mcp-registry/dev.workers.panda198271.agent-hub-tw/agent-hub · v1.0.0
As of 2026-10-23 12:18 UTC, the Workers Panda198271 Agent Hub Tw Agent Hub 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.
台灣繁中：一個 MCP 端點串接 19 個台灣資料站工具，並可搜尋 MCP 伺服器與 x402 付費 API。
Claude Code
claude mcp add --transport http workers-panda198271-agent-hub-tw-agent-h https://agent-hub-tw.panda198271.workers.dev/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"workers-panda198271-agent-hub-tw-agent-h": {
"type": "http",
"url": "https://agent-hub-tw.panda198271.workers.dev/mcp"
}
}
}
Third-party server, listed as discovered. Review its source before installing.
174 of 174 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 →
174 tools on one server. Tool-selection accuracy drops as the menu grows, and some clients (e.g. Cursor) cap the number of active tools.
Group tools by task into smaller servers or toolsets, and merge near-duplicates behind one tool with a mode parameter. How to fix →
198 parameter(s) across 95 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 →
4 tool(s) look like they change state (create/send/delete/pay…) but declare no destructiveHint.
Set annotations {"readOnlyHint": false, "destructiveHint": true|false, "idempotentHint": …}. Clients use these to ask the user before a side effect and to auto-approve safe reads. How to fix →
1 tool(s) have descriptions under 20 characters.
Say when to use the tool and what it returns, not just its name restated ("Get weather" → "Current weather for a city: temperature, conditions, wind. Use for 'now', not forecasts."). How to fix →
In the last 30 days: 8 tool(s) removed and 3 schema change(s).
Add new tools or optional parameters instead of renaming or removing; deprecate first (say so in the description) and remove later. Agents cache tool contracts. How to fix →
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 →
Paste-ready definitions with the problems above fixed. Changes marked verify need a human look. 95 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.agent-hub-tw%2Fagent-hub/fixes
{
"name": "aitools__compare_agent_platforms",
"description": "［台灣 AI 工具價格］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
}
}{
"name": "aitools__compare_ai_subscriptions",
"description": "［台灣 AI 工具價格］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
}
}{
"name": "aitools__estimate_ai_api_cost_twd",
"description": "［台灣 AI 工具價格］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 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.agent-hub-tw/agent-hub"],"email":"[email protected]"}'Agents: watch_tool({"toolId": "mcp-registry/dev.workers.panda198271.agent-hub-tw/agent-hub"}) over MCP.
toys__search_toys ~208 tokensvoices__get_topic_opinions ~180 tokenscreator__calc_group_buy_profit ~158 tokensgames__official_game_trailers ~153 tokensmodels__list_ai_models ~142 tokensStatic 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:
[](https://glimind.com/server/mcp-registry%2Fdev.workers.panda198271.agent-hub-tw%2Fagent-hub?ref=badge)
<a href="https://glimind.com/server/mcp-registry%2Fdev.workers.panda198271.agent-hub-tw%2Fagent-hub?ref=badge"><img src="https://glimind.com/v1/readiness/badge/mcp-registry%2Fdev.workers.panda198271.agent-hub-tw%2Fagent-hub.svg" alt="MCP agent-readiness"></a>
.. image:: https://glimind.com/v1/readiness/badge/mcp-registry%2Fdev.workers.panda198271.agent-hub-tw%2Fagent-hub.svg :target: https://glimind.com/server/mcp-registry%2Fdev.workers.panda198271.agent-hub-tw%2Fagent-hub?ref=badge :alt: MCP agent-readiness
Glimind records every version of this server's tool definitions in a signed, append-only transparency log. Current manifest sha256:acdc051e1b7048a0…, first seen 2026-10-17, included at leaf 9275 of 52,011. Version history · verify what your client received.
Compare: most reliable knowledge servers · most reliable productivity servers · most reliable finance servers · most reliable other servers · most reliable data servers
Glimind tells agents whether a server is up right now and how to call it, then fails over to a live alternative when it isn't.
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"
}
}
}
As of 2026-10-23 12:18 UTC, the Workers Panda198271 Agent Hub Tw Agent Hub 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.
Workers Panda198271 Agent Hub Tw Agent Hub MCP server advertises 174 tools, including aitools__compare_agent_platforms, aitools__compare_ai_subscriptions, aitools__estimate_ai_api_cost_twd, aitools__get_ai_api_pricing, aitools__get_taiwan_ai_guidance.
Point your MCP client at this streamable-http endpoint: https://agent-hub-tw.panda198271.workers.dev/mcp
Glimind scanned all 174 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.
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.