From 24d63e5ad740accfc83cd3a08dbae1f9ac6356c3 Mon Sep 17 00:00:00 2001
From: Alan O'Cais <alan.ocais@cecam.org>
Date: Wed, 18 Mar 2026 13:04:53 +0100
Subject: [PATCH 1/5] Clean up data generation, add test, include ldjson

---
 .../test_overview_available_software.yml      |    6 -
 .../workflows/update_available_software.yml   |    6 -
 docs/available_software/data/.gitkeep         |    0
 .../available_software/available_software.py  |  867 +----
 .../available_software/check_json_updates.py  |   34 -
 scripts/available_software/requirements.txt   |    2 -
 .../tests/data/bash_mock.sh                   |   19 -
 .../tests/data/data_avail_simple_generic.txt  |   14 -
 .../tests/data/data_avail_simple_zen2.txt     |   16 -
 .../data/data_avail_target_amd_intel.txt      |    1 -
 .../tests/data/data_avail_target_simple.txt   |    1 -
 .../tests/data/data_show_science.txt          |   34 -
 .../tests/data/data_swap_generic.txt          |    1 -
 .../tests/data/data_swap_zen2.txt             |    1 -
 .../data/eessi_api_metadata_software.json     | 3082 +++++++++++++++++
 .../tests/data/lmod_mock.sh                   |   63 -
 .../tests/data/test_json_simple_sol.json      |    1 -
 .../data/test_json_simple_sol_detail.json     |    1 -
 .../tests/data/test_md_simple_sol.md          |   10 -
 .../test_md_template_detailed_science_sol.md  |   50 -
 .../available_software/tests/detail/.gitkeep  |    0
 .../tests/reference_detail/CUDA-Samples.md    |   42 +
 .../tests/reference_detail/ESPResSo.md        |   46 +
 .../tests/reference_detail/PMIx.md            |   77 +
 .../tests/reference_detail/Salmon.md          |   44 +
 .../tests/reference_detail/hatchling.md       |  151 +
 .../tests/reference_detail/xterm.md           |   42 +
 scripts/available_software/tests/test_data.py |   33 -
 scripts/available_software/tests/test_json.py |   77 -
 scripts/available_software/tests/test_md.py   |   44 +-
 .../available_software/tests/test_module.py   |   43 -
 31 files changed, 3630 insertions(+), 1178 deletions(-)
 create mode 100644 docs/available_software/data/.gitkeep
 delete mode 100755 scripts/available_software/check_json_updates.py
 delete mode 100755 scripts/available_software/tests/data/bash_mock.sh
 delete mode 100644 scripts/available_software/tests/data/data_avail_simple_generic.txt
 delete mode 100644 scripts/available_software/tests/data/data_avail_simple_zen2.txt
 delete mode 100644 scripts/available_software/tests/data/data_avail_target_amd_intel.txt
 delete mode 100644 scripts/available_software/tests/data/data_avail_target_simple.txt
 delete mode 100644 scripts/available_software/tests/data/data_show_science.txt
 delete mode 100644 scripts/available_software/tests/data/data_swap_generic.txt
 delete mode 100644 scripts/available_software/tests/data/data_swap_zen2.txt
 create mode 100644 scripts/available_software/tests/data/eessi_api_metadata_software.json
 delete mode 100755 scripts/available_software/tests/data/lmod_mock.sh
 delete mode 100644 scripts/available_software/tests/data/test_json_simple_sol.json
 delete mode 100644 scripts/available_software/tests/data/test_json_simple_sol_detail.json
 delete mode 100644 scripts/available_software/tests/data/test_md_simple_sol.md
 delete mode 100644 scripts/available_software/tests/data/test_md_template_detailed_science_sol.md
 create mode 100644 scripts/available_software/tests/detail/.gitkeep
 create mode 100644 scripts/available_software/tests/reference_detail/CUDA-Samples.md
 create mode 100644 scripts/available_software/tests/reference_detail/ESPResSo.md
 create mode 100644 scripts/available_software/tests/reference_detail/PMIx.md
 create mode 100644 scripts/available_software/tests/reference_detail/Salmon.md
 create mode 100644 scripts/available_software/tests/reference_detail/hatchling.md
 create mode 100644 scripts/available_software/tests/reference_detail/xterm.md
 delete mode 100644 scripts/available_software/tests/test_data.py
 delete mode 100644 scripts/available_software/tests/test_json.py
 delete mode 100644 scripts/available_software/tests/test_module.py

diff --git a/.github/workflows/test_overview_available_software.yml b/.github/workflows/test_overview_available_software.yml
index d188f0bce6..03d30fe31a 100644
--- a/.github/workflows/test_overview_available_software.yml
+++ b/.github/workflows/test_overview_available_software.yml
@@ -17,18 +17,12 @@ jobs:
           python-version: '3.10'
           architecture: x64
 
