OMERO Integration
Use current OME documentation and the smallest explicit data scope. OMERO data
may contain unpublished images, identifiers, annotations, original files, and
derived measurements.
Verified Baseline
This skill was refreshed on 2026-07-23:
- OMERO.server 5.6.18 (May 2026) is the current documented stable server.
- It was tested by OME with OMERO.py/omero-py 5.22.1 and
OMERO.web 5.31.0.
omero-py==5.22.1 requires Python 3.10 or newer. The OMERO support matrix
supports 3.10 and 3.11, recommends 3.12, and still labels 3.13/3.14
“upcoming.”
- OMERO 5.6 uses IcePy 3.6, with 3.6.5 prebuilt client wheels documented
for Python versions through 3.12.
The pin above is a reproducible skill snapshot, not a promise that every
OMERO.server release accepts that client. For another server version, consult
its release entry and use the OMERO.py version tested with it. See
references/sources.md.
Operating Contract
- Start with local validation or a dry run. Do not connect until the user has
selected the host, group, object type, IDs, and result limit.
- Read credentials only from the named
OMERO_* variables in the frontmatter.
Never search parent directories or load .env files.
- Never place a password or session key in command arguments, source code,
output JSON, logs, tracebacks, or chat. A session key is a bearer credential.
- Default to
secure=True. OMERO encrypts login by default, but post-login
data and the session ID may otherwise travel unencrypted. secure=True does
not by itself guarantee certificate hostname verification.
- Bound every list, page, ROI, shape, annotation, table row, pixel plane, and
local file scan. Do not turn an object request into a group-wide or
cross-group export without explicit approval.
- Treat all writes separately: annotation/link creation, rendering-default
saves, image creation, imports, script uploads, table writes, ownership or
group changes, and deletion require an exact reviewed target.
- Close
BlitzGateway, table handles, raw stores, thumbnail stores, rendering
engines, script clients, and other stateful services in finally blocks or
documented context-manager patterns.
- Never connect to a real server merely to “test” examples.
Choose the Interface
- BlitzGateway (
omero-py): primary Python client for object traversal,
pixels, annotations, ROIs, rendering, and services.
- OMERO CLI: sessions, import scanning/import, OME-TIFF or XML export,
scripts, and administrative plugins. Most client commands are remote; import
also needs the matching server-side Java libraries through
OMERODIR.
- OMERO.web
api and webgateway: the only OMERO.web apps that official
documentation calls stable public APIs. The documented JSON API is
version-discovered and has limited object coverage; it is not evidence that
every webclient URL is a supported REST endpoint.
- OMERO.server scripts: uploaded plugins executed by server infrastructure.
They are different from the bundled local client helpers in
scripts/.
Install a Reproducible Client
Create a Python 3.12 environment:
uv venv --python 3.12 .venv
source .venv/bin/activate
Install the exact IcePy 3.6.5 wheel matching the interpreter, OS, architecture,
and wheel tags, then OMERO.py:
# Download the matching 3.6.5 wheel from the official OMERO-linked matrix.
uv pip install "/absolute/path/to/zeroc_ice-3.6.5-<matching-tags>.whl"
uv pip install "omero-py==5.22.1"
Do not substitute Ice 3.7: the OMERO 5.6 support matrix marks Ice 3.6 as
recommended and 3.7 as unsupported. A plain install may attempt to compile
IcePy from source; prefer a reviewed matching wheel. The upstream package is
GPL-2.0-or-later; this skill’s own files are MIT.
For import/admin commands only, OMERODIR must point to a compatible extracted
OMERO.server directory. A normal remote BlitzGateway client does not require
that server tree. Read references/connection.md
before installation or authentication work.
