PyLabRobot
Use PyLabRobot's hardware-agnostic frontends, resource tree, trackers, and
device-specific backends to develop laboratory automation. Default to local
manifest validation, bookkeeping, and the software-only chatterbox backend.
Verified snapshot
- PyPI stable:
PyLabRobot==0.2.1, released 2026-03-23.
- Upstream requirement: Python >=3.9. This skill uses Python 3.11 for its
reproducible smoke tests.
/stable/ documentation identifies itself as 0.2.1. /dev/ and repository
main describe unreleased work and must not be assumed available in 0.2.1.
- Stable liquid-handler backends include
STARBackend, VantageBackend,
EVOBackend, OpentronsOT2Backend, and the offline
LiquidHandlerChatterboxBackend.
- PyLabRobot's GitHub Releases page has no 0.2.x software release entry; use
the PyPI history,
v0.2.1 tag, and changelog as release evidence.
Non-negotiable hardware boundary
Never connect to, initialize, home, move, heat, shake, spin, pump, open/close,
or otherwise command physical equipment automatically. Do not turn a simulation
plan into a live backend merely by changing an environment variable, config
value, or import.
Before any separately authorized live run, require a trained human to:
- Explicitly confirm the exact backend, device identity, firmware, transport,
deck, and protocol revision.
- Reconcile the physical deck against the resource tree, including carriers,
adapters, lids, plates, tip racks, waste, labware orientation, barcodes, and
every occupied coordinate.
- Verify calibration, teaching, motion envelopes, collision risks, gripper or
channel clearances, and all aspiration/dispense coordinates.
- Review source identity and actual fill volume, dead volume, destination
capacity, tip type/capacity/filter compatibility, channel mapping, units,
heights, rates, liquid class, blowout/mixing, and contamination boundaries.
- Confirm guards, doors, waste capacity, containment, emergency stop readiness,
PPE, biosafety/chemical controls, and a safe abort/recovery procedure.
- Approve a slow dry run or nonhazardous commissioning run when anything is
new or changed.
Tracker state is bookkeeping, not sensing. It cannot prove that liquid or a
tip is physically present. The Visualizer renders resource/tracker events; it
does not model physics. Chatterbox prints planned operations; it does not prove
calibration, reachability, collision freedom, liquid behavior, or device state.
Required intake
Do not guess any of these:
- Exact device model, installed options, firmware, computer/OS, and transport.
- Stable PyLabRobot version and required extras.
- Deck/deck origin, carriers, adapters, resource definitions, dimensions,
coordinates, orientations, and motion clearances.
- Plate/tube/reservoir capacities and dead volumes; initial physical volumes.
- Tip model, filter, fitting, capacity, rack state, channel count, and channel
mapping.
- Transfer units (
uL, mm, uL/s, s), heights, rates, mixing, air gaps,
blowout, liquid properties, and validated vendor liquid class.
- Contamination policy, controls, waste handling, operator interventions,
acceptance criteria, and recovery procedure.
If information is missing, produce an assumptions/blockers list and an offline
draft only.
Reproducible install
For offline API inspection and chatterbox simulation:
uv venv --python 3.11 .venv-pylabrobot
uv pip install --python .venv-pylabrobot/bin/python "PyLabRobot==0.2.1"
On Windows, use .venv-pylabrobot\Scripts\python.exe. Do not install hardware
extras until the user names the device and explicitly approves its transport
dependencies. Then inspect the matching stable device page before considering a
pin such as "PyLabRobot[serial]==0.2.1" or "PyLabRobot[usb]==0.2.1".
Offline-first workflow
Run from the repository root. Every bundled CLI uses strict, bounded UTF-8
JSON/CSV, local non-symlink paths, fixed allowlists, and JSON output. None can
select a live backend.
python3 skills/pylabrobot/scripts/validate_manifest.py \
--input tests/pylabrobot/fixtures/protocol_manifest.json
python3 skills/pylabrobot/scripts/check_deck_geometry.py \
--input tests/pylabrobot/fixtures/protocol_manifest.json
python3 skills/pylabrobot/scripts/plan_transfers.py \
--manifest tests/pylabrobot/fixtures/protocol_manifest.json \
--transfers tests/pylabrobot/fixtures/transfers.csv
python3 skills/pylabrobot/scripts/generate_simulation_plan.py \
--manifest tests/pylabrobot/fixtures/protocol_manifest.json \
--transfers tests/pylabrobot/fixtures/transfers.csv
python3 skills/pylabrobot/scripts/inspect_backends.py \
--expected-version 0.2.1 --strict
The geometry checker uses conservative static axis-aligned boxes; it is not a
motion planner. The transfer planner requires one new tip per row and checks
source/dead/destination volumes, tip capacity, wells, channels, heights, rates,
units, and allowlists. Review
assets/protocol-manifest.schema.json and the synthetic fixtures before making
a project-specific manifest.
