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Automated Metadata Quality Report from CodeMetaSoft #2

Description

@SergioZSZ

This issue was created automatically after running metadata quality checks. Several warnings or pitfalls were detected and may be worth reviewing.

This automated issue includes:

  • Detected metadata pitfalls and warnings
  • A suggested codemeta.json when no codemeta.json was detected
  • Suggestions for fixing each issue

Context

This analysis is performed by the CodeMetaSoft project to help improve research software metadata quality.

This is a first initiative aimed at identifying and reporting metadata quality issues across research software repositories.
At this stage, we only provide diagnostics and recommendations.
In future iterations, we plan to propose automated fixes for the detected issues to further simplify the improvement process and reduce manual effort.

Each pitfall and warning is identified by a unique code (e.g. P001 for pitfalls, W004 for warnings) that corresponds to specific metadata quality issues.
You can find more details about these checks and how to address them in the RSMetacheck catalog.

Metadata Quality Report

Repository: https://github.com/oeg-upm/GAP-KGE
Analysis Date: 2026-06-30
sw-metadata-bot version: 0.5.0
RSMetacheck version: 0.3.3

📄 Missing codemeta.json

No root codemeta.json file was detected in the repository. A generated suggestion is provided below.

{
  "@context": "https://w3id.org/codemeta/3.0",
  "@type": [
    "SoftwareSourceCode",
    "SoftwareApplication"
  ],
  "codeRepository": "https://github.com/oeg-upm/GAP-KGE",
  "issueTracker": "https://api.github.com/repos/oeg-upm/GAP-KGE/issues",
  "dateCreated": "2026-02-17",
  "dateModified": "2026-06-29",
  "downloadUrl": "https://github.com/oeg-upm/GAP-KGE/releases",
  "name": "GAP-KGE",
  "programmingLanguage": [
    "Jupyter Notebook"
  ],
  "softwareRequirements": [
    {
      "name": "accelerate",
      "@type": "SoftwareApplication",
      "version": "==1.13.0"
    },
    {
      "name": "acres",
      "@type": "SoftwareApplication",
      "version": "==0.5.0"
    },
    {
      "name": "aiohappyeyeballs",
      "@type": "SoftwareApplication",
      "version": "==2.6.1"
    },
    {
      "name": "aiohttp",
      "@type": "SoftwareApplication",
      "version": "==3.13.3"
    },
    {
      "name": "aiosignal",
      "@type": "SoftwareApplication",
      "version": "==1.4.0"
    },
    {
      "name": "annotated-doc",
      "@type": "SoftwareApplication",
      "version": "==0.0.4"
    },
    {
      "name": "annotated-types",
      "@type": "SoftwareApplication",
      "version": "==0.7.0"
    },
    {
      "name": "anyascii",
      "@type": "SoftwareApplication",
      "version": "==0.3.3"
    },
    {
      "name": "anyio",
      "@type": "SoftwareApplication",
      "version": "==4.12.1"
    },
    {
      "name": "arrow",
      "@type": "SoftwareApplication",
      "version": "==1.4.0"
    },
    {
      "name": "arxiv",
      "@type": "SoftwareApplication",
      "version": "==2.4.1"
    },
    {
      "name": "asttokens",
      "@type": "SoftwareApplication",
      "version": "==3.0.1"
    },
    {
      "name": "attrs",
      "@type": "SoftwareApplication",
      "version": "==25.4.0"
    },
    {
      "name": "backcall",
      "@type": "SoftwareApplication",
      "version": "==0.2.0"
    },
    {
      "name": "beautifulsoup4",
      "@type": "SoftwareApplication",
      "version": "==4.14.3"
    },
    {
      "name": "bert-score",
      "@type": "SoftwareApplication",
      "version": "==0.3.13"
    },
    {
      "name": "bibtexparser",
      "@type": "SoftwareApplication",
      "version": "==1.4.4"
    },
    {
      "name": "bleach",
      "@type": "SoftwareApplication",
      "version": "==6.3.0"
    },
    {
      "name": "bs4",
      "@type": "SoftwareApplication",
      "version": "==0.0.1"
    },
    {
      "name": "certifi",
      "@type": "SoftwareApplication",
      "version": "==2026.1.4"
    },
