Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Read-only NVIDIA GPU monitor: bottlenecks, VRAM forecast, crash diagnosis, pre-render check, jobs.
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Download the maker’s .mcpb file
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Run this in your terminal
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Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
The registry name was verified with the GitHub account formray, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
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It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (1.2.0) reached the registry 8 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need MCPB on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, HotCodePush
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Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Manage over-the-air (OTA) updates for React Native, Expo, Capacitor and Cordova apps.
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The lightest real-time GPU monitor for NVIDIA cards, and the one that explains itself:
what is holding your work back, when VRAM will run out, why the PC went down, and how this
render compares with the last one. It only reads: it never touches clocks, fans, power
limits or the network.
By Formray.
Tachyon 1.0 is the first release. The 5.0 to 5.1.1 builds were previews before 1.0; see the changelog.
New in 1.3:
tachyon.exe --hex-demo cycles through the six states; tachyon.exe --hex-state=alarm holds one. Nothing is recorded in preview mode.New in 1.2:
diagnose_crash shows the last 30 s at that resolution (last_seconds): a +200 W step within 100 ms, power brake or a hardware slowdown just before the stop are named as hints. Measured on an RTX 5080: no extra CPU above the run-to-run noise (the whole Tachyon stays at 1-1.7% of one core, as 1.1.0), one extra thread.get_pcie_link tool.get_process_vram answers "who held VRAM between 18:00 and 18:30?" with peak, average and a timeline per process.tachyon mark start --job "shot 12" and tachyon mark end --job "shot 12"; Tachyon reports the job: duration, average and peak GPU load, peak VRAM, average and peak power, energy (and cost), time clock-limited by power or heat, the PCIe link and the processes holding the most VRAM. In the status and the get_job_reports tool.New in 1.1:
4k, 2160p, uhd, 3840x2160, ffmpeg scale=). From the VRAM those runs' own processes needed and what other apps hold right now it says *should fit*, *tight* or *likely out of memory* ("At 4K this job needs ~15.2 GB of VRAM; 14.0 GB is free. Likely out of memory, or very slow."), names idle apps whose memory closing would free, and gives the expected duration. With one loose match or runs that differ a lot it gives no verdict rather than a false alarm. Hex says it once per job when it is confident; the panel shows it under the bottleneck; agents get the preflight tool.diagnose_crash tool, which can also diagnose an older crash straight from the Event Log and the flight recorder (around: "2026-10-22" or "2026-10-26 18:09", matched against the moment the PC actually stopped). A power-off while the GPU was idle points to a power cut or a manual power-off rather than the GPU's power draw; RAM running below its standard speed, a clock that jumped at the restart and a slow BIOS start are reported as signs that the BIOS settings were reset. Times Windows wrote before the stop that are older than the flight recorder's last sample (EventLog 6008's "last sign of life", the last log entry) are marked as stale, never given as the moment the PC stopped.New in 1.0, all worked out on the PC from the readings Tachyon already takes (no extra polling, no cloud, no AI model):
price_per_kwh to see what each job cost.agent_api = true); it runs on pipes, not the network.Carried over from the previews:
python.exe via ComfyUI.exe) and its own SM / ENC / DEC % and VRAM. Idle desktop processes are hidden until you click *show all*. The categories are rules in a toml file.| Path | What it does |
|---|---|
src/gui.rs | Island and panel: Win32 layered windows, layout, input, the right-click menu and the mode switch |
| src/gui/companion.rs | Hex and its bubble: windows, hit testing, frame scheduling, dragg
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