do I connect Etuki FinOps & LLM Pricing Oracle?

Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.

Does Etuki FinOps & LLM Pricing Oracle need an API key?

No. Etuki FinOps & LLM Pricing Oracle completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 9 of them are readable on this page. This is what we observed, not what the docs claim.

How fast is Etuki FinOps & LLM Pricing Oracle?

It answers our handshake in 272 ms on average, which is faster than 50% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.

Is Etuki FinOps & LLM Pricing Oracle open source?

We cannot say either way: written in TypeScript and 1 stars on GitHub, but we could not determine the licence, and without one the code is not open source by default.