    {
      "name": "chardet",
      "@type": "SoftwareApplication",
      "version": "==5.2.0"
    },
    {
      "name": "charset-normalizer",
      "@type": "SoftwareApplication",
      "version": "==3.4.4"
    },
    {
      "name": "ci-info",
      "@type": "SoftwareApplication",
      "version": "==0.4.0"
    },
    {
      "name": "click",
      "@type": "SoftwareApplication",
      "version": "==8.3.1"
    },
    {
      "name": "click-default-group",
      "@type": "SoftwareApplication",
      "version": "==1.2.4"
    },
    {
      "name": "click-option-group",
      "@type": "SoftwareApplication",
      "version": "==0.5.9"
    },
    {
      "name": "comm",
      "@type": "SoftwareApplication",
      "version": "==0.2.3"
    },
    {
      "name": "condense-json",
      "@type": "SoftwareApplication",
      "version": "==0.1.3"
    },
    {
      "name": "configobj",
      "@type": "SoftwareApplication",
      "version": "==5.0.9"
    },
    {
      "name": "configparser",
      "@type": "SoftwareApplication",
      "version": "==7.2.0"
    },
    {
      "name": "contourpy",
      "@type": "SoftwareApplication",
      "version": "==1.3.3"
    },
    {
      "name": "contractions",
      "@type": "SoftwareApplication",
      "version": "==0.1.73"
    },
    {
      "name": "croniter",
      "@type": "SoftwareApplication",
      "version": "==6.0.0"
    },
    {
      "name": "cuda-bindings",
      "@type": "SoftwareApplication",
      "version": "==13.2.0"
    },
    {
      "name": "cuda-pathfinder",
      "@type": "SoftwareApplication",
      "version": "==1.3.4"
    },
    {
      "name": "cuda-toolkit",
      "@type": "SoftwareApplication",
      "version": "==13.0.2"
    },
    {
      "name": "cycler",
      "@type": "SoftwareApplication",
      "version": "==0.12.1"
    },
    {
      "name": "dataclasses-json",
      "@type": "SoftwareApplication",
      "version": "==0.6.7"
    },
    {
      "name": "datasets",
      "@type": "SoftwareApplication",
      "version": "==4.8.5"
    },
    {
      "name": "dateparser",
      "@type": "SoftwareApplication",
      "version": "==1.3.0"
    },
    {
      "name": "debugpy",
      "@type": "SoftwareApplication",
      "version": "==1.8.20"
    },
    {
      "name": "decorator",
      "@type": "SoftwareApplication",
      "version": "==5.2.1"
    },
    {
      "name": "deepspeed",
      "@type": "SoftwareApplication",
      "version": "==0.18.6"
    },
    {
      "name": "defusedxml",
      "@type": "SoftwareApplication",
      "version": "==0.7.1"
    },
    {
      "name": "dill",
      "@type": "SoftwareApplication",
      "version": "==0.3.7"
    },
    {
      "name": "distro",
      "@type": "SoftwareApplication",
      "version": "==1.9.0"
    },
    {
      "name": "docopt",
      "@type": "SoftwareApplication",
      "version": "==0.6.2"
    },
    {
      "name": "duckdb",
      "@type": "SoftwareApplication",
      "version": "==1.5.1"
    },
    {
      "name": "einops",
      "@type": "SoftwareApplication",
      "version": "==0.8.2"
    },
    {
      "name": "elementpath",
      "@type": "SoftwareApplication",
      "version": "==4.0.0"
    },
    {
      "name": "etelemetry",
      "@type": "SoftwareApplication",
      "version": "==0.3.1"
    },
    {
      "name": "evaluate",
      "@type": "SoftwareApplication",
      "version": "==0.4.6"
    },
    {
      "name": "executing",
      "@type": "SoftwareApplication",
      "version": "==2.2.1"
    },
    {
      "name": "falcon",
      "@type": "SoftwareApplication",
      "version": "==4.2.0"
    },
    {
      "name": "fastjsonschema",
      "@type": "SoftwareApplication",
      "version": "==2.21.2"
    },
    {
      "name": "feedparser",
      "@type": "SoftwareApplication",
      "version": "==6.0.12"
    },
    {
      "name": "filelock",
      "@type": "SoftwareApplication",
      "version": "==3.24.3"
    },
    {
      "name": "flatbuffers",
      "@type": "SoftwareApplication",
      "version": "==25.12.19"
    },
    {
