Software Alternatives, Accelerators & Startups

Troops VS ContextForge.dev

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

Troops logo Troops

Vauxhall Troops offers loyalty discounts if the car is purchased from us and we include this in your reminder. All used cars come with 12 Months MOT as Standard, Vauxhall Troops quote a competitive fixed price for any work required.

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.
  • Troops Landing page
    Landing page //
    2022-12-14
  • 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.

Troops

Website
troops.ai
$ Details
-
Platforms
-
Release Date
-

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

Troops features and specs

  • Seamless Integration
    Troops offers seamless integration with Salesforce, enabling users to automate workflows and manage CRM data directly within messaging platforms like Slack and Microsoft Teams.
  • Real-Time Notifications
    Provides real-time notifications and alerts for key CRM activities or updates, ensuring that sales teams stay informed and can act promptly.
  • User-Friendly Interface
    The platform features an intuitive, user-friendly interface that simplifies the process of updating and accessing CRM data, reducing the learning curve for new users.
  • Customizable Workflows
    Allows for highly customizable workflows and automation rules, making it flexible enough to cater to the specific needs of different organizations.
  • Increased Productivity
    By automating routine tasks and providing easy access to necessary information, Troops significantly boosts team productivity and efficiency.

Possible disadvantages of Troops

  • Cost
    Troops can be relatively expensive, especially for small businesses or startups, as it involves a subscription-based pricing model.
  • Limited Platforms
    As of now, Troops primarily supports Salesforce and may not be as effective for organizations using other CRM systems like HubSpot or Zoho CRM.
  • Learning Curve for Advanced Features
    While basic functionalities are easy to use, leveraging more advanced features and customizations may require additional training and time.
  • Dependency on Slack and Microsoft Teams
    Troops heavily relies on platforms like Slack and Microsoft Teams for its functionality. This could be a limitation for organizations that use different collaboration tools.
  • Limited Offline Support
    Troops is designed to work in real-time and requires an internet connection. There is limited functionality for offline access or updates.

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

Analysis of Troops

Overall verdict

  • Troops.ai is generally considered a good option for teams looking to streamline communication and processes within platforms like Salesforce and Slack.

Why this product is good

  • Troops.ai offers real-time CRM data synchronization, notifications, and workflow automation that enhance team collaboration and decision-making. Its integration with popular communication tools like Slack allows instant updates and reminders, improving responsiveness and alignment across sales and customer service teams.

Recommended for

    Troops.ai is recommended for sales teams, customer service teams, and any organization using Salesforce that wants to improve communication efficiency and data accessibility through Slack or Microsoft Teams. It's particularly useful for teams wanting to automate routine tasks and focus more on strategic activities.

Troops videos

Watch President Obama Review the Troops

More videos:

  • Review - Obama reviews the troops for 2nd inauguration

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 Troops and ContextForge.dev)
Web Service Automation
100 100%
0% 0
AI Tools
0 0%
100% 100
Polls
100 100%
0% 0
Developer Tools
0 0%
100% 100

Questions & Answers

As answered by people managing Troops 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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Social recommendations and mentions

Based on our record, Troops seems to be more popular. It has been mentiond 1 time 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.

Troops mentions (1)

  • Possible to link a Slack channel with a Teams channel?
    Take a look at http://troops.ai/ - they are building more product. Source: almost 5 years ago

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 Troops and ContextForge.dev, you can also consider the following products

Zapier - Connect the apps you use everyday to automate your work and be more productive. 1000+ apps and easy integrations - get started in minutes.

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

Any.DO - The #1 task management app used by over 11 million people globally, Any.do is your free mobile and online task manager for Android, iPhone, Web and more.

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

Simple Poll - The easiest way to create polls in Slack

QlikSense - A business discovery platform that delivers self-service business intelligence capabilities