| What it does | The API between AI agents and silicon
| Compress prompts and reduce LLM API costs while preserving answers
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| Stage | Not given
| Startup
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| Founded | 2023
| 2024
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| Based in | DE
| Not given
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| Pricing model | Freemium
| Free
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| Pricing | Free tier: 1,000 credits per day, resets every 24 hours. Pay-as-you-do: €10 per 1,000 credits. Enterprise: Custom pricing with volume commit, on-prem, and SLAs.
| Open beta: $0/month with unlimited API calls, all features, and no credit card required. After beta: a generous free tier and simple usage plans with early users keeping their perks.
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| Key features | - Compile firmware against production toolchains remotely without installation
- Execute firmware on virtual chip instances with verdict, trace, and register state
- Unit and integration testing on virtual hardware with coverage reports
- Inject synthetic sensor data into running firmware
- Query collective embedded corpus for chip-specific solutions
- Support for Rust, C, and multiple RTOS frameworks
| - Compress long prompts, logs and documents by removing filler while preserving code, numbers and facts
- Convert web pages to clean Markdown instead of raw HTML
- Shrink JSON responses into TOON format with headers and CSV-like rows
- Available as MCP server for Claude, Cursor, Windsurf and VS Code
- Gateway integration for OpenAI and Anthropic SDKs
- REST API for direct integration
- Self-hosted or hosted gateway options
- Dashboard showing token and cost savings
- Works with any chat model including local models
- Output modes to control answer verbosity: lite, caveman and ultra
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| What makes it different | - Virtual instances of actual target chips, not generic CPU emulation, with same binary, peripherals, and interrupt timing as physical boards
- Shared corpus that deepens with every call, allowing agents to inherit knowledge from previous runs
- Eliminates need for physical hardware for testing, porting, and debugging
- Single MCP endpoint exposes cross-compilation, peripheral simulation, sensor IO, and chip-specific plumbing
- Access to licensed toolchains on demand without local installation
| - Rule-based compression takes milliseconds without using another LLM
- Your API key never leaves your infrastructure when using self-hosted gateway
- Streaming, tool calling and function calling work unchanged
- Real-world savings up to 42% on monthly LLM bills according to calculator
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 28 ▼ −1 (down) since last check | 2 ● no change since last check |
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| Trust Flow (Majestic) | 5 | 3 |
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| Citation Flow (Majestic) | 27 | 27 |
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| Referring domains (Majestic) | 117 | 58 |
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Chiplab
AgentReady