Credentials and Connection
Set named variables in the calling environment or secret manager. Do not put
the password on an omero CLI command:
export OMERO_HOST="omero.example.org"
export OMERO_PORT="4064"
export OMERO_USER="researcher"
export OMERO_SECURE="true"
# Supply OMERO_PASSWORD through the environment/secret manager, or use
# OMERO_SESSION_KEY as an alternative. Do not echo either value.
A password-authenticated, exception-safe read pattern is:
import os
from omero.gateway import BlitzGateway
conn = None
try:
conn = BlitzGateway(
os.environ["OMERO_USER"],
os.environ["OMERO_PASSWORD"],
host=os.environ["OMERO_HOST"],
port=int(os.environ.get("OMERO_PORT", "4064")),
secure=True,
)
if not conn.connect():
raise RuntimeError("OMERO connection failed")
images = conn.getObjects(
"Image",
opts={"limit": 25, "offset": 0, "order_by": "obj.id"},
)
for image in images:
print(image.getId()) # Do not print names unless requested.
finally:
if conn is not None:
conn.close()
For existing-session and CLI prompt patterns, certificate verification,
group context, and cleanup details, read
references/connection.md.
Bundled Safe Helpers
All helpers use argparse; --help works without OMERO installed. Remote
helpers are dry-run by default and require --execute.
python -B scripts/validate_config.py --help
python -B scripts/inventory.py --help
python -B scripts/export_image_metadata.py --help
python -B scripts/plan_transfer.py --help
validate_config.py: validates only named endpoint/auth variables locally;
optional DNS resolution still does not contact OMERO.
inventory.py: bounded, read-only object inventory with paged JSON output.
export_image_metadata.py: explicit-image annotation/ROI JSON export with
redaction defaults and per-category limits; it never downloads file bytes or
pixels.
plan_transfer.py: local-only import scan or per-image export plan; it never
invokes OMERO and never emits credential flags.
Read references/scripts.md before using them.
Capability Guide
- Connection, sessions, groups, TLS:
references/connection.md
- Hierarchies, pagination, screening data, import/export:
references/data_access.md
- Tags, map/file/comment annotations, namespaces:
references/metadata.md
- Raw planes, tiles, thumbnails, rendering:
references/image_processing.md
- ROI model, shape export, statistics caveat:
references/rois.md
- Bounded table creation, paging, querying, closure:
references/tables.md
- Local helpers and OMERO.server scripts:
references/scripts.md
- Permissions, filesets, web/public links, destructive operations:
references/advanced.md
Final Review Before Remote Work
- Confirm server version and its tested OMERO.py pairing.
- Confirm target host, SSL router port, user/session, and one group.
- Confirm exact object IDs/types and hard limits.
- Confirm whether names, annotation values, file names, ROI labels, owner names,
pixels, or original files may leave the server.
- Show the proposed output path and refuse overwrite unless explicitly allowed.
- For a write, show the mutation and target IDs separately from any read plan.
- Close every connection/service even after partial failure.
1---
2name: omero-integration
3description: Securely inspect and automate microscopy data workflows against OMERO.server with omero-py, BlitzGateway, OMERO CLI, tables, annotations, ROIs, rendering, and documented OMERO.web APIs. Use for scoped OMERO inventory, metadata export, import/export planning, or reviewed write workflows.
4license: MIT
5compatibility: >-
6 Requires network access to a user-selected OMERO.server for remote operations.
7 The 2026-07-23 snapshot uses OMERO.py 5.22.1 with ZeroC IcePy 3.6.5;
8 OMERO supports Python 3.10-3.12 (3.12 recommended) while 3.13-3.14 remain
9 upcoming in its support matrix. Bundled local planners require Python 3.10+
10 and read only named OMERO_* variables; they never load .env files.
11metadata:
12 version: "1.3"
13 skill-author: K-Dense Inc.
14 openclaw:
15 envVars:
16 - name: OMERO_HOST
17 required: true
18 description: OMERO.server hostname.
19 - name: OMERO_PORT
20 required: false
21 description: OMERO SSL router port; default 4064.
22 - name: OMERO_USER
23 required: false
24 description: Username when not reusing a session.
25 - name: OMERO_PASSWORD
26 required: false
27 description: Password when not reusing a session.
28 - name: OMERO_SESSION_KEY
29 required: false
30 description: Existing session key as an alternative credential.