      "name": "fonttools",
      "@type": "SoftwareApplication",
      "version": "==4.61.1"
    },
    {
      "name": "fqdn",
      "@type": "SoftwareApplication",
      "version": "==1.5.1"
    },
    {
      "name": "frozenlist",
      "@type": "SoftwareApplication",
      "version": "==1.8.0"
    },
    {
      "name": "fsspec",
      "@type": "SoftwareApplication",
      "version": "==2023.10.0"
    },
    {
      "name": "fuzzywuzzy",
      "@type": "SoftwareApplication",
      "version": "==0.18.0"
    },
    {
      "name": "gensim",
      "@type": "SoftwareApplication",
      "version": "==4.4.0"
    },
    {
      "name": "gliner",
      "@type": "SoftwareApplication",
      "version": "==0.2.26"
    },
    {
      "name": "gliner2",
      "@type": "SoftwareApplication",
      "version": "==1.3.1"
    },
    {
      "name": "grobid-client-python",
      "@type": "SoftwareApplication",
      "version": "==0.1.4"
    },
    {
      "name": "h11",
      "@type": "SoftwareApplication",
      "version": "==0.16.0"
    },
    {
      "name": "hf-xet",
      "@type": "SoftwareApplication",
      "version": "==1.4.3"
    },
    {
      "name": "hjson",
      "@type": "SoftwareApplication",
      "version": "==3.1.0"
    },
    {
      "name": "httpcore",
      "@type": "SoftwareApplication",
      "version": "==1.0.9"
    },
    {
      "name": "httplib2",
      "@type": "SoftwareApplication",
      "version": "==0.31.2"
    },
    {
      "name": "httpx",
      "@type": "SoftwareApplication",
      "version": "==0.28.1"
    },
    {
      "name": "httpx-sse",
      "@type": "SoftwareApplication",
      "version": "==0.4.3"
    },
    {
      "name": "huggingface_hub",
      "@type": "SoftwareApplication",
      "version": "==0.36.2"
    },
    {
      "name": "idna",
      "@type": "SoftwareApplication",
      "version": "==3.11"
    },
    {
      "name": "imbalanced-learn",
      "@type": "SoftwareApplication",
      "version": "==0.12.4"
    },
    {
      "name": "importlib_resources",
      "@type": "SoftwareApplication",
      "version": "==6.5.2"
    },
    {
      "name": "inflect",
      "@type": "SoftwareApplication",
      "version": "==7.5.0"
    },
    {
      "name": "iniconfig",
      "@type": "SoftwareApplication",
      "version": "==2.3.0"
    },
    {
      "name": "ipykernel",
      "@type": "SoftwareApplication",
      "version": "==7.2.0"
    },
    {
      "name": "ipython",
      "@type": "SoftwareApplication",
      "version": "==8.12.3"
    },
    {
      "name": "isoduration",
      "@type": "SoftwareApplication",
      "version": "==20.11.0"
    },
    {
      "name": "jaro-winkler",
      "@type": "SoftwareApplication",
      "version": "==2.0.3"
    },
    {
      "name": "jedi",
      "@type": "SoftwareApplication",
      "version": "==0.19.2"
    },
    {
      "name": "Jinja2",
      "@type": "SoftwareApplication",
      "version": "==3.1.6"
    },
    {
      "name": "jiter",
      "@type": "SoftwareApplication",
      "version": "==0.12.0"
    },
    {
      "name": "joblib",
      "@type": "SoftwareApplication",
      "version": "==1.5.3"
    },
    {
      "name": "jsonpatch",
      "@type": "SoftwareApplication",
      "version": "==1.33"
    },
    {
      "name": "jsonpath-python",
      "@type": "SoftwareApplication",
      "version": "==1.0.6"
    },
    {
      "name": "jsonschema",
      "@type": "SoftwareApplication",
      "version": "==4.26.0"
    },
    {
      "name": "jsonschema-specifications",
      "@type": "SoftwareApplication",
      "version": "==2025.9.1"
    },
    {
      "name": "jupyter_client",
      "@type": "SoftwareApplication",
      "version": "==8.8.0"
    },
    {
      "name": "jupyter_core",
      "@type": "SoftwareApplication",
      "version": "==5.9.1"
    },
    {
      "name": "jupyterlab_pygments",
      "@type": "SoftwareApplication",
      "version": "==0.3.0"
    },
    {
      "name": "kiwisolver",
      "@type": "SoftwareApplication",
      "version": "==1.4.9"
    },
    {
      "name": "langchain",
