hwcontract
hwcontract judges hardware signals and logs against contracts, returning PASS/MARGINAL/FAIL/MISSING verdicts with evidence.
List bundled contract templates, their kinds, paths, and capture requirements.
Judge timing observations against a contract without hardware.
Capture a live WS2812 signal and return pulse-width observations.
Capture and judge a live WS2812 or DShot600 signal in one call.
Judge serial boot logs against required/forbidden regex patterns.
Judge decoded hardware events against temporal assertions such as when/require/within and forbid/while/before.
Read a serial port for a set time and judge the captured log.
Use pure judge/list tools offline; live capture tools need sigrok-cli or serial hardware.
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@hwcontract Can you check the WS2812 signal against the WS2812B contract?"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
hwcontract
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:
PASS: within spec
MARGINAL: in spec but too close to a rail. Works on your bench, dies on a cold board in the field. It fails the verdict: the judge will not ship it.
FAIL: out of spec, with the measured value and how far off it is
MISSING: a required observation is absent; this also fails the verdict
Two things a green verdict gives you beyond the table:
Every pulse is judged, not just the median. Captures carry the full pulse distribution; a glitchy tail that a median hides comes back as marginal or fail, with the violating-pulse count in the hint.
No verdict finer than the capture can see. A width measured from samples is only known to one sample period. FAIL needs the signal out of spec by more than that, PASS needs it inside by at least that; anything closer is MARGINAL with a hint to capture at a higher samplerate.
Evidence on every verdict: contract hash, capture hash, capture parameters, tool version, timestamp. A green build in CI traces back to the exact bytes that produced it.
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.

Replay a real capture
pip install hwcontract
python3 -m hwcontract.demo ws2812bThis 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 24MHzSame 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.
Related MCP server: agent-gate
See the temporal engine catch a DMA bug
python3 -m hwcontract.demo spi100 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 843310nsThis 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.
What you get
28 bundled contract templates, including WS2812-family LEDs, DShot, servo/I2C/sensor/stepper timing, serial boot logs, and SPI pin ordering. They are a spec library, not 28 ready-to-use capture integrations. Verify the template against your exact part and its datasheet.
New hardware is a YAML file. A timing edge says what it measures on a 0/1 capture (
measure: high,loworperiod, optionallyafter: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.Every pulse is accounted for. Each one lands on the edge whose window holds it, or is blamed on the nearest window within 2x; a pulse the contract cannot explain fails as
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.Temporal assertions on normalized events. Raw pin transitions feed
spi-frame; decoder annotations need contracts matching the decoder's actual sources and event types.An MCP server your agent can call, or plain CLI commands you can run by hand.
Evidence on every verdict: contract hash, capture hash, capture parameters, tool version, timestamp. A green build traces back to the exact bytes.
Reasonable by default: timing edges are all measured in nanoseconds, serial contracts are Python regex, verdicts come back with the measured value and the delta so an agent knows exactly what to fix.
Install
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]" # everythingLive 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.
Wire it into an agent
One stanza per client, add it once. After install, the hwcontract command is
on your PATH.
Claude Code
claude mcp add hwcontract -- hwcontractCodex 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 withHWCONTRACT_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.
If the client can't find 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:
Use the absolute path:
which hwcontract→ put that full path incommand.Or invoke via Python (no PATH lookup for the script):
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.
The tools
Tool | Hardware? | What it does |
| no | List all 28 templates, kinds, installed paths and capture requirements. |
| no | Judge given observations against a timing contract. Replay / testing. |
| no | Judge a given log string against a serial contract's expect/forbid. |
| no | Judge decoded events against temporal assertions (when/require/within, forbid/while/before). |
| no | Judge a saved capture CSV, observations JSON, log or trace under |
| yes | Capture one live line and judge it against any measurable timing contract, one call. |
| yes | Just capture → WS2812-bucketed observations (no judging). |
| 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-hwcontract is a
plugin that turns verdicts into tests: a FAIL, MARGINAL or MISSING edge fails
the test with the verdict table in the message, JUnit included.
Gate CI on it
The repo ships a GitHub Action, so captures checked into the repo get judged on every PR:
- uses: MohibShaikh/hwcontract@action-v0
with:
timing: "ws2812b=captures/strip.csv" # contract=capture-glob, bundled names work
serial: "boot=logs/boot.log"
samplerate: 24000000 # for CSV captures (0/1 per line)
junit: hwcontract-junit.xml # shows in the tests tabA FAIL, MARGINAL or MISSING edge fails the step, annotates the failing line,
and writes JUnit. Timing CSVs are measured the way the contract's edges say,
the same judging as hwcontract --check; contracts without measure: take
observations JSON. The
action self-tests on every push to this repo with one clean and one
deliberately broken capture.
Replaying an unchanged recorded capture checks the judge and contract against those recorded bytes. It does not test newly built firmware. To gate a firmware change, flash that build, collect a fresh capture/log, and judge it; retain the firmware revision, capture parameters and verdict evidence together.
