Ergora Specialists

io.github.ergoracloud由 GitHub 帳號 ergoracloud 發布v0.3.2更新於 Oct 24, 2026

17 business specialists — sales, marketing, ads, ecommerce, finance, HR, legal, PR… Cited insights.

已驗證Streamable HTTP可網頁執行知識與記憶商業與電商

概覽

AI 產生的概覽

Ergora Specialists 為助理提供 17 個業務領域知識工具(銷售、行銷、財務、人資、法務等),回傳附引用的精選知識庫洞見。

可以做什麼
  • 向單一領域專家提問:銷售、行銷、付費廣告、內容、電商、創業、商業策略、社群、創作者經濟、設計與使用者體驗、開發者、財務、人資、領導力、法務、在地行銷或公關
  • 一次跨全部 17 位專家提問,處理跨領域問題
  • 列出可用的專家領域及各自涵蓋的內容
  • 取得附原始來源連結的摘要式回答,內容取自實務工作者、書籍以及學術或監管資料
適用情境
適合在對話中取得業務或行銷推廣建議,並希望答案立基於經過篩選、附引用的知識庫,而非開放網路搜尋。對需要同時涵蓋多種職能的創辦人與小型團隊很有用,也適合用一次跨領域查詢比較不同領域的建議。
執行需求
可使用遠端 Streamable HTTP 端點(無需驗證、無需安裝),或使用本機 npm 套件 ergora-specialists-mcp(需 Node 18 以上)。電子郵件為選用項目,但可提高免費額度:遠端伺服器用 X-Ergora-Email 標頭,本機用 ERGORA_EMAIL 環境變數,或使用工具的 email 參數。需要能連線至閘道的網路。
安裝前請注意
電子郵件會作為免費額度憑證並傳送至閘道;已確認的地址可能被加入 Ergora 郵寄清單並收到確認信,未確認的地址僅用於額度計算並於 60 天後刪除。額度共用且有上限(匿名每日 5 次,提供電子郵件每日 30 次,另有全服務每日上限),高頻使用可能觸發限流或 429。法務專家明確不構成法律意見。閘道不送出 CORS 標頭,因此無法從瀏覽器 JavaScript 呼叫。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Ergora Specialists,將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Web executable,透過 Streamable HTTP。 遠端服務在工作區中設定後即可從網頁執行環境執行。

交給代理程式安裝

把這段提示詞貼上到 Claude Code、Codex、Cursor 等代理程式,或 SourceWeft 對話中。代理程式會讀取該伺服器的安裝指南,先向你展示發布者、端點和登入方式,經你同意後再把它新增到你的客戶端。金鑰不會寫進任何命令。

閱讀 https://sourceweft.com/mcp/io.github.ergoracloud%2Fergora-specialists/install.md,並按其中說明把這個 MCP 伺服器接入我的客戶端。修改任何設定之前,先告訴我它的發布者、端點和登入方式,等我確認。不要把 API 金鑰寫進命令或我會提交的檔案;問我金鑰應從哪裡取得。

檢視代理程式所依據的安裝指南

其他 MCP 客戶端

把它新增到你客戶端的 mcpServers 設定中。

{
  "mcpServers": {
    "ergora-specialists": {
      "type": "http",
      "url": "https://ergora-specialists-gateway.contact-c9e.workers.dev/mcp"
    }
  }
}

README

Ergora Specialists MCP

17 business-vertical knowledge specialists (Sales, Marketing, Paid Ads, Content, Ecommerce, Entrepreneurship, Business Strategy, Community, Creator, Design & UX, Developer, Finance, HR, Leadership, Legal, Local Marketing, PR) as tools for Claude Desktop, Claude Code, Cursor and any MCP client.

Each tool returns summarised, cited insights from a curated knowledge base of leading practitioners, best-selling books and academic/regulatory sources. Free tier: 5 queries/day anonymous, 30/day with an email.

Ergora runs all 17 of these as full AI specialist agents with unlimited use: https://ergora.app

Install: remote server (nothing to download)

Server URL: https://ergora-specialists-gateway.contact-c9e.workers.dev/mcp (MCP Streamable HTTP, no auth)

Claude Code

bash
claude mcp add --transport http ergora-specialists https://ergora-specialists-gateway.contact-c9e.workers.dev/mcp --header "X-Ergora-Email: [email protected]"

Claude Desktop / claude.ai: Settings, Connectors, Add custom connector, then paste the server URL. There is no login step; when Claude asks, give it your email to unlock 30 queries/day (it passes it in the tool's email argument).

