Parallel

com.mcparmory由 mcparmory.com 發布v1.0.2更新於 Oct 24, 2026

Search the web, extract content, and run distributed tasks with AI-powered automation

發布方自己的服務:Parallel Search MCP

概覽

AI 產生的概覽

讓助理透過 Parallel API 搜尋網頁、擷取頁面內容,並執行分散式自動化任務。

可以做什麼
這是一個自動產生的 MCP 伺服器,把 Parallel API 包裝成助理可呼叫的工具。登錄檔描述指出它涵蓋網頁搜尋、內容擷取,以及運用 AI 自動化執行分散式任務。README 說明上游 OpenAPI 規格中的所有端點都會以工具形式提供,並具備請求參數驗證、重試、逾時,以及可選的敏感回應欄位遮蔽。
適用情境
當助理需要搜尋網頁、抓取頁面正文,或把批次與分散式自動化工作交給 Parallel 執行時,適合安裝。它面向研究與資料蒐集類工作流程,而非本機檔案或資料庫操作。
執行需求
以 stdio 方式在本機執行,可用 uvx 執行 PyPI 套件 mcparmory-parallel,或以 Docker 執行映像檔 ghcr.io/mcparmory/parallel:1.0.2。清單未宣告驗證、環境變數或標頭,但 README 表示每個伺服器自己的 README 會說明憑證設定,因此很可能需要 Parallel API 金鑰。需要能連線至 Parallel API 的網路。
安裝前請注意
清單未宣告任何憑證,但 README 指出此登錄檔中的伺服器使用 API 金鑰、Bearer 權杖等驗證方式,因此預期需要提供 Parallel API 金鑰,並避免寫入共用設定。分散式任務執行可能消耗付費額度。內容會傳送至第三方 API,且 README 說明回應遮蔽是選用而非預設開啟。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Parallel,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。

Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。

其他 MCP 客戶端

參照 儲存庫 中的啟動說明。

README

[MCP Armory]

MCP Armory Registry

Production-ready MCP servers for popular APIs, generated by MCP Blacksmith.

[GitHub Stars] [License] [Servers] [Python 3.11+]

Servers · Install & Usage · Features · How it works · License


MCP servers that connect AI agents to real-world APIs. Each server is a standalone Python package — generated from the upstream OpenAPI spec using MCP Blacksmith and tested against the live API before release. Hosted on MCP Armory or run independently.

Servers

🧠 AI & Machine Learning   ElevenLabs · Linkup · Parallel · Perplexity AI · Ragie · Replicate

📊 Analytics   Ahrefs · Datadog · Google Analytics · Google Search Console · Linkly · Mixpanel · PostHog

⛓️ Blockchain & Crypto   Alchemy NFT

💼 CRM & Sales   Apollo

💬 Communication   Atlassian Confluence · Google Gmail · MailerSend · Mailtrap · Postmark · Resend · Slack

🗄️ Data & Databases   Enigma · Pinecone

🛠️ Developer Tools   AgentQL · Apify · Bitbucket · Bright Data · Browserbase · BuiltWith · Canvas · CircleCI · Codacy · Contentful Management · ConvertAPI · E2B · Firecrawl · GitHub · GitLab · LaunchDarkly · Postman · Scrapingant · Semrush AppCenter · Sentry

📄 Documents & Printing   PDF.co

🛒 E-commerce   Shopify Admin

💰 Finance   Alpha Vantage · Polygon · Ramp

👥 HR & Recruiting   BambooHR

☁️ Infrastructure   Globalping · Grafana · PagerDuty · Rootly · Runpod

⚖️ Legal & Compliance   NetLicensing

🗺️ Maps & Location   Google Maps Platform · IP2Location.io IP Geolocation · OpenCage Geocoding

📣 Marketing   Customer.io Journeys Track · Klaviyo

🎬 Media & Entertainment   Canva · Perigon

✅ Productivity   Airtable · Asana · Atlassian Jira · ClickUp · Figma · Google Sheets · Miro · Notion · Outline · Shortcut

🔍 Search   Algolia Search · Google Search

📦 Storage   Box · Files.com · Google Drive

📌 Other   Close

More servers are being added continuously.

Install & Usage

Every server is a standalone PyPI package (mcparmory-<server-name>). Each server's own README.md has full credential setup and configuration instructions.

bash
# With uvx (no install needed)uvx mcparmory-github
# With pippip install mcparmory-githubmcparmory-github

MCP client configuration (Claude Desktop, Cursor, Codex, Claude Code):

json
{  "mcpServers": {    "github": {      "command": "uvx",      "args": ["mcparmory-github"],      "env": {        "BEARER_TOKEN": "ghp_your_token_here"      }    }  }}

Features

Every server in this registry provides:

  • Full API coverage — all endpoints from the OpenAPI spec are exposed as MCP tools
  • Authentication — API key, Bearer token, Basic auth, OAuth2, JWT, OpenID Connect, and mutual TLS
  • Multi-auth — servers that support multiple auth methods let you configure whichever you prefer
  • Pydantic validation — request parameters are validated before sending to the API
  • Resilience — configurable retries with exponential backoff, connection pooling, and timeouts
  • Response sanitization — optional redaction of sensitive fields from API responses

How servers are generated

Servers are generated by MCP Blacksmith, an automated pipeline that:

  1. Parses an OpenAPI specification
  2. Transforms operations through LLM-driven passes (naming, parameter filtering, enhancement, classification)
  3. Generates a complete MCP server with auth, models, validation, and configuration
  4. Tests every tool against the live API using an autonomous agent
  5. Deploys passing servers to this registry

The generator targets Python 3.11+ and uses FastMCP as the MCP framework.

Contributing

Servers are auto-generated — don't edit server code directly. If you find an issue, open a GitHub Issue describing:

  • Broken or deprecated endpoints
  • Missing or incorrect parameters
  • Authentication problems
  • Incorrect request/response models

We'll re-generate the affected server with the fix. To request a new server, open an issue with a link to the API's OpenAPI spec or documentation.

License

Each generated server is released under the MIT License. The underlying APIs have their own terms of service — see individual server READMEs for details.


MCP Armory · MCP Blacksmith · Docs

來源:README.md,提交 04af6ce

工具

0
SourceWeft 尚未在沙箱中啟動過該軟體包,因此其工具未知。

版本歷史

1
  1. v1.0.2最新Sep 16, 2026

評分

已滿足適用檢查項的 40%

該評分衡量此收錄條目的完整程度,依據註冊中心條目、端點與公開來源計算得出。它不是對伺服器本身的評價,也不表示伺服器安全或目前可用:可連通性是帶日期的檢查結果,評分也不包含安裝量或使用者評價。

  • 近 30 天內可連通25 分

    請保持端點能夠回應 MCP 握手;SourceWeft 每 30 天探測一次。

  • 已宣告認證方式10 分

    請在註冊中心條目中宣告憑證請求標頭,或保持端點能夠回應探測,以便判定其認證方式。

  • 已列出工具15 分

    請讓伺服器在無憑證時回應 tools/list,或發布可在沙箱中無憑證啟動的軟體包。

  • 描述必需15 分
  • 圖示10 分
  • 文件15 分
  • 授權條款10 分

    請在儲存庫或註冊中心條目中宣告授權條款。

其他 Parallel 整合