Parallel

Name: Parallel
Author: mcparmory

by mcparmoryversion 1.0.2i★ –iRuns on your computer

Registry namecom.mcparmory/parallel

Install

Overview

Description from the maker (original English)

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

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

User voiceiNo reviews yetReviews open together with accounts in a later step
Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
UsageiNot measured yet★ –

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

Connection: Runs on your computer
Transport: stdio
Category: Search & AI memory

Install

Pick the AI app you use, then copy the settings.

Before you install

Basic checks: 1 of 1 passed
Runs on your computer with your user’s permissions (files, network, apps).
The registry lists no key to fill in.

You need

PyPIPython’s uv installed (for the uvx command)

Which app do you use?

ClaudeClaude CodeCursorVS CodeChatGPT

Pick your app above. We remember it, so next time the button says “Install in …”.

Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json

{
  "mcpServers": {
    "parallel": {
      "command": "uvx",
      "args": [
        "mcparmory-parallel"
      ]
    }
  }
}

Run this in your terminal

claude mcp add parallel -- uvx mcparmory-parallel

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "parallel": {
      "command": "uvx",
      "args": [
        "mcparmory-parallel"
      ]
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "parallel": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "mcparmory-parallel"
      ]
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.

Your choice stays on this device in a cookie; no account needed.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026

✓ Pass
Maker matches the repo
The registry name was verified against the domain mcparmory.com (the registry checks domain ownership)
… Not checked yet
Still maintained
We have not read this repo from GitHub yet
… Not checked yet
Has a licence
We have not read this repo from GitHub yet
– Not applicable
Endpoint responds
This one runs on your computer; there is no internet endpoint
– Not applicable
Sign-in with OAuth
Runs on your computer and uses local settings instead
… Not checked yet
No hidden instructions in tool descriptions
Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Search & AI memoryi

More stars than 0% of the other 7232 servers in this category
Published to the registry more recently than 12% of the other 7232 servers in this category
Basic checks equal to or better than 100% of the other 7232 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Parallel safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed –, and the latest version (1.0.2) reached the registry 6 months ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv), Docker on your computer.

What can I use instead?

In the same category: Context7, Codebase Memory, Exa

Alternatives

Servers in the same category from other makers, sorted by stars.

Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

Context7

by upstash

Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.

Computer or cloud★ 64,224MITUpdated 3 days ago

Install

Codebase Memory

by DeusData

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

Runs on your computer★ 48,148MITUpdated 20 days ago

Install

Exa

by exa-labs

Connect AI agents to Exa for web search, content fetching, and multi-step research.

Runs in the cloud★ 5,213MITUpdated 44 days ago

Install

README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

MCP Armory Registry

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

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 &ensp; ElevenLabs · Linkup · Parallel · Perplexity AI · Ragie · Replicate

📊 Analytics &ensp; Ahrefs · Datadog · Google Analytics · Google Search Console · Linkly · Mixpanel · PostHog

⛓️ Blockchain & Crypto &ensp; Alchemy NFT

💼 CRM & Sales &ensp; Apollo

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

🗄️ Data & Databases &ensp; Enigma · Pinecone

🛠️ Developer Tools &ensp; 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 &ensp; PDF.co

🛒 E-commerce &ensp; Shopify Admin

💰 Finance &ensp; Alpha Vantage · Polygon · Ramp

👥 HR & Recruiting &ensp; BambooHR

☁️ Infrastructure &ensp; Globalping · Grafana · PagerDuty · Rootly · Runpod

⚖️ Legal & Compliance &ensp; NetLicensing

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

📣 Marketing &ensp; Customer.io Journeys Track · Klaviyo

🎬 Media & Entertainment &ensp; Canva · Perigon

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

🔍 Search &ensp; Algolia Search · Google Search

📦 Storage &ensp; Box · Files.com · Google Drive

📌 Other &ensp; Close

More servers are being added continuously.

Install & Usage

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

# With uvx (no install needed)

uvx mcparmory-github

With pip

pip install mcparmory-github mcparmory-github

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

"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:

Parses an OpenAPI specification
Transforms operations through LLM-driven passes (naming, parameter filtering, enhancement, classification)
Generates a complete MCP server with auth, models, validation, and configuration
Tests every tool against the live API using an autonomous agent
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

Parallel

Overview

PopNx MCP’s three pillars

What you can do with it

Install

Before you install

What it can do

Basic checksi

Maker matches the repo

Still maintained

Has a licence

Endpoint responds

Sign-in with OAuth

No hidden instructions in tool descriptions

Compared with others in Search & AI memoryi

Common questions

Alternatives

Context7

Codebase Memory

Exa

README from the maker

Servers

Install & Usage

With pip

Features

How servers are generated

Contributing

License