Software Alternatives, Accelerators & Startups

Cyberduck VS ContextForge.dev

Compare Cyberduck VS ContextForge.dev and see what are their differences

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Cyberduck logo Cyberduck

A libre FTP, SFTP, WebDAV, S3, Backblaze B2, Azure & OpenStack Swift browser.

ContextForge.dev logo ContextForge.dev

Stop re-explaining your project to Claude every session. ContextForge adds persistent memory to Claude Code, Cursor, and Copilot via MCP. Free tier, 3-minute setup.
  • Cyberduck Landing page
    Landing page //
    2023-09-12
  • ContextForge.dev Space
    Space //
    2026-07-08
  • ContextForge.dev Home
    Home //
    2026-07-08

ContextForge is persistent, searchable memory for AI coding agents โ€” built on the Model Context Protocol (MCP).

Your AI assistant forgets everything when the session ends. ContextForge fixes that: save architectural decisions, naming conventions, and debugging context once, and any MCP client recalls it later with semantic search โ€” across sessions and across projects.

Works with: Claude Code, Claude Desktop, Cursor, GitHub Copilot, ChatGPT, and Windsurf.

Cyberduck

Pricing URL
-
$ Details
Platforms
-
Release Date
-
Startup details
Country
Switzerland

ContextForge.dev

$ Details
freemium $9.0 / Monthly (Pro โ€” 15k queries/mo, 5 collaborators)
Platforms
SaaS Web Mac Windows Linux
Release Date
2026 July
Startup details
Country
United States
State
Texas
City
Tomball
Founder(s)
Alfredo Izquierdo

Cyberduck features and specs

  • User-Friendly Interface
    Cyberduck features a clean and intuitive interface that makes it easy for users to navigate and manage files across different cloud storage services and servers.
  • Wide Protocol Support
    The software supports a variety of protocols including FTP, SFTP, WebDAV, Amazon S3, OpenStack Swift, and Backblaze B2, making it versatile for different needs.
  • Open Source
    Cyberduck is open-source, which means it is freely available and continuously improved by a community of developers.
  • Integration with External Editors
    Cyberduck allows seamless integration with various external editors, enabling users to edit files directly on the server.
  • Bookmark Management
    The application offers robust bookmark management, allowing users to easily save and organize frequently accessed locations.
  • Strong Security Features
    Cyberduck includes strong security features such as support for SSH keys, two-factor authentication, and encrypted transfers with TLS/SSL.

Possible disadvantages of Cyberduck

  • Performance Issues
    Some users have reported performance issues, such as slow transfer speeds and occasional freezes, especially when handling large files.
  • Resource Intensive
    Cyberduck can be resource-intensive, consuming a considerable amount of system memory and CPU, which can affect the performance of other applications.
  • Limited Support for Automation
    Unlike some other file transfer tools, Cyberduck lacks extensive built-in scripting or automation capabilities, which could be a drawback for power users looking to automate file operations.
  • Complex Initial Setup
    For users who are not familiar with the protocols supported, the initial setup and configuration can be confusing and time-consuming.
  • Occasional Stability Issues
    Some users have experienced occasional stability issues, including unexpected crashes or connection drops during transfers.

ContextForge.dev features and specs

  • Semantic Search
    Vector search (pgvector) โ€” recall by meaning, not keywords
  • Git Integration
    Auto-ingests commits and PRs as searchable knowledge
  • MCP-Native
    Works with Claude Code, Cursor, Copilot, ChatGPT, Windsurf
  • Task Tracking
    Work items your agent can read, create, and update
  • Snapshots
    Version and restore your entire knowledge base
  • Team Sharing
    Shared spaces and memory across your team

Cyberduck videos

How to Use Cyberduck FTP Client

ContextForge.dev videos

How to Make Claude Run Automated Workflows (ContextForge Skills Tutorial)

More videos:

  • Tutorial - Schedule AI Prompts on a Cron with ContextForge Routines
  • Tutorial - Your AI Assistant Forgets Everything โ€” Here's the Fix MCP Memory

Category Popularity

0-100% (relative to Cyberduck and ContextForge.dev)
Cloud Storage
100 100%
0% 0
AI Tools
0 0%
100% 100
FTP Client
100 100%
0% 0
Developer Tools
0 0%
100% 100

Questions & Answers

As answered by people managing Cyberduck and ContextForge.dev.

What makes your product unique?

ContextForge.dev's answer:

ContextForge is memory that lives at the MCP layer, so it works across every AI coding agent at once โ€” Claude Code, Cursor, GitHub Copilot, ChatGPT, and Windsurf โ€” not just one. Save a decision once and any client recalls it later with semantic search. It goes beyond a note store: automatic git sync turns your commits and PRs into searchable knowledge, plus task tracking, snapshots, and team sharing โ€” all through a single MCP server you add with one command.

Why should a person choose your product over its competitors?

ContextForge.dev's answer:

Most memory tools are tied to a single agent or are just a key-value store. ContextForge is MCP-native, so it's portable across all your AI tools; it adds git sync so your codebase history becomes searchable context automatically; and it includes team features (shared spaces, collaborators) that solo-memory tools lack. Setup is one command, there's a genuine free-forever tier with no credit card, and paid plans start at just $9/month.

How would you describe the primary audience of your product?