Verified software-only example
The exact backend below is software-only. Do not substitute a hardware backend.
from pylabrobot.liquid_handling import LiquidHandler
from pylabrobot.liquid_handling.backends import LiquidHandlerChatterboxBackend
from pylabrobot.resources import (
Cor_96_wellplate_360ul_Fb,
PLT_CAR_L5AC_A00,
TIP_CAR_480_A00,
hamilton_96_tiprack_1000uL_filter,
set_tip_tracking,
set_volume_tracking,
)
from pylabrobot.resources.hamilton import STARLetDeck
set_tip_tracking(True)
set_volume_tracking(True)
deck = STARLetDeck()
tip_carrier = TIP_CAR_480_A00(name="tip_carrier")
tips = hamilton_96_tiprack_1000uL_filter(name="tips")
tip_carrier[0] = tips
plate_carrier = PLT_CAR_L5AC_A00(name="plate_carrier")
source = Cor_96_wellplate_360ul_Fb(name="source")
destination = Cor_96_wellplate_360ul_Fb(name="destination")
plate_carrier[0] = source
plate_carrier[1] = destination
deck.assign_child_resource(tip_carrier, rails=3)
deck.assign_child_resource(plate_carrier, rails=15)
source.get_well("A1").tracker.set_volume(100.0) # planned state, not sensing
lh = LiquidHandler(backend=LiquidHandlerChatterboxBackend(), deck=deck)
await lh.setup() # safe here only because the backend above is software-only
try:
await lh.pick_up_tips(tips["A1"])
await lh.aspirate(source["A1"], vols=[10.0])
await lh.dispense(destination["A1"], vols=[10.0])
await lh.return_tips()
finally:
await lh.stop()
API rules that prevent stale code
- Current names are
STARBackend, VantageBackend, EVOBackend, and
OpentronsOT2Backend; do not use stale STAR, TecanBackend,
OpentronsBackend, or ChatterboxBackend imports.
- Use
LiquidHandlerChatterboxBackend for generic offline liquid-handler
testing. ChatterBoxBackend is a separate legacy-named export; do not
conflate the two.
Visualizer(resource=...) is valid, followed by await vis.setup() and
await vis.stop(); it starts localhost HTTP/WebSocket servers and may open a
browser.
- There is no generic
from pylabrobot.liquid_handling import LiquidClass in
0.2.1. Stable liquid classes are vendor-specific, for example
pylabrobot.liquid_handling.liquid_classes.hamilton.HamiltonLiquidClass.
- Most frontend methods are async. Backend kwargs and capabilities are
vendor/model specific; a shared frontend does not imply identical behavior.
References
- Liquid handling — operations, tips, tracking,
liquid classes, units, and validation.
- Resources — decks, coordinates, plates, tip racks,
collisions, state, and serialization.
- Hardware backends — verified names,
support levels, capabilities, and live-run gate.
- Analytical equipment — plate readers
and scales.
- Material handling — pumps, heaters,
shakers, temperature control, storage, and centrifuges.
- Visualization — chatterbox, Visualizer,
localhost services, and simulation limits.
Dated upstream sources
Checked 2026-07-23:
1---
2name: pylabrobot
3description: Develop and review PyLabRobot lab-automation resources, liquid-handling plans, offline simulations, and supported-device integrations. Use for PyLabRobot protocols or API questions; keep physical execution behind an explicit operator safety gate.
4license: MIT
5compatibility: Verified against PyLabRobot 0.2.1 on Python 3.9+. Bundled planning CLIs require only Python 3.11+ and make no serial, USB, or network connections. Physical devices need model-specific extras, configuration, calibration, and trained operator approval.
6allowed-tools: Read Write Edit Bash
7metadata:
8 version: "1.2"
9 skill-author: "K-Dense Inc."
10 pylabrobot-version: "0.2.1"
11 researched: "2026-07-23"
12---
13
14# PyLabRobot
15
16Use PyLabRobot's hardware-agnostic frontends, resource tree, trackers, and
17device-specific backends to develop laboratory automation. Default to local
18manifest validation, bookkeeping, and the software-only chatterbox backend.
19
20## Verified snapshot
21
22- PyPI stable: **`PyLabRobot==0.2.1`**, released **2026-03-23**.
23- Upstream requirement: **Python >=3.9**. This skill uses Python 3.11 for its
24 reproducible smoke tests.
25- `/stable/` documentation identifies itself as 0.2.1. `/dev/` and repository
26 `main` describe unreleased work and must not be assumed available in 0.2.1.
