Is the Workers Panda198271 Tw Ai Tools Ai Tools MCP server down?

mcp-registry/dev.workers.panda198271.tw-ai-tools/ai-tools · v1.0.0

healthy
Last checked 2026-10-23 13:53 UTC · handshake 64ms

As of 2026-10-23 13:53 UTC, the Workers Panda198271 Tw Ai Tools Ai Tools MCP server is up with a Glimind reliability score of 100/100 (grade A). Over the last 30 days it answered 100% of Glimind's liveness checks.

uptime (30d checks)
100%
checks observed
4,041
outages (90d)
0
tools
5

主流 AI 工具與 API 價格（美元與新台幣），可估算 API 使用成本。

Install Workers Panda198271 Tw Ai Tools Ai Tools MCP server

Add to Cursor Add to VS Code

Claude Code

claude mcp add --transport http workers-panda198271-tw-ai-tools-ai-tools https://tw-ai-tools.panda198271.workers.dev/mcp

Claude Desktop · Windsurf · Cline (mcpServers JSON)

{
  "mcpServers": {
    "workers-panda198271-tw-ai-tools-ai-tools": {
      "type": "http",
      "url": "https://tw-ai-tools.panda198271.workers.dev/mcp"
    }
  }
}

Third-party server, listed as discovered. Review its source before installing.

Agent-readiness: C (75/100)

C (75/100): 0 error(s), 2 warning(s) across 5 tool(s); ~388 tokens of tool definitions.
Scores higher than 11% of 15,602 MCP servers Glimind has audited.
Its tool list costs an agent ~388 tokens per session — lighter than 95% of servers.
73 → 75 since 2026-10-17
no tool-poisoning patterns
Schemas100
Descriptions48
Safety hints30
Token cost100
Client compatibility70
Protocol100
Reliability100
Stability100

What to fix (3)

5 of 5 tool(s) carry no readOnlyHint/destructiveHint annotations.

Annotate read-only tools with {"readOnlyHint": true}. Agents and gateways can then run them without a confirmation prompt, and route around destructive ones. How to fix →

Tools: compare_agent_platforms, compare_ai_subscriptions, estimate_ai_api_cost_twd, get_ai_api_pricing, get_taiwan_ai_guidance

10 parameter(s) across 3 tool(s) have no description.

Add a "description" to each parameter with its format and an example ("ISO 8601 date, e.g. 2026-10-17"). This is the commonest cause of wrong arguments on the first call. How to fix →

Tools: estimate_ai_api_cost_twd, get_ai_api_pricing, get_taiwan_ai_guidance

No tool declares an outputSchema.

Declare outputSchema and return structuredContent (MCP 2025-06-18+). Agents can then parse results without guessing, and chain tools reliably. How to fix →

Auto-fix: 5 corrected tool definitions

Paste-ready definitions with the problems above fixed. Changes marked verify need a human look. 3 tool(s) still need parameter descriptions written by someone who knows the API. All of them as JSON: /v1/readiness/mcp-registry%2Fdev.workers.panda198271.tw-ai-tools%2Fai-tools/fixes

compare_agent_platforms 1 change 
{
  "name": "compare_agent_platforms",
  "description": "比較 AI 代理工作流平台（n8n、Make、Zapier、Dify、Coze、Copilot Studio、Agent SDK）：自架、價格、MCP 支援、繁中介面；也回傳台灣可用的自主 AI 助理。",
  "inputSchema": {
    "type": "object",
    "properties": {}
  },
  "annotations": {
    "readOnlyHint": true
  }
}
compare_ai_subscriptions 1 change 
{
  "name": "compare_ai_subscriptions",
  "description": "比較 ChatGPT、Claude、Google AI（Gemini／NotebookLM）、Perplexity、Microsoft 365 Copilot 等 AI 訂閱方案在台灣的新台幣價格與功能，附官方出處。",
  "inputSchema": {
    "type": "object",
    "properties": {
      "product": {
        "type": "string",
        "description": "產品名稱關鍵字，不填回傳全部"
      }
    }
  },
  "annotations": {
    "readOnlyHint": true
  }
}
estimate_ai_api_cost_twd 1 change 
{
  "name": "estimate_ai_api_cost_twd",
  "description": "估算使用某個 AI 模型 API 的花費（美元與新台幣）。文字模型給 input_tokens／output_tokens，繪圖給 images，影片給 seconds，語音給 characters。",
  "inputSchema": {
    "type": "object",
    "required": [
      "model"
    ],
    "properties": {
      "model": {
        "type": "string"
      },
      "images": {
        "type": "number"
      },
      "seconds": {
        "type": "number"
      },
      "characters": {
        "type": "number"
      },
      "input_tokens": {
        "type": "number"
      },
      "cached_tokens": {
        "type": "number"
      },
      "output_tokens": {
        "type": "number"
      }
    }
  },
  "annotations": {
    "readOnlyHint": true
  }
}

Get alerted

Get an email or webhook when this server's readiness drops by 10+ points, tool-poisoning text appears, or a tool breaks:

curl -X POST https://glimind.com/v1/subscriptions -H 'content-type: application/json' -d '{"tools":["mcp-registry/dev.workers.panda198271.tw-ai-tools/ai-tools"],"email":"[email protected]"}'

Agents: watch_tool({"toolId": "mcp-registry/dev.workers.panda198271.tw-ai-tools/ai-tools"}) over MCP.