31 - name: OMERO_SECURE
32 required: false
33 description: Secure transport toggle; default true.
34---
35
36# OMERO Integration
37
38Use current OME documentation and the smallest explicit data scope. OMERO data
39may contain unpublished images, identifiers, annotations, original files, and
40derived measurements.
41
42## Verified Baseline
43
44This skill was refreshed on **2026-07-23**:
45
46- **OMERO.server 5.6.18** (May 2026) is the current documented stable server.
47- It was tested by OME with **OMERO.py/omero-py 5.22.1** and
48 **OMERO.web 5.31.0**.
49- `omero-py==5.22.1` requires Python 3.10 or newer. The OMERO support matrix
50 supports 3.10 and 3.11, recommends 3.12, and still labels 3.13/3.14
51 “upcoming.”
52- OMERO 5.6 uses **IcePy 3.6**, with 3.6.5 prebuilt client wheels documented
53 for Python versions through 3.12.
54
55The pin above is a reproducible skill snapshot, not a promise that every
56OMERO.server release accepts that client. For another server version, consult
57its release entry and use the OMERO.py version tested with it. See
58[`references/sources.md`](references/sources.md).
59
60## Operating Contract
61
621. Start with local validation or a dry run. Do not connect until the user has
63 selected the host, group, object type, IDs, and result limit.
642. Read credentials only from the named `OMERO_*` variables in the frontmatter.
65 Never search parent directories or load `.env` files.
663. Never place a password or session key in command arguments, source code,
67 output JSON, logs, tracebacks, or chat. A session key is a bearer credential.
684. Default to `secure=True`. OMERO encrypts login by default, but post-login
69 data and the session ID may otherwise travel unencrypted. `secure=True` does
70 not by itself guarantee certificate hostname verification.
715. Bound every list, page, ROI, shape, annotation, table row, pixel plane, and
72 local file scan. Do not turn an object request into a group-wide or
73 cross-group export without explicit approval.
746. Treat all writes separately: annotation/link creation, rendering-default
75 saves, image creation, imports, script uploads, table writes, ownership or
76 group changes, and deletion require an exact reviewed target.
777. Close `BlitzGateway`, table handles, raw stores, thumbnail stores, rendering
78 engines, script clients, and other stateful services in `finally` blocks or
79 documented context-manager patterns.
808. Never connect to a real server merely to “test” examples.
81
82## Choose the Interface
83
84- **BlitzGateway (`omero-py`)**: primary Python client for object traversal,
85 pixels, annotations, ROIs, rendering, and services.
86- **OMERO CLI**: sessions, import scanning/import, OME-TIFF or XML export,
87 scripts, and administrative plugins. Most client commands are remote; import
88 also needs the matching server-side Java libraries through `OMERODIR`.
89- **OMERO.web `api` and `webgateway`**: the only OMERO.web apps that official
90 documentation calls stable public APIs. The documented JSON API is
91 version-discovered and has limited object coverage; it is not evidence that
92 every webclient URL is a supported REST endpoint.
93- **OMERO.server scripts**: uploaded plugins executed by server infrastructure.
94 They are different from the bundled local client helpers in `scripts/`.
95
96## Install a Reproducible Client
97
98Create a Python 3.12 environment:
99
100```bash
101uv venv --python 3.12 .venv
102source .venv/bin/activate
103```
104
105Install the exact IcePy 3.6.5 wheel matching the interpreter, OS, architecture,
106and wheel tags, then OMERO.py:
107
108```bash
109# Download the matching 3.6.5 wheel from the official OMERO-linked matrix.
110uv pip install "/absolute/path/to/zeroc_ice-3.6.5-<matching-tags>.whl"
111uv pip install "omero-py==5.22.1"
112```
113
114Do not substitute Ice 3.7: the OMERO 5.6 support matrix marks Ice 3.6 as
115recommended and 3.7 as unsupported. A plain install may attempt to compile
116IcePy from source; prefer a reviewed matching wheel. The upstream package is
117GPL-2.0-or-later; this skill’s own files are MIT.
