You can cite this software using the following citation generated from its metadata:
Please consult the CLARIAH Software Metadata Requirements at https://github.com/CLARIAH/clariah-plus/blob/main/requirements/software-metadata-requirements.md for an in-depth explanation of any found problems Validation of ChoiceLLM (unknown version) failed (score 1/5) due to one or more requirement violations: 1. Violation: Software source code *MUST* have a proper README. (This is missing in the metadata) 2. Violation: Software source code *MUST* state its version (This is missing in the metadata) 3. Info: Software source code *SHOULD* link to a continuous integration service that builds the software and runs the software's tests (This is missing in the metadata) 4. Info: Software source code *MAY* express the programming language(s) used (This is missing in the metadata) 5. Warning: Documentation *SHOULD* be expressed (This is missing in the metadata) 6. Info: Reference publications *SHOULD* be expressed, if any (This is missing in the metadata) 7. Info: The technology readiness level *SHOULD* be expressed (This is missing in the metadata) 8. Info: A research activity *SHOULD* be expressed as a category using the TaDiRaH vocabulary (This is missing in the metadata)
(log file starts at Sat Feb 7 03:04:29 UTC 2026)
[harvester info] --> Processing choicellm (https://github.com/mwestera/choicellm) [Sat Feb 7 03:04:29 UTC 2026]
[harvester info] Git updating cached clone of https://github.com/mwestera/choicellm...
[harvester info] No releases found, falling back to default git branch!
[harvester info] Using 'master'
[harvester info] Git reference: master
[harvester info] Scanning directory /tmp/codemeta-harvester.cache/choicellm for harvestable resources...
[harvester info] found codemeta.json for choicellm (md5sum 3f1576de114f760ad93f30fd91dcadf4); **NOTE: this is considered authoritative and most other detection methods will be skipped now!**
[harvester info] Inferring repostatus information from git activity (used only as a fallback if not explicitly provided)...
[harvester info] Inferred repostatus https://www.repostatus.org/#wip
[harvester info] Reconciliating: codemetapy --baseuri https://tools.clariah.nl --baseuri https://tools.clariah.nl --includecontext --addcontext https://w3id.org/nwo-research-fields --addcontext https://w3id.org/research-technology-readiness-levels --addcontextgraph https://vocabs.dariah.eu/rest/v1/tadirah/data?format=text/turtle --trl --identifier "choicellm" --codeRepository "https://github.com/mwestera/choicellm" --validate /etc/software.ttl --enrich --textv "Please consult the CLARIAH Software Metadata Requirements at https://github.com/CLARIAH/clariah-plus/blob/main/requirements/software-metadata-requirements.md for an in-depth explanation of any found problems" -O /tmp/out/choicellm.codemeta.json /tmp/codemeta-harvester.cache//tmp/99-repostatus.choicellm.codemeta.json /tmp/codemeta-harvester.cache//tmp/10-jsonld.choicellm.codemeta.json
-- begin log --
/usr/lib/python3.12/site-packages/pyshacl/extras/__init__.py:6: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
import pkg_resources
Passed 2 files/sources but specified 0 input types! Automatically guessing types...
Detected input types: [('/tmp/codemeta-harvester.cache//tmp/99-repostatus.choicellm.codemeta.json', 'json'), ('/tmp/codemeta-harvester.cache//tmp/10-jsonld.choicellm.codemeta.json', 'json')]
Adding to contextgraph: /tmp/turtle
Initial URI automatically generated, may be overriden later: https://tools.clariah.nl/choicellm
Processing source #1 of 2
Parsing json-ld file from /tmp/codemeta-harvester.cache//tmp/99-repostatus.choicellm.codemeta.json
NOTE: Not a valid JSON-LD document, @context missing! Attempting to inject automatically...
Injected (possibly temporary) URI https://tools.clariah.nl/choicellm
[CODEMETA COMPOSITION (https://tools.clariah.nl/choicellm)] processed 1 new triples, total is now 2
Processing source #2 of 2
Parsing json-ld file from /tmp/codemeta-harvester.cache//tmp/10-jsonld.choicellm.codemeta.json
Found main resource with URI https://pypi.org/project/choicellm/
Injected (possibly temporary) URI https://tools.clariah.nl/choicellm
[CODEMETA COMPOSITION (choicellm)] overriding old https://codemeta.github.io/terms/developmentStatus (https://www.repostatus.org/#wip -> https://www.repostatus.org/#active)
[CODEMETA CORRECTION (choicellm)] automatically converting spdx license URI from https:// to http:///
[CODEMETA COMPOSITION (choicellm)] processed 44 new triples, total is now 44
Remapping URI to (possibly) new identifier and version component: https://tools.clariah.nl/choicellm -> https://tools.clariah.nl/choicellm/snapshot
[CODEMETA VALIDATION (choicellm)] done
[CODEMETA ENRICHMENT (choicellm)] adding author https://tools.clariah.nl/stub/H46d07f2ea9e401ba as contributor
VALIDATION https://tools.clariah.nl/choicellm/snapshot #1: Violation: Software source code *MUST* have a proper README. (This is missing in the metadata)
VALIDATION https://tools.clariah.nl/choicellm/snapshot #2: Violation: Software source code *MUST* state its version (This is missing in the metadata)
VALIDATION https://tools.clariah.nl/choicellm/snapshot #3: Info: Software source code *SHOULD* link to a continuous integration service that builds the software and runs the software's tests (This is missing in the metadata)
VALIDATION https://tools.clariah.nl/choicellm/snapshot #4: Info: Software source code *MAY* express the programming language(s) used (This is missing in the metadata)
VALIDATION https://tools.clariah.nl/choicellm/snapshot #5: Warning: Documentation *SHOULD* be expressed (This is missing in the metadata)
VALIDATION https://tools.clariah.nl/choicellm/snapshot #6: Info: Reference publications *SHOULD* be expressed, if any (This is missing in the metadata)
VALIDATION https://tools.clariah.nl/choicellm/snapshot #7: Info: The technology readiness level *SHOULD* be expressed (This is missing in the metadata)
VALIDATION https://tools.clariah.nl/choicellm/snapshot #8: Info: A research activity *SHOULD* be expressed as a category using the TaDiRaH vocabulary (This is missing in the metadata)
-- end log --
[harvester info] Output written to /tmp/out/choicellm.codemeta.json
[harvester info] <-- Finished processing choicellm (https://github.com/mwestera/choicellm) [Sat Feb 7 03:04:34 UTC 2026]