-      - name: Mount EESSI
-        uses: eessi/github-action-eessi@e1f8f20638ea417a18d23ab29443ee34794ff900 # v3.1.0
-        with:
-          eessi_stack_version: '2023.06'
-
       - name: test overview available software
         id: test_overview_available_software
         run: |
           # install required Python packages in virtual environment
           python -m venv venv
           . venv/bin/activate
-          pip install -r mkdocs-ldjson-plugin/requirements.txt
           pip install -r scripts/available_software/requirements.txt
 
           # download https://eessi.io/api_data/data/eessi_api_metadata_software.json
diff --git a/.github/workflows/update_available_software.yml b/.github/workflows/update_available_software.yml
index 6a9a5d9b26..289c365638 100644
--- a/.github/workflows/update_available_software.yml
+++ b/.github/workflows/update_available_software.yml
@@ -17,11 +17,6 @@ jobs:
           python-version: '3.10'
           architecture: x64
 
-      - name: Mount EESSI
-        uses: eessi/github-action-eessi@e1f8f20638ea417a18d23ab29443ee34794ff900 # v3.1.0
-        with:
-          eessi_stack_version: '2023.06'
-
       - name: update overview of available software
         id: update_available_software
         run: |
@@ -38,7 +33,6 @@ jobs:
           curl -OL https://eessi.io/api_data/data/eessi_api_metadata_software.json
           cd -
 
-          export TIME_GENERATED_TEMPLATE="{{ generated_time }}"
           python scripts/available_software/available_software.py
           ./scripts/update_generated_time.sh mkdocs.yml
 
diff --git a/docs/available_software/data/.gitkeep b/docs/available_software/data/.gitkeep
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/scripts/available_software/available_software.py b/scripts/available_software/available_software.py
index 87821cb0cf..881a5ae2a4 100644
--- a/scripts/available_software/available_software.py
+++ b/scripts/available_software/available_software.py
@@ -11,390 +11,43 @@
 @author: Michiel Lachaert (Ghent University)
 @author: Lara Peeters (Ghent University)
 """
+
 import copy
 import json
 import os
-import re
-import subprocess
-import sys
-import time
 import yaml
-from typing import Union, Tuple
-from string import Template
-import numpy as np
-from mdutils.mdutils import MdUtils
 from mdutils.tools.Table import Table
-from natsort import natsorted
-from functools import cmp_to_key
-
-EESSI_TOPDIR = "/cvmfs/software.eessi.io/versions/2023.06"
-
-# some CPU targets are excluded for now, because software layer is too incomplete currently
-EXCLUDE_CPU_TARGETS = []
+from string import Template
 
-AARCH64 = 'aarch64'
-AMD = 'amd'
-GENERIC = 'generic'
-INTEL = 'intel'
-NVIDIA = 'nvidia'
-X86_64 = 'x86_64'
+AARCH64 = "aarch64"
+AMD = "amd"
+GENERIC = "generic"
+INTEL = "intel"
+NVIDIA = "nvidia"
+X86_64 = "x86_64"
 
 
 # --------------------------------------------------------------------------------------------------------
 # MAIN
 # --------------------------------------------------------------------------------------------------------
 
+
 def main():
     os.environ["SHELL"] = "/bin/bash"
     root_dir = os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
-    path_data_dir = os.path.join(root_dir, "docs/available_software/data")
-
-    # Generate the JSON overviews
-    modules = modules_eessi()
-    print(modules)
-    print("Generate JSON overview... ", end="", flush=True)
-    generate_json_overview(modules, path_data_dir)
-    print("Done!")
-
-    # Generate the JSON detail
-    json_data = generate_json_detailed_data(modules)
-    json_data = get_extra_info_eessi(json_data)
-    print("Generate JSON detailed... ", end="", flush=True)
-    json_path = generate_json_detailed(json_data, path_data_dir)
-    print("Done!")
-
-    # Generate detail markdown pages
-    #print("Generate detailed pages... ", end="", flush=True)
-    #generate_detail_pages(json_path, os.path.join(root_dir, "docs/available_software/detail"))
-    #print("Done!")
+    # Allow for test data and target
+    target_directory = os.environ.get("AVAIL_SOFTWARE_TEST_DIRECTORY") or os.path.join(
+        root_dir, "docs", "available_software"
+    )
+    path_data_dir = os.path.join(target_directory, "data")
 
