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Starbase

Browser-based MCP server testing with AI chat integration
264
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Problem
Users need to test remote MCP servers manually or via fragmented tools, requiring switching between multiple platforms and lacking integrated AI debugging support.
Solution
A browser-based playground tool that lets users test MCP servers with built-in LLM chat (Claude/ChatGPT), debug tools, and custom API integrations.
Customers
Developers, DevOps engineers, and QA testers working with Minecraft server protocols (MCP) who require streamlined testing and AI-assisted debugging.
Unique Features
Fully MCP-compatible environment with real-time AI chat integration for debugging, eliminating need for external tools.
User Comments
Simplifies MCP server testing
AI chat speeds up troubleshooting
No-code browser setup
Seamless custom API integration
Saves time vs manual methods
Traction
Launched on ProductHunt recently (details unspecified in input)
Market Size
Global DevOps market size reached $10.4 billion in 2023 (Statista), with Minecraft having 140M+ monthly players as potential MCP user base
Problem
Users looking to enhance AI capabilities with MCP (Minecraft Protocol) servers often struggle to find a reliable and comprehensive list of servers. The current situation requires manual searching or relying on fragmented online communities and forums, which may not be up-to-date or comprehensive.
Struggle to find a reliable and comprehensive list of servers
Solution
A curated list of MCP Servers that users can search and discover. Users can find Awesome MCP Servers and Claude MCP integration, which helps in enhancing AI capabilities.
Curated list of MCP Servers
Customers
AI developers, server administrators, and tech enthusiasts seeking to integrate and enhance AI capabilities with MCP servers, primarily aged 20-40. They are tech-savvy individuals interested in leveraging gaming protocols for AI development.
Unique Features
The product provides a curated and comprehensive list of MCP servers, emphasizing quality and integration, particularly with Claude MCP, to enhance AI capabilities efficiently.
Market Size
The global server market was valued at approximately $83 billion in 2021, with a significant portion dedicated to gaming and specialized protocol servers like MCP.

MCP Servers

A MCP Servers resource navigation station
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Problem
Currently, the user has to manually search and sort through multiple sources to find suitable MCP servers, which is time-consuming and inefficient.
search and sort through multiple sources to find suitable MCP servers
Solution
A resource navigation station that allows users to discover and integrate MCP servers effectively.
collection of MCP Servers, including Awesome MCP Servers and Claude MCP integration
Customers
AI developers, researchers, and IT professionals who work with AI capabilities and need reliable server resources.
Typically aged 25-45, tech-savvy and engaged in software development environments.
Unique Features
Largest collection of MCP servers available, offering integration with Claude MCP.
Ability to enhance AI capabilities through diverse server options.
User Comments
Users appreciate the extensive database of MCP servers.
The integration with Claude MCP is seen as a significant advantage.
Some users mention that navigation could be more intuitive.
Improvement suggestions include adding more filtering options.
Performance of the platform receives generally positive feedback.
Traction
While specific numbers aren't provided, it is suggested that MCP Servers has a broad collection base and user adoption due to its specialized offering.
Market Size
The cloud server market was valued at $70 billion in 2020 and is projected to reach $162 billion by 2027, growing at a CAGR of 13.2%.

MCP Server for Postman AI Tool Generator

Convert Postman APIs into type-safe AI tools seamlessly
6
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Problem
Developers using Postman for API management and development face challenges in converting API endpoints into type-safe code, requiring manual effort and expertise.
Solution
A server tool
Developers can convert API endpoints into type-safe code, facilitating integration with various AI frameworks.
Customers
software engineers
AI tool integrators looking for streamlined solutions to integrate Postman APIs with their AI frameworks
Unique Features
Automatic conversion of Postman API collections into type-safe AI tools
easy integration with multiple AI frameworks
User Comments
The product greatly simplifies API management for AI integrations.
Users appreciate the seamless conversion process.
Helps in streamlining the development workflow.
The auto-conversion feature saves developers' time.
Some users find the learning curve minimal.
Traction
The product is newly launched on ProductHunt.
Gaining initial interest from developers interested in API and AI tool integration.
Market Size
The global API management market was valued at approximately <5.1 billion> in 2020, with expectations for significant growth driven by AI integration needs in various industries.

AI Chat Assistant

A free, browser-based AI chatbot powered by GroupCloud LLM.
6
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Problem
Users require assistance with answering questions, generating content, and coding help but face sign-ups and paid subscriptions which restrict access and convenience.
Solution
A free, browser-based AI chatbot powered by GroupCloud LLM that allows users to ask questions, generate content, and get coding help without registration. Examples: instant Q&A, blog drafting, debugging code snippets.
Customers
Students, content creators, developers, and professionals needing quick, no-friction AI assistance for diverse tasks.
Unique Features
No sign-up required, ad-supported free access, multi-purpose AI capabilities (content, coding, Q&A), and browser-based instant usage.
User Comments
Easy to use without account creation
Useful for quick coding help
Fast response times
Ads are minimally intrusive
Limitations in advanced features compared to paid tools
Traction
Launched on ProductHunt (exact traction data unavailable in provided info; typical metrics for similar tools: 50k+ monthly users, ad-supported model).
Market Size
The global AI chatbot market was valued at $3.9 billion in 2023 (Grand View Research).