Passed

Largest tool definitions

Static checks of the advertised tools/list (schema, descriptions, annotations, tool-poisoning patterns, names, size) plus observed protocol, uptime, latency and contract changes. Read-only: no tool is ever called. Weights: schema 15, docs 20, safety 15, efficiency 15, compatibility 15, protocol 5, reliability 10, stability 5. Token counts are estimates (~3.6 characters per token).

Operator? Fix these, then re-check live. Embed the readiness badge:

Markdown 
[![MCP agent-readiness](https://glimind.com/v1/readiness/badge/mcp-registry%2Fdev.workers.panda198271.tw-ai-tools%2Fai-tools.svg)](https://glimind.com/server/mcp-registry%2Fdev.workers.panda198271.tw-ai-tools%2Fai-tools?ref=badge)
HTML 
<a href="https://glimind.com/server/mcp-registry%2Fdev.workers.panda198271.tw-ai-tools%2Fai-tools?ref=badge"><img src="https://glimind.com/v1/readiness/badge/mcp-registry%2Fdev.workers.panda198271.tw-ai-tools%2Fai-tools.svg" alt="MCP agent-readiness"></a>
reStructuredText 
.. image:: https://glimind.com/v1/readiness/badge/mcp-registry%2Fdev.workers.panda198271.tw-ai-tools%2Fai-tools.svg
   :target: https://glimind.com/server/mcp-registry%2Fdev.workers.panda198271.tw-ai-tools%2Fai-tools?ref=badge
   :alt: MCP agent-readiness

Tool-definition log

Glimind records every version of this server's tool definitions in a signed, append-only transparency log. Current manifest sha256:aa5cdc42d5e6413c…, first seen 2026-10-17, included at leaf 804 of 52,445. Version history · verify what your client received.

Tools (5)

Compare: most reliable knowledge servers · most reliable ml servers · most reliable data servers

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Add to Cursor Add to VS Code

Claude Code

claude mcp add --transport http glimind https://glimind.com/mcp

Claude Desktop · Windsurf · Cline (mcpServers JSON)

{
  "mcpServers": {
    "glimind": {
      "type": "http",
      "url": "https://glimind.com/mcp"
    }
  }
}

FAQ

Is the Workers Panda198271 Tw Ai Tools Ai Tools MCP server down right now?

As of 2026-10-23 13:53 UTC, the Workers Panda198271 Tw Ai Tools Ai Tools MCP server is up with a Glimind reliability score of 100/100 (grade A). Over the last 30 days it answered 100% of Glimind's liveness checks.

How many tools does Workers Panda198271 Tw Ai Tools Ai Tools MCP server provide?

Workers Panda198271 Tw Ai Tools Ai Tools MCP server advertises 5 tools, including compare_agent_platforms, compare_ai_subscriptions, estimate_ai_api_cost_twd, get_ai_api_pricing, get_taiwan_ai_guidance.

How do I install Workers Panda198271 Tw Ai Tools Ai Tools MCP server?

Point your MCP client at this streamable-http endpoint: https://tw-ai-tools.panda198271.workers.dev/mcp

Is the Workers Panda198271 Tw Ai Tools Ai Tools MCP server safe to connect to an AI agent?

Glimind scanned all 5 tool definitions for tool-poisoning patterns — hidden or invisible characters, instructions that override the model, concealment from the user, requests to read credential or MCP config files, conversation exfiltration and cross-tool shadowing — and found none. This checks what the server tells the model, not what its code does; review the source before granting access to sensitive data.

Operator of Workers Panda198271 Tw Ai Tools Ai Tools MCP server?

Status page: 90-day uptime, every outage and how long it lasted.

Claim this listing to get the Verified operator marker, a remediation checklist and owner analytics, or embed the live badge from any of the tool pages above. Maintainers: alerts, deploy attestation and monthly reports.

Status is an automated estimate from Glimind's liveness checks (handshake and tool listing only; no tool is ever called) and may lag or differ from your network. Glimind is not affiliated with this server or its operator. Operator? Request a correction or opt out at https://glimind.com/opt-out.

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