      "@type": "SoftwareApplication",
      "version": "==1.2.7"
    },
    {
      "name": "langchain-classic",
      "@type": "SoftwareApplication",
      "version": "==1.0.1"
    },
    {
      "name": "langchain-community",
      "@type": "SoftwareApplication",
      "version": "==0.4.1"
    },
    {
      "name": "langchain-core",
      "@type": "SoftwareApplication",
      "version": "==1.2.7"
    },
    {
      "name": "langchain-text-splitters",
      "@type": "SoftwareApplication",
      "version": "==1.1.0"
    },
    {
      "name": "langgraph",
      "@type": "SoftwareApplication",
      "version": "==1.0.7"
    },
    {
      "name": "langgraph-checkpoint",
      "@type": "SoftwareApplication",
      "version": "==4.0.0"
    },
    {
      "name": "langgraph-prebuilt",
      "@type": "SoftwareApplication",
      "version": "==1.0.7"
    },
    {
      "name": "langgraph-sdk",
      "@type": "SoftwareApplication",
      "version": "==0.3.3"
    },
    {
      "name": "langsmith",
      "@type": "SoftwareApplication",
      "version": "==0.6.6"
    },
    {
      "name": "Levenshtein",
      "@type": "SoftwareApplication",
      "version": "==0.27.3"
    },
    {
      "name": "llm",
      "@type": "SoftwareApplication",
      "version": "==0.28"
    },
    {
      "name": "looseversion",
      "@type": "SoftwareApplication",
      "version": "==1.3.0"
    },
    {
      "name": "lxml",
      "@type": "SoftwareApplication",
      "version": "==5.4.0"
    },
    {
      "name": "Markdown",
      "@type": "SoftwareApplication",
      "version": "==3.10.2"
    },
    {
      "name": "markdown-it-py",
      "@type": "SoftwareApplication",
      "version": "==3.0.0"
    },
    {
      "name": "MarkupSafe",
      "@type": "SoftwareApplication",
      "version": "==3.0.3"
    },
    {
      "name": "marshmallow",
      "@type": "SoftwareApplication",
      "version": "==4.2.1"
    },
    {
      "name": "matplotlib",
      "@type": "SoftwareApplication",
      "version": "==3.10.8"
    },
    {
      "name": "matplotlib-inline",
      "@type": "SoftwareApplication",
      "version": "==0.2.1"
    },
    {
      "name": "mdurl",
      "@type": "SoftwareApplication",
      "version": "==0.1.2"
    },
    {
      "name": "mistune",
      "@type": "SoftwareApplication",
      "version": "==3.2.0"
    },
    {
      "name": "more-itertools",
      "@type": "SoftwareApplication",
      "version": "==10.8.0"
    },
    {
      "name": "morph_kgc",
      "@type": "SoftwareApplication",
      "version": "==2.10.0"
    },
    {
      "name": "mpmath",
      "@type": "SoftwareApplication",
      "version": "==1.3.0"
    },
    {
      "name": "msgpack",
      "@type": "SoftwareApplication",
      "version": "==1.1.2"
    },
    {
      "name": "multidict",
      "@type": "SoftwareApplication",
      "version": "==6.7.1"
    },
    {
      "name": "multiprocess",
      "@type": "SoftwareApplication",
      "version": "==0.70.15"
    },
    {
      "name": "nbclient",
      "@type": "SoftwareApplication",
      "version": "==0.10.4"
    },
    {
      "name": "nbconvert",
      "@type": "SoftwareApplication",
      "version": "==7.17.0"
    },
    {
      "name": "nbformat",
      "@type": "SoftwareApplication",
      "version": "==5.10.4"
    },
    {
      "name": "nest-asyncio",
      "@type": "SoftwareApplication",
      "version": "==1.6.0"
    },
    {
      "name": "networkx",
      "@type": "SoftwareApplication",
      "version": "==3.6.1"
    },
    {
      "name": "nibabel",
      "@type": "SoftwareApplication",
      "version": "==5.3.3"
    },
    {
      "name": "ninja",
      "@type": "SoftwareApplication",
      "version": "==1.13.0"
    },
    {
      "name": "nipype",
      "@type": "SoftwareApplication",
      "version": "==1.10.0"
    },
    {
      "name": "nltk",
      "@type": "SoftwareApplication",
      "version": "==3.9.2"
    },
    {
      "name": "numpy",
      "@type": "SoftwareApplication",
      "version": "==1.26.4"
    },
    {