118
119For import/admin commands only, `OMERODIR` must point to a compatible extracted
120OMERO.server directory. A normal remote BlitzGateway client does not require
121that server tree. Read [`references/connection.md`](references/connection.md)
122before installation or authentication work.
123
124## Credentials and Connection
125
126Set named variables in the calling environment or secret manager. Do not put
127the password on an `omero` CLI command:
128
129```bash
130export OMERO_HOST="omero.example.org"
131export OMERO_PORT="4064"
132export OMERO_USER="researcher"
133export OMERO_SECURE="true"
134# Supply OMERO_PASSWORD through the environment/secret manager, or use
135# OMERO_SESSION_KEY as an alternative. Do not echo either value.
136```
137
138A password-authenticated, exception-safe read pattern is:
139
140```python
141import os
142from omero.gateway import BlitzGateway
143
144conn = None
145try:
146 conn = BlitzGateway(
147 os.environ["OMERO_USER"],
148 os.environ["OMERO_PASSWORD"],
149 host=os.environ["OMERO_HOST"],
150 port=int(os.environ.get("OMERO_PORT", "4064")),
151 secure=True,
152 )
153 if not conn.connect():
154 raise RuntimeError("OMERO connection failed")
155
156 images = conn.getObjects(
157 "Image",
158 opts={"limit": 25, "offset": 0, "order_by": "obj.id"},
159 )
160 for image in images:
161 print(image.getId()) # Do not print names unless requested.
162finally:
163 if conn is not None:
164 conn.close()
165```
166
167For existing-session and CLI prompt patterns, certificate verification,
168group context, and cleanup details, read
169[`references/connection.md`](references/connection.md).
170
171## Bundled Safe Helpers
172
173All helpers use `argparse`; `--help` works without OMERO installed. Remote
174helpers are dry-run by default and require `--execute`.
175
176```bash
177python -B scripts/validate_config.py --help
178python -B scripts/inventory.py --help
179python -B scripts/export_image_metadata.py --help
180python -B scripts/plan_transfer.py --help
181```
182
183- `validate_config.py`: validates only named endpoint/auth variables locally;
184 optional DNS resolution still does not contact OMERO.
185- `inventory.py`: bounded, read-only object inventory with paged JSON output.
186- `export_image_metadata.py`: explicit-image annotation/ROI JSON export with
187 redaction defaults and per-category limits; it never downloads file bytes or
188 pixels.
189- `plan_transfer.py`: local-only import scan or per-image export plan; it never
190 invokes OMERO and never emits credential flags.
191
192Read [`references/scripts.md`](references/scripts.md) before using them.
193
194## Capability Guide
195
196- Connection, sessions, groups, TLS:
197 [`references/connection.md`](references/connection.md)
198- Hierarchies, pagination, screening data, import/export:
199 [`references/data_access.md`](references/data_access.md)
200- Tags, map/file/comment annotations, namespaces:
201 [`references/metadata.md`](references/metadata.md)
202- Raw planes, tiles, thumbnails, rendering:
203 [`references/image_processing.md`](references/image_processing.md)
204- ROI model, shape export, statistics caveat:
205 [`references/rois.md`](references/rois.md)
206- Bounded table creation, paging, querying, closure:
207 [`references/tables.md`](references/tables.md)
208- Local helpers and OMERO.server scripts:
209 [`references/scripts.md`](references/scripts.md)
210- Permissions, filesets, web/public links, destructive operations:
211 [`references/advanced.md`](references/advanced.md)
212
213## Final Review Before Remote Work
214
215- Confirm server version and its tested OMERO.py pairing.
216- Confirm target host, SSL router port, user/session, and one group.
217- Confirm exact object IDs/types and hard limits.
218- Confirm whether names, annotation values, file names, ROI labels, owner names,
219 pixels, or original files may leave the server.
220- Show the proposed output path and refuse overwrite unless explicitly allowed.
221- For a write, show the mutation and target IDs separately from any read plan.
222- Close every connection/service even after partial failure.