Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Judge hardware timing/serial against a contract: pass/marginal/fail (WS2812, DShot, logs)
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"hwcontract": {
"command": "uvx",
"args": [
"hwcontract"
]
}
}
}在终端中运行这条命令
claude mcp add hwcontract -- uvx hwcontract粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"hwcontract": {
"command": "uvx",
"args": [
"hwcontract"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"hwcontract": {
"type": "stdio",
"command": "uvx",
"args": [
"hwcontract"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 MohibShaikh 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.6.1)于17天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Python (uv)。
同一分类中有:Spec Driven Development, Remote Desktop Commander, 御府和田玉 在售作品查询
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间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.
Live in-stock Hetian jade from Yufu, Shanghai: prices, monthly price guide, book a viewing.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
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
只显示了开头部分;其余内容请在仓库中阅读