MCPJam vs Isothrum
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
MCPJam compared with Isothrum
| Detail |
MCPJam |
Isothrum |
| What it does | Test, debug, and evaluate MCP servers across every major AI client
| A GNS3-style editor for containers, VMs, switches and routers that runs in your browser
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| Stage | Not given
| Not given
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| Founded | Not given
| 2022
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| Based in | US
| FR
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| Pricing model | Freemium
| Free
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| Pricing | Free: $0/mo with 200 credits/day and 500 free eval iterations. Pro: $24/mo (billed annually at $288/year) with 5,000 credits/mo. Team: $199/mo (billed annually at $2,388/year) with 50,000 credits/mo. Enterprise: Custom pricing. Additional credits: $10 per 1,000 credits (Pro), $9 per 1,000 credits (T
| Not given
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| Key features | Not given
| - Visual lab editor with drag-and-drop interface for network devices
- Mix containers and VMs in the same lab
- Configure switches with VLANs and trunks
- Automatic or manual routing between networks
- Add network conditions like latency, jitter and packet loss
- Export to Docker Compose, Vagrant, Proxmox, Kubernetes and cloud platforms
- Import GNS3 projects and convert them to labs
- Real-time validation as you design
- Desktop app with consoles, VNC screens and packet capture
- Works offline and runs entirely in the browser
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| What makes it different | - Tests how external AI clients use your MCP server, not just how your code runs
- Open source core runs locally or in your own CI, never sees live traffic
- Evaluations score tool choice and goal completion across repeated runs, not brittle assertions
- Automatically maintains current behavior of 16+ AI clients so your tests stay relevant
- Framework and deployment agnostic: works with any MCP server however it was built
| - Runs in your browser with no installation or account required
- Exports to multiple environments from one lab design
- Private by design with no data leaving your browser
- Open isoloom.yml format that you own and can version control
- Can import and convert existing GNS3 projects
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| Free plan | Not given
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| Open source | Not given
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| Platforms | Not given
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| Public API | Not given
| Not given
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| Community votes | 0 | 0 |
| DR (Domain Rating by Ahrefs) | 63 ▲ +1 (up) since last check | 2 ● no change since last check |
| Trust Flow (Majestic) | 20 | 0 |
| Citation Flow (Majestic) | 42 | 0 |
| Referring domains (Majestic) | 399 | 0 |
4 details filled in for both companies.
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