27- Stable liquid-handler backends include `STARBackend`, `VantageBackend`,
28 `EVOBackend`, `OpentronsOT2Backend`, and the offline
29 `LiquidHandlerChatterboxBackend`.
30- PyLabRobot's GitHub Releases page has no 0.2.x software release entry; use
31 the PyPI history, `v0.2.1` tag, and changelog as release evidence.
32
33## Non-negotiable hardware boundary
34
35Never connect to, initialize, home, move, heat, shake, spin, pump, open/close,
36or otherwise command physical equipment automatically. Do not turn a simulation
37plan into a live backend merely by changing an environment variable, config
38value, or import.
39
40Before any separately authorized live run, require a trained human to:
41
421. Explicitly confirm the exact backend, device identity, firmware, transport,
43 deck, and protocol revision.
442. Reconcile the physical deck against the resource tree, including carriers,
45 adapters, lids, plates, tip racks, waste, labware orientation, barcodes, and
46 every occupied coordinate.
473. Verify calibration, teaching, motion envelopes, collision risks, gripper or
48 channel clearances, and all aspiration/dispense coordinates.
494. Review source identity and actual fill volume, dead volume, destination
50 capacity, tip type/capacity/filter compatibility, channel mapping, units,
51 heights, rates, liquid class, blowout/mixing, and contamination boundaries.
525. Confirm guards, doors, waste capacity, containment, emergency stop readiness,
53 PPE, biosafety/chemical controls, and a safe abort/recovery procedure.
546. Approve a slow dry run or nonhazardous commissioning run when anything is
55 new or changed.
56
57Tracker state is **bookkeeping**, not sensing. It cannot prove that liquid or a
58tip is physically present. The Visualizer renders resource/tracker events; it
59does not model physics. Chatterbox prints planned operations; it does not prove
60calibration, reachability, collision freedom, liquid behavior, or device state.
61
62## Required intake
63
64Do not guess any of these:
65
66- Exact device model, installed options, firmware, computer/OS, and transport.
67- Stable PyLabRobot version and required extras.
68- Deck/deck origin, carriers, adapters, resource definitions, dimensions,
69 coordinates, orientations, and motion clearances.
70- Plate/tube/reservoir capacities and dead volumes; initial physical volumes.
71- Tip model, filter, fitting, capacity, rack state, channel count, and channel
72 mapping.
73- Transfer units (`uL`, `mm`, `uL/s`, `s`), heights, rates, mixing, air gaps,
74 blowout, liquid properties, and validated vendor liquid class.
75- Contamination policy, controls, waste handling, operator interventions,
76 acceptance criteria, and recovery procedure.
77
78If information is missing, produce an assumptions/blockers list and an offline
79draft only.
80
81## Reproducible install
82
83For offline API inspection and chatterbox simulation:
84
85```bash
86uv venv --python 3.11 .venv-pylabrobot
87uv pip install --python .venv-pylabrobot/bin/python "PyLabRobot==0.2.1"
88```
89
90On Windows, use `.venv-pylabrobot\Scripts\python.exe`. Do not install hardware
91extras until the user names the device and explicitly approves its transport
92dependencies. Then inspect the matching stable device page before considering a
93pin such as `"PyLabRobot[serial]==0.2.1"` or `"PyLabRobot[usb]==0.2.1"`.
94
95## Offline-first workflow
96
97Run from the repository root. Every bundled CLI uses strict, bounded UTF-8
98JSON/CSV, local non-symlink paths, fixed allowlists, and JSON output. None can
99select a live backend.
100
101```bash
102python3 skills/pylabrobot/scripts/validate_manifest.py \
103 --input tests/pylabrobot/fixtures/protocol_manifest.json
104
105python3 skills/pylabrobot/scripts/check_deck_geometry.py \
106 --input tests/pylabrobot/fixtures/protocol_manifest.json
107
108python3 skills/pylabrobot/scripts/plan_transfers.py \
109 --manifest tests/pylabrobot/fixtures/protocol_manifest.json \
110 --transfers tests/pylabrobot/fixtures/transfers.csv
111
112python3 skills/pylabrobot/scripts/generate_simulation_plan.py \
113 --manifest tests/pylabrobot/fixtures/protocol_manifest.json \
114 --transfers tests/pylabrobot/fixtures/transfers.csv
115
116python3 skills/pylabrobot/scripts/inspect_backends.py \
117 --expected-version 0.2.1 --strict
118```
119
120The geometry checker uses conservative static axis-aligned boxes; it is not a
121motion planner. The transfer planner requires one new tip per row and checks
122source/dead/destination volumes, tip capacity, wells, channels, heights, rates,
123units, and allowlists. Review
124`assets/protocol-manifest.schema.json` and the synthetic fixtures before making
125a project-specific manifest.