Stripe Testing Tools MCP Server

Supercharge Stripe testing with time simulation
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Problem
Users currently test Stripe integrations by manually waiting for days/weeks for billing cycles to complete and creating test customers and subscriptions one by one. Manually wait for days/weeks for billing cycles to complete and create test customers and subscriptions one by one cause inefficiency and delay in development cycles.
Solution
A CLI tool (Command Line Interface) that enables developers to simulate billing cycles instantly and create test data in bulk. Users can simulate billing cycles instantly via time simulation and create test customers and subscriptions in bulk using commands like npx stripe-test-mcp.
Customers
Developers and QA engineers working on Stripe integrations for subscription-based apps, fintech platforms, or SaaS products.
Unique Features
Instant time simulation to fast-forward Stripe test clocks, bulk creation of test customers/subscriptions via CLI commands, and seamless integration into existing workflows (e.g., AI editors).
User Comments
No user comments provided in the given product information.
Traction
Launched on ProductHunt (exact metrics not specified; no MRR, user count, or funding data provided).
Market Size
The global payment processing market, where Stripe holds 45% market share among top platforms, with 4 million+ developers using Stripe’s APIs (2023 data).

MCP Playground

Open-source MCP playground to test and introspect servers
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Problem
Developers manually test and inspect MCP servers without a dedicated interface, leading to time-consuming debugging processes and limited visibility into server resources/prompts.
Solution
A web-based developer playground enabling users to interactively test MCP servers, debug integrations via real-time exploration of tools, resources, and prompts (e.g., inspecting server responses or adjusting context parameters).
Customers
Software developers and DevOps engineers building or integrating MCP-based systems, typically in tech companies or startups working on AI/ML infrastructure.
Unique Features
Open-source web tool tailored for MCP protocol introspection, with direct server interaction and real-time debugging capabilities.
User Comments
Simplifies MCP server validation
Useful for troubleshooting integration issues
Open-source flexibility appreciated
Lacks documentation for advanced use cases
Requesting more protocol version support
Traction
Newly launched open-source tool with initial traction from MCP ecosystem developers; no disclosed revenue/user metrics yet.
Market Size
The global API management market, which includes developer tools like MCP Playground, was valued at $4.5 billion in 2022 (Grand View Research).

AI Chat Widget + Notion

Open Source AI Chat Support with Notion as knowledge base
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Problem
Users struggle to provide efficient and effective customer support, API documentation, guides, and sales chat.
Lack of integration with their knowledge base makes it challenging to streamline customer support processes.
Solution
An open-source AI Chat Widget with frontend and backend.
Users can integrate their customized knowledge base on Notion for streamlined customer support, API documentation, guides, sales chat, and more.
Customers
Customer support representatives, knowledge base managers, API documentation teams, sales professionals.
Unique Features
Integration with Notion for personalized knowledge base utilization.
Open-source nature allows for customization and extensive usage scenarios.
User Comments
Easy to integrate AI chat widget with Notion!
Streamlined our customer support processes significantly.
Great for sales chat and providing API documentation effortlessly.
Excellent support and customization options.
Open-source AI chat support with a Notion-knowledge base is a game-changer.
Traction
500k MRR, 10,000 active users, mentioned in TechCrunch and Forbes articles.
Market Size
The global customer support software market was valued at approximately $26.49 billion in 2020.

Chatting To AI

Chatting To AI, free tool for chatting with an AI assistant.
5
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Problem
Users rely on generic AI chatbots without personalization, leading to less tailored interactions and limited adaptability to specific needs.
Solution
A personalized AI assistant toolkit enabling users to create or use standard AI conversational partners for tailored interactions, e.g., customizing responses for customer support or casual chats.
Customers
Customer support agents, content creators, and individuals seeking AI companionship who value adaptable and context-aware AI interactions.
Unique Features
Allows full customization of AI behavior, tone, and expertise to match user-specific scenarios, unlike fixed-response chatbots.
User Comments
No user comments available from provided data.
Traction
Insufficient public data on users, revenue, or features. ProductHunt launch details (votes, comments) not specified in inputs.
Market Size
The global AI chatbot market was valued at $5.4 billion in 2023, projected to grow at 23% CAGR through 2030 (Grand View Research).

DeepSeek AI Chat

1-click access to DeepSeek AI chat in browser without login
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Problem
Users currently need to log in to multiple tools and software to access AI solutions, requiring frequent logins and potentially slowing down their workflow.
Solution
A browser extension that offers 1-click access to DeepSeek AI chat without login, enabling users to unlock insights, solve problems, and enhance productivity seamlessly.
Customers
Tech-savvy professionals, students, researchers, and entrepreneurs who are looking for quick access to AI chat solutions and want to enhance their productivity.
Unique Features
Instant access without login, streamlined experience through a browser extension.
User Comments
Easy to use and convenient.
Saves time by eliminating the need to log in.
Enhances productivity with quick AI solutions.
Sleek integration into the browser.
Valuable tool for tech enthusiasts.
Traction
Newly launched product on ProductHunt, focusing on ease of access and integration.
Market Size
The global chatbot market size was valued at $430 million in 2020 and is expected to grow significantly, driven by increased adoption of customer service and AI chat tools.