Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者による説明(英語の原文)
Judge hardware timing/serial against a contract: pass/marginal/fail (WS2812, DShot, logs)
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
必要なもの
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
Claude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"hwcontract": {
"command": "uvx",
"args": [
"hwcontract"
]
}
}
}ターミナルでこれを実行します
claude mcp add hwcontract -- uvx hwcontractプロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"hwcontract": {
"command": "uvx",
"args": [
"hwcontract"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"hwcontract": {
"type": "stdio",
"command": "uvx",
"args": [
"hwcontract"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
これはパソコンで動くサーバーですが、ChatGPTがつなげるのはインターネット上のサーバーだけです。ほかのアプリを選んでください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
この設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
パソコンで動くサーバーです。インストールすると、ツール一覧がAIアプリに表示されます。
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月7日にチェック
レジストリ名は、リポジトリを所有するGitHubアカウント MohibShaikh で確認済みです
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
これはパソコンで動くため、インターネット上のエンドポイントはありません
パソコンで動き、代わりにローカルの設定を使います
パソコンで動くサーバーです。ツール一覧を読み取れるのは、インターネット上のエンドポイントがある場合だけです
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック1項目のうち1項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
レジストリには必須のキーは載っていません。ただし、最初に使うときにサインインを求めるサーバーもあります。
あなたのパソコンで動きます。必要なときにAIアプリが起動し、データは作者のサーバーを通りません(サーバー自体がオンラインサービスを呼び出す場合を除きます)。
GitHubリポジトリの最終更新は–、最新バージョン(0.6.1)がレジストリに届いたのは16 日前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。パソコンにPython (uv)も必要です。
同じカテゴリには:Spec Driven Development, Remote Desktop Commander, Georgia MCP
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日i
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.
An MCP server for Georgian public data, read from the organizations that publish it.
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
Your firmware is correct on paper and wrong on the wire.
Coding agents write WS2812 drivers, ESC bitstreams, and boot logs that pass review and then fail the moment the signal hits a real chip. hwcontract closes that loop. It captures what the hardware *actually* did and returns a verdict you can act on:
Two things a green verdict gives you beyond the table:
No hardware in your hand? The demo below runs the whole thing on a real recorded signal, so you can see exactly what you get before wiring anything up.
pip install hwcontract
python3 -m hwcontract.demo ws2812b
This downloads a recorded 24-LED NeoPixel capture from sigrok (about 109 KiB) on the first run, verifies its SHA256, then caches it in $XDG_CACHE_HOME/hwcontract or ~/.cache/hwcontract. It needs network access once; subsequent runs can use --offline. Use --cache-dir DIR or --capture PATH for a copy of the same pinned capture. No sigrok installation or hardware is needed. Capture provenance and license.
The capture is judged against two contracts. Same signal, two verdicts (output excerpt; each judgment also prints its evidence hashes):
real WS2812B signal: 300000 samples @24MHz, measured the way each contract's edges say (same as hwcontract --check)
=== generic WS2812 contract -> FAIL === edge window typ actual status hint T0H 200-500 350 333 PASS T0L 650-950 800 917 MARGINAL within one sample (41.7ns) of max; ... 1842 of 4275 pulses within one sample of the window T1H 550-850 700 833 MARGINAL within one sample (41.7ns) of max; ... T1L 450-750 600 417 MARGINAL 33ns past min, within one sample (41.7ns); ... RESET >=50000 50000 992250 PASS
=== matching WS2812B contract -> PASS === (all five edges PASS)
To judge the same capture yourself, the way you would judge your own:
python3 -m hwcontract.demo ws2812b --export capture.csv
hwcontract --check ws2812b capture.csv --samplerate 24MHz
Same hardware, two contracts: the generic one fails, the chip-specific one passes. The generic rows are MARGINAL rather than FAIL because at 24MHz each sample is 41.7ns, and every miss is smaller than that: the capture shows the signal is too close to the WS2812 limits, not that it is definitely past them. A WS2812B isn't a WS2812. Measure the real signal, hold it to a spec, and match the contract to the actual chip.
python3 -m hwcontract.demo spi
100 synthesized SPI frames as raw CS/SCK/MOSI waveforms at 100MHz, reduced to pin edges and judged against the bundled spi-frame contract. Frame 77 has a simulated DMA ordering fault: chip-select asserts after the clock starts. Frame 42 settles MOSI 10ns before the sampling edge. Both come back with exact timestamps. An additional artificial B/E jsontrace roundtrip tests the importer; those annotations are not real sigrok SPI decoder output:
cs-precedes-first-clock 800 1 FAIL trigger at 1540310ns: no gpio.cs.falling
in [1530310ns, 1540310ns] (first of 1) mosi-setup 800 1 FAIL forbidden spi.mosi.* at 843300ns is 10ns before spi.sck.rising at 843310ns
This is an offline, deterministic pin-timing demonstration. It does not decode SPI payload bytes or run a loopback test. python3 -m hwcontract.demo serial also works offline with synthetic clean and panicking boot logs. Repository commands such as python3 demo/spi_dma_temporal.py remain compatibility wrappers. All demos exit zero when their expected PASS/FAIL outcomes occur; use the judge CLI or MCP verdict for a production check.