ContextForge.dev's answer:

Software developers and engineering teams who use AI coding assistants โ€” Claude Code, Cursor, GitHub Copilot, ChatGPT, Windsurf โ€” and are tired of re-explaining their project, architecture, and conventions every session. It fits solo developers working across multiple projects as well as small teams that need shared, persistent context.

What's the story behind your product?

ContextForge.dev's answer:

ContextForge was born from a simple frustration: AI coding agents forget everything the moment a session ends. Every new conversation meant re-explaining the same architecture, naming conventions, and past decisions. ContextForge was built to give AI agents a permanent, searchable memory through the Model Context Protocol โ€” so knowledge is captured once and reused forever, across sessions and projects. It even dogfoods its own memory to help build itself.

Which are the primary technologies used for building your product?

ContextForge.dev's answer:

Next.js 16 (App Router), React and Tailwind CSS for the dashboard, hosted on Vercel. Supabase (PostgreSQL) with pgvector powers the semantic vector search, and Deno edge functions serve the API. Embeddings use OpenAI text-embedding-3-small. The MCP client is a Node.js package (contextforge-mcp) on npm, implementing the Model Context Protocol.

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Cyberduck and ContextForge.dev

Cyberduck Reviews

10 Best FTP Clients for WordPress Users (Mac and Windows)
Cyberduck doesnโ€™t provide support for Linux, but Mac and Windows users find it rather simple to use and fast for transferring files to and from local and remote locations. Feel free to download the FTP client from the Cyberduck website or you have options for downloads on the Microsoft and Mac App Stores.
Source: kinsta.com
15 Best Rclone Alternatives 2022
Furthermore, Cyberduck integrates with Cryptomator โ€“ one of the rclone alternatives mentioned earlier. With the Cryptomator integration, you get access to extra features like filename encryption and file content encryption.
7 Best FileZilla Alternatives to Use in 2022
Cyberduck offers a clean user interface which is very easy to use. Most of the web developers use Cyberduck FTP client. However, it is recommended for Mac users, which can be accessed for free. Using this app is completely free, and the users can donate to developers if they want to. This program works on Mac as well as Windows OS.
Source: techdator.net
6 FileZilla Alternatives for Safe File Transfers
While managing files can be challenging, searching for files with Cyberduck is easy and viewing them in Quick Look is as simple as pressing the spacebar. Cyberduck is also compatible with external editors, so you can open and edit files in any third-party editor. Whether you prefer TextWrangler, TextEdit, or Sublime Text, youโ€™ll still be able to edit your files.
7 FileZilla Alternatives: What Type of FTP Client Are You Looking for?
Users today, like Cyberduck because it has a more modern look and is compatible with cloud services. While it is easy to use, Cyberduck doesnโ€™t leave out the basics like search, resume, and drag & drop file management. Cyberduck is free to download and use, but they do ask for donations to help continue developing and supporting the product.

ContextForge.dev Reviews

We have no reviews of ContextForge.dev yet.
Be the first one to post

Social recommendations and mentions

Based on our record, Cyberduck seems to be more popular. It has been mentiond 72 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Cyberduck mentions (72)

  • Use CLI on any OS to read-write your iPhone folders (without cloud or cable)
    The WebDAV server is Class 1 compliant (Basic), compatible with WebDAV clients like Cyberduck, rclone (GUI & CLI, available on macOS, Windows, and Linux), etc. This guide will use Cyberduck, but rclone works too. - Source: dev.to / about 1 year ago
  • Getting Files from Point A to B: A Developerโ€™s Guide to FTP
    Cyberduck: Nice macOS support, also handles SFTP. - Source: dev.to / over 1 year ago
  • Show HN: DrawDB โ€“ open-source online database diagram editor (a retro)
    Or could they just reach out to contributors and ask them to help? Or hereโ€™s another route: sell โ€œlicensesโ€ regardless of the actual license. I think https://cyberduck.io/ has this: you can donate and get a key that removes the donation nag. You canโ€™t go after the pirates, but would you really want to spend your time on that? (Of course, I would still reach out to the contributors first, explain the situation and... - Source: Hacker News / over 1 year ago
  • VSCode's SSH Agent Is Bananas
    > I distinctly remember seeing some program that was named something duck-related but for the life of me I can't remember any other specifics cyberduck - https://cyberduck.io/. - Source: Hacker News / over 1 year ago
  • Supabase Storage: now supports the S3 protocol
    Cyberduck: a cloud storage browser for Mac and Windows. - Source: dev.to / about 2 years ago
View more

ContextForge.dev mentions (0)

We have not tracked any mentions of ContextForge.dev yet. Tracking of ContextForge.dev recommendations started around Jul 2026.

What are some alternatives?

When comparing Cyberduck and ContextForge.dev, you can also consider the following products

FileZilla - FileZilla is an FTP, or file transfer protocol, client. It lets individuals transfer single files or batches to a web server. For many years, FTP was the standard for website design. Read more about FileZilla.

Agentmemory - Persistent memory for Claude Code, Codex & coding agents

WinSCP - WinSCP is an open source free SFTP client and FTP client for Windows.

OpenMemory MCP - Your private, local memory layer for all AI tools

Transmit - Transmit is an FTP client for Mac OS X and Mac OS Classic (which is unsupported).

Forklift - The most advanced dual pane file manager and file transfer client for macOS.