126
127## Verified software-only example
128
129The exact backend below is software-only. Do not substitute a hardware backend.
130
131```python
132from pylabrobot.liquid_handling import LiquidHandler
133from pylabrobot.liquid_handling.backends import LiquidHandlerChatterboxBackend
134from pylabrobot.resources import (
135 Cor_96_wellplate_360ul_Fb,
136 PLT_CAR_L5AC_A00,
137 TIP_CAR_480_A00,
138 hamilton_96_tiprack_1000uL_filter,
139 set_tip_tracking,
140 set_volume_tracking,
141)
142from pylabrobot.resources.hamilton import STARLetDeck
143
144set_tip_tracking(True)
145set_volume_tracking(True)
146
147deck = STARLetDeck()
148tip_carrier = TIP_CAR_480_A00(name="tip_carrier")
149tips = hamilton_96_tiprack_1000uL_filter(name="tips")
150tip_carrier[0] = tips
151plate_carrier = PLT_CAR_L5AC_A00(name="plate_carrier")
152source = Cor_96_wellplate_360ul_Fb(name="source")
153destination = Cor_96_wellplate_360ul_Fb(name="destination")
154plate_carrier[0] = source
155plate_carrier[1] = destination
156deck.assign_child_resource(tip_carrier, rails=3)
157deck.assign_child_resource(plate_carrier, rails=15)
158source.get_well("A1").tracker.set_volume(100.0) # planned state, not sensing
159
160lh = LiquidHandler(backend=LiquidHandlerChatterboxBackend(), deck=deck)
161await lh.setup() # safe here only because the backend above is software-only
162try:
163 await lh.pick_up_tips(tips["A1"])
164 await lh.aspirate(source["A1"], vols=[10.0])
165 await lh.dispense(destination["A1"], vols=[10.0])
166 await lh.return_tips()
167finally:
168 await lh.stop()
169```
170
171## API rules that prevent stale code
172
173- Current names are `STARBackend`, `VantageBackend`, `EVOBackend`, and
174 `OpentronsOT2Backend`; do not use stale `STAR`, `TecanBackend`,
175 `OpentronsBackend`, or `ChatterboxBackend` imports.
176- Use `LiquidHandlerChatterboxBackend` for generic offline liquid-handler
177 testing. `ChatterBoxBackend` is a separate legacy-named export; do not
178 conflate the two.
179- `Visualizer(resource=...)` is valid, followed by `await vis.setup()` and
180 `await vis.stop()`; it starts localhost HTTP/WebSocket servers and may open a
181 browser.
182- There is no generic `from pylabrobot.liquid_handling import LiquidClass` in
183 0.2.1. Stable liquid classes are vendor-specific, for example
184 `pylabrobot.liquid_handling.liquid_classes.hamilton.HamiltonLiquidClass`.
185- Most frontend methods are async. Backend kwargs and capabilities are
186 vendor/model specific; a shared frontend does not imply identical behavior.
187
188## References
189
190- [Liquid handling](references/liquid-handling.md) — operations, tips, tracking,
191 liquid classes, units, and validation.
192- [Resources](references/resources.md) — decks, coordinates, plates, tip racks,
193 collisions, state, and serialization.
194- [Hardware backends](references/hardware-backends.md) — verified names,
195 support levels, capabilities, and live-run gate.
196- [Analytical equipment](references/analytical-equipment.md) — plate readers
197 and scales.
198- [Material handling](references/material-handling.md) — pumps, heaters,
199 shakers, temperature control, storage, and centrifuges.
200- [Visualization](references/visualization.md) — chatterbox, Visualizer,
201 localhost services, and simulation limits.
202
203## Dated upstream sources
204
205Checked **2026-07-23**:
206
207- [PyPI 0.2.1](https://pypi.org/project/PyLabRobot/) — released 2026-03-23;
208 Python >=3.9; extras and artifacts.
209- [Stable installation guide](https://docs.pylabrobot.org/stable/user_guide/_getting-started/installation.html)
210 — stable versus source/dev install and optional transport groups.
211- [Stable API](https://docs.pylabrobot.org/stable/api/pylabrobot.html) and
212 [supported machines](https://docs.pylabrobot.org/stable/user_guide/machines.html)
213 — 0.2.1 API and model-specific support labels.
214- [`v0.2.1` source tag](https://github.com/PyLabRobot/pylabrobot/tree/v0.2.1)
215 and [changelog](https://github.com/PyLabRobot/pylabrobot/blob/main/CHANGELOG.md)
216 — tag dated 2026-03-23; `Unreleased` is development-only.