Cursor: .cursor/mcp.json:

json
{  "mcpServers": {    "ergora-specialists": {      "url": "https://ergora-specialists-gateway.contact-c9e.workers.dev/mcp",      "headers": { "X-Ergora-Email": "[email protected]" }    }  }}

Any other MCP client: point it at the URL with the Streamable HTTP transport. The server is stateless (POST-only, JSON responses). The optional X-Ergora-Email header identifies you for the 30/day free tier.

Install: local stdio server (npm)

Package: ergora-specialists-mcp (Node 18+).

Claude Code

bash
claude mcp add ergora-specialists -e [email protected] -- npx -y ergora-specialists-mcp

Claude Desktop / Cursor: claude_desktop_config.json / .cursor/mcp.json:

json
{  "mcpServers": {    "ergora-specialists": {      "command": "npx",      "args": ["-y", "ergora-specialists-mcp"],      "env": { "ERGORA_EMAIL": "[email protected]" }    }  }}

From source instead: git clone https://github.com/ergoracloud/ergora-specialists && cd ergora-specialists/mcp && npm install, then point command at node /absolute/path/to/mcp/index.js.

Tools

  • ergora_sales, ergora_marketing, ergora_ads, ergora_content, ergora_ecommerce, ergora_entrepreneurship, ergora_business_strategy, ergora_community, ergora_creator, ergora_design, ergora_developer, ergora_finance, ergora_hr, ergora_leadership, ergora_legal, ergora_local, ergora_pr: one per specialist. Input: { query, top_k?, email?, subscribe? }.
  • ergora_ask: cross-vertical (optionally vertical).
  • ergora_list_specialists: what's available.

Free tier

Your email is the access key: 30 queries/day. Supply it as the X-Ergora-Email header (remote), ERGORA_EMAIL (local), or the email tool argument. Without one, requests are limited to 5/day per IP. Fair use: about 30 requests per minute per network; bursts beyond that get a 429. MCP batches are limited to 5 messages.

To keep the free tier fair, one mailbox counts once (letter case, +tags and Gmail dots are ignored), a network can use up to 3 different unconfirmed emails a day, and unconfirmed traffic from one network has a shared daily ceiling. Confirmed emails are not affected by those network ceilings. Inside hosted clients that share egress addresses (for example Claude), anonymous use is small and unconfirmed emails get 10 queries a day.

The whole service also has a shared daily limit (2,500 queries a day), part of which is kept for confirmed emails and hosted clients. When it is reached every caller gets a clear "try again tomorrow (00:00 UTC) or use Ergora" message until the next UTC day.

Confirming an email is optional. After you have used an email on a few queries over more than one day (or straight away if you pass subscribe: true), we may send one message asking you to confirm it. Only confirmed addresses are added to Ergora's mailing list (for an occasional update, unsubscribe any time). Unconfirmed emails are used for your quota only and are deleted after 60 days. No third-party sharing.

The gateway sends no CORS headers: call it from a server, an MCP client or the stdio package, not from browser JavaScript.

How it works

Queries go to a Cloudflare Worker gateway which embeds the question with Workers AI (bge-small-en-v1.5) and searches an isolated vector store of the Ergora knowledge base (never Ergora's production customer database). Only approved entries whose source is on a reviewed allowlist are returned. Results are summaries with links to the original sources, with no verbatim reproduction. If vector search is unavailable or over budget the gateway answers from a keyword index of the same entries and says so.

Architecture (this repo)

  • worker/: Cloudflare Worker (TypeScript), built to run on the Workers Free plan.
    • /mcp remote MCP endpoint, POST /query JSON API, /health and /health/deep, /confirm email confirmation.
    • Vectorize ergora-kb-v2 (384d) for semantic search, D1 ergora-kb-fts (FTS5) for the keyword fallback, Workers AI for query embeddings.
    • A SQLite Durable Object (Gate) holds the quotas, the 24 h response cache, alert flags and pending email confirmations.
    • PUBLIC_BASE_URL sets the public origin used in confirmation links (empty means the request origin), so a custom domain needs only a var change.
    • npm run check runs typecheck, lint, tests and a dry-run bundle. Deploy with npm run deploy (preflight first), following docs/RUNBOOK_v2.md.
  • sync/: weekly KB sync (kb_v2_sync.py, runs on Ergora's background server): reads approved rows, applies the shared source policy, embeds with the same model as the Worker and removes entries that are no longer eligible. eval_models.py compares embedding models on the real KB.
  • shared/source_policy.json: the source allowlist used by both the Worker and the sync.
  • mcp/: the local stdio MCP server (thin client of /query). node e2e-test.mjs (stdio) and node e2e-remote-test.mjs (remote) are end-to-end checks against the live gateway.
  • docs/COSTS.md: free-plan limit math and the Free vs Paid comparison.

MIT, see LICENSE.