      "name": "nvidia-cublas",
      "@type": "SoftwareApplication",
      "version": "==13.1.0.3"
    },
    {
      "name": "nvidia-cublas-cu12",
      "@type": "SoftwareApplication",
      "version": "==12.1.3.1"
    },
    {
      "name": "nvidia-cuda-cupti",
      "@type": "SoftwareApplication",
      "version": "==13.0.85"
    },
    {
      "name": "nvidia-cuda-cupti-cu12",
      "@type": "SoftwareApplication",
      "version": "==12.1.105"
    },
    {
      "name": "nvidia-cuda-nvrtc",
      "@type": "SoftwareApplication",
      "version": "==13.0.88"
    },
    {
      "name": "nvidia-cuda-nvrtc-cu12",
      "@type": "SoftwareApplication",
      "version": "==12.1.105"
    },
    {
      "name": "nvidia-cuda-runtime",
      "@type": "SoftwareApplication",
      "version": "==13.0.96"
    },
    {
      "name": "nvidia-cuda-runtime-cu12",
      "@type": "SoftwareApplication",
      "version": "==12.1.105"
    },
    {
      "name": "nvidia-cudnn-cu12",
      "@type": "SoftwareApplication",
      "version": "==9.1.0.70"
    },
    {
      "name": "nvidia-cudnn-cu13",
      "@type": "SoftwareApplication",
      "version": "==9.19.0.56"
    },
    {
      "name": "nvidia-cufft",
      "@type": "SoftwareApplication",
      "version": "==12.0.0.61"
    },
    {
      "name": "nvidia-cufft-cu12",
      "@type": "SoftwareApplication",
      "version": "==11.0.2.54"
    },
    {
      "name": "nvidia-cufile",
      "@type": "SoftwareApplication",
      "version": "==1.15.1.6"
    },
    {
      "name": "nvidia-cufile-cu12",
      "@type": "SoftwareApplication",
      "version": "==1.13.1.3"
    },
    {
      "name": "nvidia-curand",
      "@type": "SoftwareApplication",
      "version": "==10.4.0.35"
    },
    {
      "name": "nvidia-curand-cu12",
      "@type": "SoftwareApplication",
      "version": "==10.3.2.106"
    },
    {
      "name": "nvidia-cusolver",
      "@type": "SoftwareApplication",
      "version": "==12.0.4.66"
    },
    {
      "name": "nvidia-cusolver-cu12",
      "@type": "SoftwareApplication",
      "version": "==11.4.5.107"
    },
    {
      "name": "nvidia-cusparse",
      "@type": "SoftwareApplication",
      "version": "==12.6.3.3"
    },
    {
      "name": "nvidia-cusparse-cu12",
      "@type": "SoftwareApplication",
      "version": "==12.1.0.106"
    },
    {
      "name": "nvidia-cusparselt-cu12",
      "@type": "SoftwareApplication",
      "version": "==0.7.1"
    },
    {
      "name": "nvidia-cusparselt-cu13",
      "@type": "SoftwareApplication",
      "version": "==0.8.0"
    },
    {
      "name": "nvidia-ml-py",
      "@type": "SoftwareApplication",
      "version": "==13.590.48"
    },
    {
      "name": "nvidia-nccl-cu12",
      "@type": "SoftwareApplication",
      "version": "==2.21.5"
    },
    {
      "name": "nvidia-nccl-cu13",
      "@type": "SoftwareApplication",
      "version": "==2.28.9"
    },
    {
      "name": "nvidia-nvjitlink",
      "@type": "SoftwareApplication",
      "version": "==13.0.88"
    },
    {
      "name": "nvidia-nvjitlink-cu12",
      "@type": "SoftwareApplication",
      "version": "==12.8.93"
    },
    {
      "name": "nvidia-nvshmem-cu12",
      "@type": "SoftwareApplication",
      "version": "==3.4.5"
    },
    {
      "name": "nvidia-nvshmem-cu13",
      "@type": "SoftwareApplication",
      "version": "==3.4.5"
    },
    {
      "name": "nvidia-nvtx",
      "@type": "SoftwareApplication",
      "version": "==13.0.85"
    },
    {
      "name": "nvidia-nvtx-cu12",
      "@type": "SoftwareApplication",
      "version": "==12.1.105"
    },
    {
      "name": "ollama",
      "@type": "SoftwareApplication",
      "version": "==0.6.1"
    },
    {
      "name": "onnxruntime",
      "@type": "SoftwareApplication",
      "version": "==1.24.2"
    },
    {
      "name": "openai",
      "@type": "SoftwareApplication",
      "version": "==2.16.0"
    },
    {
      "name": "orjson",
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}

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