measure: high, low or period, optionally after: another edge), so any single-line pulse protocol (an LED chip, a DShot rate, a PWM fan, a part released last week) is judged from its datasheet numbers alone. No protocol is hardcoded. Multi-line timing (I2C setup/hold, STEP/DIR) still needs an adapter that emits observations JSON.unmatched, one row per spread of widths. Failing rows say where: the time, and with a frame delimiter such as RESET, the frame and how many highs came before (for an LED strip, the bit index). The tool reports facts; the model reading them brings the protocol knowledge.spi-frame; decoder annotations need contracts matching the decoder's actual sources and event types.pip install hwcontract # judge + logic-analyzer adapter
pip install "hwcontract[serial]" # + live serial capture (pyserial) pip install "hwcontract[untrusted]" # + google-re2 (ReDoS-immune, for untrusted contracts) pip install "hwcontract[all]" # everything
Live logic-analyzer capture (check_capture) also needs sigrok-cli on PATH. Judge-only tools (judge_contract, judge_serial) need nothing extra.
hwcontract --help
hwcontract --version hwcontract --list-contracts # names, kinds, capture requirements hwcontract --list-contracts --json # also includes absolute installed paths hwcontract --check ws2812b capture.csv --samplerate 24000000 # judge a file you have
--check reads the file by the contract's kind: a 0/1 capture CSV (measured the way the contract's edges say) or observations JSON for timing, a log for serial, a trace for events. It exits 0 on PASS and 1 on FAIL, and --json prints the full verdict with every failing pulse's location.
These commands exit immediately. Bare hwcontract starts the MCP stdio server and waits for JSON-RPC requests on stdin.
One stanza per client, add it once. After install, the hwcontract command is on your PATH.
Claude Code
claude mcp add hwcontract -- hwcontract
Codex CLI: ~/.codex/config.toml
[mcp_servers.hwcontract]
command = "hwcontract"
opencode / Cursor / Gemini / any stdio MCP client
{ "mcpServers": { "hwcontract": { "command": "hwcontract" } } }
Transport is stdio by default (local, no auth surface). For remote-only
clients (e.g. ChatGPT connectors), run
hwcontract --http 8791and expose it
via a tunnel with
HWCONTRACT_TOKENset for bearer auth.
Speaks MCP 2026-07-28, the stateless revision: per-request
_meta,
server/discover, no handshake. Clients that still open withinitializeget
the old shape back. Each request picks its own era, so nothing to configure.
hwcontract (PATH issues)GUI apps and some agents don't inherit your shell PATH, so a bare hwcontract can fail with "command not found". Two robust fixes:
which hwcontract → put that full path in command.command: "python3", args: ["-m", "hwcontract.server"]. Works from any directory once installed.Contract paths: MCP tools accept short bundled names such as ws2812b, boot, or spi-frame, or their full filenames (ws2812b.contract.yaml). These names match the pytest plugin and Action; for DShot600 the name is dshot, and the mini LED name is ws2812b_mini. An existing project file wins. Relative paths resolve under HWCONTRACT_ROOT (default: the server's working directory). Arbitrary absolute paths and symlinks must stay within that root. Only exact installed paths returned by list_contracts may refer to bundled contracts outside it; this does not grant access to other package files. The lower-level judge and temporal module CLIs still take file paths.
| Tool | Hardware? | What it does |
|---|---|---|
list_contracts | no | List all 28 templates, kinds, installed paths and capture requirements. |
judge_contract | no | Judge given observations against a timing contract. Replay / testing. |
judge_serial | no | Judge a given log string against a serial contract's expect/forbid. |
judge_events | no | Judge decoded events against temporal assertions (when/require/within, forbid/while/before). |
judge_file | no | Judge a saved capture CSV, observations JSON, log or trace under HWCONTRACT_ROOT; same as hwcontract --check. |
check_capture | yes | Capture one live line and judge it against any measurable timing contract, one call. check_ws2812 / check_dshot are aliases. |
capture_ws2812 | yes | Just capture → WS2812-bucketed observations (no judging). |
check_serial | yes | Read a serial port for N seconds and judge the log. |
Event contracts check relationships for every occurrence, with latency distributions and first-failure timestamps. The bundled spi-frame contract requires gpio.cs.falling/rising, spi.sck.rising, and spi.mosi.* raw pin edges. A sigrok SPI Data annotation does not supply those events. Follow the complete multi-channel CSV-to-edge recipe to judge an actual capture. Semantic decoder checks use separate contracts matching the imported decoder rows.
Use the judge matching the contract kind: timing, serial, or events. Wrong-kind calls are errors. Serial logs longer than 1,000,000 characters are rejected, not silently truncated. CSV inputs must contain valid digital samples; malformed rows and empty captures are errors, not evidence of a passing device.
Prefer plain pytest over MCP? [`pytest
冒頭だけを表示しています。続きはリポジトリで読めます