LLM Abacus is an MCP server with 2 tools an agent can call, among them estimate_cost, query_model_price. It answers at https://llmabacus.com/api/mcp over streamable HTTP, and it listed its tools to an anonymous client, so no sign-in was needed for that. Our probes reached it 10 of 10 times since 5 September 2026; the last check, on 18 October 2026, succeeded.
Compare up-to-date pricing for 40+ LLMs (incl. Chinese) & estimate cost from tokens. EN/zh.
Description as the publisher wrote it.
| Tool | What it does |
|---|---|
estimate_cost | 估算一段文本或指定 token 数在某个大模型上的**输入侧**调用成本,以人民币 ¥ 计价。text_or_tokens 支持两种模式:传自然语言文本时自动估算 token 数(中文按字符、英文按词分别计),传纯数字字符串时直接作为已知 token 数使用。返回:所用估算方法、token 数、按原价计的输入成本;若该模型提供缓存输入价,另给出缓存命中成本、相对原价的节省百分比与倍数差价;末尾附该模型的输入 / 输出 / 缓存输入单价(每百万 tokens)。⚠️ 本工具只计 Inputs: model, text_or_tokens, time_band |
query_model_price | 查询指定大模型(如 GPT-5, Claude, DeepSeek)的最新 API 输入、输出和缓存输入单价(单位:每百万 tokens)。 Inputs: model |
Every block below points at https://llmabacus.com/api/mcp. Pick your client and copy.
claude mcp add --transport http llm-abacus https://llmabacus.com/api/mcp
{
"mcpServers": {
"llm-abacus": {
"command": "npx",
"args": ["-y", "mcp-remote", "https://llmabacus.com/api/mcp"]
}
}
}{
"mcpServers": {
"llm-abacus": {
"url": "https://llmabacus.com/api/mcp"
}
}
}{
"servers": {
"llm-abacus": {
"type": "http",
"url": "https://llmabacus.com/api/mcp"
}
}
}{
"context_servers": {
"llm-abacus": {
"url": "https://llmabacus.com/api/mcp"
}
}
}{
"mcpServers": {
"llm-abacus": {
"serverUrl": "https://llmabacus.com/api/mcp"
}
}
}{
"mcpServers": {
"llm-abacus": {
"url": "https://llmabacus.com/api/mcp"
}
}
}name: LLM Abacus
version: 0.0.1
schema: v1
mcpServers:
- name: LLM Abacus
type: streamable-http
url: https://llmabacus.com/api/mcp{
"mcpServers": {
"llm-abacus": {
"httpUrl": "https://llmabacus.com/api/mcp"
}
}
}{
"mcpServers": {
"llm-abacus": {
"type": "http",
"url": "https://llmabacus.com/api/mcp"
}
}
}{
"mcpServers": {
"llm-abacus": {
"url": "https://llmabacus.com/api/mcp"
}
}
}goose://extension?url=https%3A%2F%2Fllmabacus.com%2Fapi%2Fmcp&type=streamable_http&id=llm-abacus&name=LLM%20Abacus
It answered our last check on 18 October 2026 in 718 ms. Over 10 checks since 5 September 2026 it answered 10. Status here comes from Neuronto's own probes, not from the publisher.
Yes. It is published by llmabacus.com and served from llmabacus.com, the vendor's own domain: https://llmabacus.com/api/mcp.
2, as returned by the server's own tools/list on 31 August 2026: estimate_cost, query_model_price.
It answered our last check on 18 October 2026 in 718 ms. Over 10 checks since 5 September 2026 it answered 10.
Put the server under mcpServers in ~/.cursor/mcp.json with the URL https://llmabacus.com/api/mcp. The exact JSON is above, with the same setup for Claude Code, Claude Desktop, VS Code, Windsurf, Zed, Gemini CLI and the rest.
It listed its tools to an anonymous client, so reading the tool list needs no key. Individual tools can still ask for credentials in their own inputs.
Publisher: com.llmabacus. Endpoint host: llmabacus.com. ARD identifier: urn:air:com.llmabacus:mcp:pricing.
First indexed 31 August 2026. The tools are exactly what the server returned; nothing on this page
is inferred from its name. Ranking in Neuronto search is never for sale.