MCP Playground: Test MCP Servers Without Setup
An MCP playground lets you test and debug MCP servers directly in your browser. Compare 7 MCP inspector tools including Smithery, Glama, MCP Inspector, and MCPize. Find the best tool for testing MCP tools online.
Table of Contents
What is an MCP Playground?
An MCP playground (also called MCP inspector) is a debugging tool for testing Model Context Protocol servers. It provides a web or desktop interface to call tools, access resources, view prompts, and inspect JSON-RPC messages without writing code.
MCP server testing tools are essential for developers building or integrating MCP servers. They let you verify tool implementations, test resource access, and debug issues before deploying to production clients like Claude Desktop or Cursor.
MCP Playground Comparison Table
Compare features across 7 MCP testing tools. Find the right playground for your debugging needs.
| Feature | Smithery | MCPize | Glama | MCP Inspector | MCP Playground | TRMX | MCPJam |
|---|---|---|---|---|---|---|---|
| Type | Web SaaS | Web SaaS | Web SaaS | CLI + Browser | Web SaaS | Desktop App | Web SaaS |
| LLM Chat | Free + BYOK | Multi-model | Built-in | Free LLM | |||
| Free LLM | ? | Grok 4.1 Fast | Freemium | GPT-4o/Claude | |||
| Multiple Servers | Parallel | ||||||
| Compare Models | Split-view | GPT vs Claude | |||||
| Cost Tracking | ? | ||||||
| Sync Mode | |||||||
| Server Proxy | |||||||
| Tools List | |||||||
| Resources | |||||||
| Prompts | |||||||
| Form Input | Auto-gen | Auto-gen | JSON Schema | ||||
| JSON-RPC Logs | |||||||
| Export Config | Claude/Cursor | Claude/Cursor | mcp.json | ||||
| Agent Tests | Coming | Future | |||||
| Hosted Servers | 2,800+ | 500+ | 44k+ tools | ||||
| Free Tier | Freemium | Open source | Open source |
Key Differentiators: When to Use Which Tool
Built-in hosting + Agent Unit Tests (coming)
Server-side proxy, split-view model comparison, cost tracking, 85% revenue share
Multi-model chat (GPT-4/Claude comparison), 44k tools
Official tool, export configs, local stdio support
Zero-setup web testing, OAuth flows
Desktop app, multiple parallel connections
Free GPT-4o/Claude/Gemini included, BYOK option
Last updated: December 2026. Data from official sources and testing.
Inspector Mode vs Chat Mode
Inspector Mode (No LLM)
Manually call tools and access resources. Full control over inputs. No LLM costs.
- Direct tool invocation with form inputs
- View raw JSON-RPC request/response
- Zero token costs
- Best for debugging and unit testing
Chat Mode (With LLM)
Natural language interaction. LLM decides which tools to call. Closer to production use.
- ChatGPT-like conversation interface
- LLM automatically selects tools
- Tests real-world usage patterns
- Requires API key or paid tier
BYOK: Best of Both Worlds
Bring Your Own Key (BYOK) lets you use Chat mode with your own OpenAI/Anthropic API key. You control costs and the platform charges no LLM markup. MCPize uses this approach for Chat mode while keeping Inspector mode completely free.
Who Pays for LLM Tokens in Chat Playgrounds?
Chat mode requires an LLM. Different platforms handle token costs differently.
| Platform | Payment Model | Details |
|---|---|---|
| Glama | BYOK + Paid plan | Free tier = basic chat. Paid ($26/mo) = MCP + more models. Need API key via "Gateway" |
| MCPJam | Free + BYOK | Free GPT-4o, Claude Sonnet, Gemini 2.5 included. Or use your own key |
| Smithery | Unclear | Playground available, but pricing not public. Requires Smithery API key |
| MCP Inspector | No LLM | Manual testing only, no chat feature. Zero token costs |
| MCPize | BYOK Only | Inspector = free, no LLM. Chat = your API key, no markup. You control costs |
LLM Chat Business Models Explained
BYOK (Bring Your Own Key)
- User provides OpenAI/Anthropic API key
- Platform proxies requests
- User pays LLM provider directly
- Platform: $0 LLM cost
Platform Pays (Loss Leader)
- Platform provides free LLM access
- Attracts users, builds ecosystem
- Monetizes later (hosting, enterprise)
- MCPJam model: free GPT-4o/Claude
Subscription Includes LLM
- Monthly fee ($26/mo Glama)
- Includes X tokens/month
- Overage billed separately
- Predictable revenue for platform
Per-Token Billing
- User pays per request
- Platform adds margin on top
- Transparent, pay-as-you-go
- Fair for light usage
MCPize Approach: Transparent BYOK
MCPize Inspector is 100% free with no LLM costs. For Chat mode, we use BYOK only — you provide your API key, pay your LLM provider directly, and we add zero markup. No hidden fees, no subscriptions required for testing.
Key MCP Playground Features
Tool Testing
Call MCP tools with auto-generated forms from JSON Schema. View results instantly without writing code.
JSON-RPC Logging
Inspect raw request/response payloads. Essential for debugging schema issues and error handling.
Resource Browser
List and read MCP resources. Verify URI patterns and content types work correctly.
Prompt Testing
View available prompts and test them with different arguments. Essential for prompt-heavy servers.
SSE/HTTP Support
Connect to remote servers via SSE or HTTP transport. Test hosted deployments directly.
OAuth Integration
Test servers that require authentication. Handle OAuth flows without manual token management.
MCPize Inspector & BYOK Chat
A two-phase approach to MCP testing: free Inspector mode for debugging, BYOK Chat for production testing.
Inspector Mode
Test your deployed MCP servers without any LLM costs.
- Call tools with form-based inputs
- View resources and prompts
- JSON-RPC request/response logs
- Test different server revisions
- 100% free, no API key required
BYOK Chat Mode
Add your API key for natural language MCP testing.
- ChatGPT-like interface
- LLM automatically calls tools
- Support for OpenAI, Anthropic, others
- Test production usage patterns
- Your key, your costs, no markup
What Makes MCPize Inspector Different
How to Test MCP Servers Online
Choose a Playground
Pick based on your needs: MCP Inspector for local debugging, Smithery/Glama for hosted servers, MCPize for deployment integration.
Connect to Your Server
Enter the server URL (for remote) or start via CLI (for local). Most playgrounds support SSE and HTTP transports.
Test Tools and Resources
Use the generated forms to call tools with different inputs. Check resources and prompts work correctly.
Debug with JSON-RPC Logs
Inspect raw request/response payloads to identify schema issues or error handling problems.
Frequently Asked Questions
Which MCP Playground Should You Use?
Choose based on your primary use case:
MCP Inspector
Official tool from Anthropic. Best for local development with stdio transport.
View on GitHubSmithery
Free hosting with built-in playground. Great for quick testing of deployed servers.
Compare SmitheryGlama
AI workspace with VM isolation. Best for enterprise security requirements.
Compare GlamaMCPize
Deploy, test, and monetize. Inspector for debugging, BYOK Chat for production testing.
Start BuildingTRMX
Cross-platform desktop client. Supports multiple server connections in parallel.
Visit TRMXMCP Playground
Quick web testing at scriptbyai.com. No account needed for basic functionality.
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