來源:README.md,提交 71a6c5a

工具

19

ergora_sales

Ergora Sales Specialist

Ask the Ergora Sales specialist (prospecting, outreach, pipeline, closing, sales ops). Returns summarised, cited insights from a curated knowledge base of practitioners, books and research.

輸入參數emailquery必填top_ksubscribe

ergora_marketing

Ergora Marketing Specialist

Ask the Ergora Marketing specialist (positioning, strategy, growth, analytics). Returns summarised, cited insights from a curated knowledge base of practitioners, books and research.

輸入參數emailquery必填top_ksubscribe

ergora_ads

Ergora Paid Ads Specialist

Ask the Ergora Paid Ads specialist (Meta, Google and TikTok ads, creative, media buying, attribution). Returns summarised, cited insights from a curated knowledge base of practitioners, books and research.

輸入參數emailquery必填top_ksubscribe

ergora_content

Ergora Content Marketing Specialist

Ask the Ergora Content Marketing specialist (SEO, editorial, distribution, content strategy). Returns summarised, cited insights from a curated knowledge base of practitioners, books and research.

輸入參數emailquery必填top_ksubscribe

ergora_ecommerce

Ergora Ecommerce Specialist

Ask the Ergora Ecommerce specialist (Shopify, WooCommerce and DTC, conversion, retention, email and SMS). Returns summarised, cited insights from a curated knowledge base of practitioners, books and research.

輸入參數emailquery必填top_ksubscribe

ergora_entrepreneurship

Ergora Entrepreneurship Specialist

Ask the Ergora Entrepreneurship specialist (starting, validating, funding and scaling a business). Returns summarised, cited insights from a curated knowledge base of practitioners, books and research.

輸入參數emailquery必填top_ksubscribe

ergora_business_strategy

Ergora Business Strategy Specialist

Ask the Ergora Business Strategy specialist (competitive strategy, OKRs, planning, positioning). Returns summarised, cited insights from a curated knowledge base of practitioners, books and research.

輸入參數emailquery必填top_ksubscribe

ergora_community

Ergora Community Building Specialist

Ask the Ergora Community Building specialist (brand communities, engagement, moderation, events). Returns summarised, cited insights from a curated knowledge base of practitioners, books and research.

輸入參數emailquery必填top_ksubscribe

ergora_creator

Ergora Creator Economy Specialist

Ask the Ergora Creator Economy specialist (audience growth, monetisation, personal brand). Returns summarised, cited insights from a curated knowledge base of practitioners, books and research.

輸入參數emailquery必填top_ksubscribe

ergora_design

Ergora Design and UX Specialist

Ask the Ergora Design and UX specialist (product design, usability, brand, design systems). Returns summarised, cited insights from a curated knowledge base of practitioners, books and research.

輸入參數emailquery必填top_ksubscribe

ergora_developer

Ergora Developer Specialist

Ask the Ergora Developer specialist (software craft, DevOps, architecture). Returns summarised, cited insights from a curated knowledge base of practitioners, books and research.

輸入參數emailquery必填top_ksubscribe

ergora_finance

Ergora Finance Specialist

Ask the Ergora Finance specialist (SaaS metrics, cash flow, valuation, fundraising, CFO topics). Returns summarised, cited insights from a curated knowledge base of practitioners, books and research.

輸入參數emailquery必填top_ksubscribe

ergora_hr

Ergora HR and People Ops Specialist

Ask the Ergora HR and People Ops specialist (hiring, culture, performance, employment). Returns summarised, cited insights from a curated knowledge base of practitioners, books and research.

輸入參數emailquery必填top_ksubscribe

ergora_leadership

Ergora Leadership Specialist

Ask the Ergora Leadership specialist (managing teams, execution, feedback). Returns summarised, cited insights from a curated knowledge base of practitioners, books and research.

輸入參數emailquery必填top_ksubscribe

ergora_local

Ergora Local Marketing Specialist

Ask the Ergora Local Marketing specialist (local SEO, small business marketing, community presence). Returns summarised, cited insights from a curated knowledge base of practitioners, books and research.

輸入參數emailquery必填top_ksubscribe

ergora_pr

Ergora PR and Communications Specialist

Ask the Ergora PR and Communications specialist (media relations, crisis comms, brand reputation). Returns summarised, cited insights from a curated knowledge base of practitioners, books and research.

輸入參數emailquery必填top_ksubscribe

ergora_ask

Ask all Ergora Specialists

Ask across all 17 Ergora specialists at once (cross-vertical). Use a specific ergora_<vertical> tool when you know the domain.

輸入參數emailquery必填top_kverticalsubscribe

ergora_list_specialists

List Ergora Specialists

List the 17 Ergora specialist verticals and what each covers.

無需輸入參數。

版本歷史

1
  1. v0.3.2最新Sep 16, 2026

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