How it fits together
observers (capture) judge (this repo)
───────────────────── ─────────────────
logic analyzer ─ pulse widths ─┐
serial port ─ log text ─────┼─► contract × observation ─► PASS/MARGINAL/FAIL/MISSING
sigrok jsontrace ─ events ──────┘ (judge.py / temporal.py)judge.py. The pure judge for timing and serial, plus contract validation. No hardware, no framework, cached.temporal.py. Cross-event temporal assertions: selectors, signed windows, latency distributions, first-failure timestamps.jsontrace.py. Imports sigrok-cli's Google Trace Event JSON into normalized events.sigrok_adapter.py. Reads 0/1 captures from CSV or live sigrok; its fixed WS2812 bucketing backscapture_ws2812.serial_adapter.py. Captures a serial log, or replays a saved one.measure.py. Turns a 0/1 capture into observations the way a contract's edges say, and locates every pulse. No protocol tables.check.py. Judges a capture, log or trace by its contract's kind. Shared byhwcontract --check, the MCP tools, the pytest plugin and the GitHub Action.server.py. The MCP server, stdio and HTTP JSON-RPC, stdlib only.*.contract.yaml. What "correct" looks like. Human-editable, and they double as regression tests.
The contract format
Timing (ws2812.contract.yaml, dshot.contract.yaml): pulse widths in ns
contract: ws2812
headroom_pct: 20 # in-spec but within 20% of a rail => "marginal"
edges:
- {name: T0H, min: 200, typ: 350, max: 500} # '0' bit high timeSerial (boot.contract.yaml) uses Python regex:
contract: boot
kind: serial
expect: ["IMU init OK", "boot v\\d+"]
forbid: ["panic", "Guru Meditation", "\\bnan\\b"]Events (spi-frame.contract.yaml) assert relationships between decoded
events — SVA-style temporal checks on raw pin edges or sigrok annotations:
contract: spi-frame
kind: events
assertions:
- {name: cs-precedes-first-clock, when: spi.sck.rising,
require: gpio.cs.falling, within: [-10us, 0ns]}
- {name: mosi-setup, when: spi.sck.rising,
forbid: spi.mosi.*, before: 20ns}A new contract needs matching observations. Add an adapter when the existing capture paths do not emit them; YAML alone does not add protocol support.
Kill switch
Instantly disable every hardware-touching tool (captures) while leaving the pure judge tools working:
export HWCONTRACT_SAFE=1Security
Every tool argument is treated as hostile, since the caller is an LLM that can be
prompt-injected. Arbitrary contract paths are confined to the server working directory,
with HWCONTRACT_ROOT overriding it; exact bundled contracts are allowlisted. driver/channel/port are charset-validated,
samples/seconds/samplerate are clamped, sigrok-cli runs with a timeout,
YAML is safe_load. Do not expose this server over the network without adding
authentication.
Self-tests: no hardware, run from anywhere
hwcontract --selftest # full MCP round-trip
python3 -m hwcontract.judge --demo # tiny synthetic self-test, includes MISSING RESET
python3 -m hwcontract.sigrok_adapter --demo
python3 -m hwcontract.serial_adapter --demo
pytest # the tests/ suite; pip install -e .[dev]CI runs the suite on every push and PR, and the PyPI publish job waits for it.
Available Tools
8 toolscapture_ws2812A
Capture the WS2812 data line via sigrok and return measured pulse-width observations (T0H/T1H/...).
Inputs: driver, channel, samples, samplerate.
check_dshotB
Capture a live DShot600 ESC signal AND judge it against a contract in one call.
Inputs: contract_path (required), driver, channel, samples, +1 more.
check_serialB
Read a serial port for N seconds AND judge its log against a contract's expect/forbid patterns.
Inputs: port (required), contract_path (required), baud, seconds.
check_ws2812A
Capture a live WS2812 signal AND judge it against a contract in one call. The one-shot an agent reaches for.
Inputs: contract_path (required), driver, channel, samples, +1 more.
judge_contractB
Judge observations against a timing contract -> PASS/MARGINAL/FAIL/MISSING. No hardware; use for replay or when an adapter already captured.
Inputs: observations (required), contract_path (required).
judge_eventsB
Judge decoded hardware events against an events contract's temporal assertions (when/require/within, forbid/while/before). Events: [{source, type, start_ns, end_ns, fields}].
Inputs: events (required), contract_path (required).
judge_serialA
Judge a captured serial log against expect/forbid patterns. No hardware; use for replay or logs another tool already captured.
Inputs: log (required), contract_path (required).
list_contractsA
List bundled contract templates, names, kinds, installed paths, and capture adapter requirements. No hardware.
Inputs: no named parameters.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
Loading tool schema changelog…
TDQS
Scored across 8 tools
The set splits cleanly into judge_* (no-hardware judging of already-captured data), check_* (capture + judge in one call), and capture_ws2812 (capture only), and descriptions explicitly guide selection (e.g. check_ws2812 is 'the one-shot an agent reaches for'). Minor overlap remains between judge_contract (timing contract) and judge_events (events contract) and judge_serial, but each is scoped to a distinct contract kind or data source so boundaries are mostly clear.
All names use a consistent snake_case verb_noun pattern (list_, judge_, capture_, check_). The only wrinkle is semantic: capture_ws2812 and check_ws2812 both 'capture' the WS2812 line but use different verbs, and there is no capture_dshot/capture_serial to mirror capture_ws2812, creating mild asymmetry despite uniform formatting.
Eight tools is well within the ideal 3-15 range and each family (list, judge, capture, check) covers a genuine need. Slight redundancy exists since capture_ws2812 is partially subsumed by check_ws2812, but the raw-observation use case justifies keeping both.
Coverage spans listing, capturing, and judging for timing/events/serial/WS2812/DShot, but the contract lifecycle is thin: list_contracts exists with no create/update/delete or contract-authoring operation, and raw-only capture exists for WS2812 but not for DShot or serial. These are workable but notable gaps for a contract-driven validation toolset.
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