     # Generate software-specific pages using data from https://eessi.io/api_data/data/eessi_api_metadata_software.json
     print("Generating software-specific pages... ", end="", flush=True)
-    api_data_software_json = os.path.join(root_dir, 'docs', 'available_software', 'data', 'eessi_api_metadata_software.json')
-    generate_software_pages(api_data_software_json, os.path.join(root_dir, 'docs', 'available_software', 'detail'))
+    api_data_software_json = os.path.join(path_data_dir, "eessi_api_metadata_software.json")
+    generate_software_pages(api_data_software_json, os.path.join(target_directory, "detail"))
     print("Done!")
 
 
-# --------------------------------------------------------------------------------------------------------
-# Functions to run bash commands
-# --------------------------------------------------------------------------------------------------------
-
-def bash_command(cmd: str) -> np.ndarray:
-    bash = os.getenv("SHELL")
-    proc = subprocess.run(
-        [bash, '-c', cmd],
-        encoding="utf-8",
-        stdout=subprocess.PIPE,
-        stderr=subprocess.PIPE
-    )
-
-    return np.array(proc.stdout.split())
-
-
-# --------------------------------------------------------------------------------------------------------
-# Functions to run "module" commands
-# --------------------------------------------------------------------------------------------------------
-
-def module(*args, filter_fn=lambda x: x) -> np.ndarray:
-    """
-    Function to run "module" commands.
-
-    @param args: Extra arguments for the module command.
-    @param filter_fn: Filter function on the output.
-    @return: Array with the output of the module command.
-    """
-    lmod = os.getenv('LMOD_CMD')
-    if lmod is None:
-        sys.stderr.write("Lmod not found (via $LMOD_CMD)!\n")
-        sys.exit(1)
-
-    proc = subprocess.run(
-        [lmod, "python", "--terse"] + list(args),
-        encoding="utf-8",
-        stderr=subprocess.PIPE,
-        stdout=subprocess.PIPE
-    )
-    exec(proc.stdout)
-    return filter_fn(np.array(proc.stderr.strip().split("\n")))
-
-
-def module_avail(name: str = "", filter_fn=lambda x: x) -> np.ndarray:
-    """
-    Function to run "module avail" commands.
-
-    @param name: Module name, or empty string to return all available modules.
-    @param filter_fn: Filter on the output.
-    @return: List of all available modules of name, or all if name is not given.
-    """
-    return module("avail", name, filter_fn=filter_fn)
-
-
-def module_swap(name: str) -> None:
-    """
-    Function to run "module swap" commands.
-
-    @param name: Name of module you want to swap to.
-    """
-    module("swap", name)
-
-
-def module_use(path: str) -> None:
-    """
-    Function to run "module use" commands.
-
-    @param path: Path to the directory with all the modules you want to use.
-    """
-    module("use", path)
-
-
-def module_unuse(path: str) -> None:
-    """
-    Function to run "module unuse" commands.
-
-    @param path: Path to the directory with all the modules you want to unuse.
-    """
-    module("unuse", path)
-
-
-def module_whatis(name: str) -> dict:
-    """
-    Function to run "module whatis" commands.
-
-    @param name: Name of module you want the whatis info for.
-    """
-    whatis = {}
-    data = module("show", name)
-    for line in data[np.char.startswith(data, "whatis")]:
-        content = re.sub(pattern=r'whatis\((.*)\)', repl='\\1', string=line).strip('"')
-        key, value = tuple(content.split(":", maxsplit=1))
-        whatis[key.strip()] = value.strip()
-    return whatis
-
-
-def module_info(info: str) -> dict:
-    """
-    Function to parse through lua file.
-
-    @param info: String with the contents of the lua file.
-    """
-    whatis = {}
-    data = np.array(info.split("\n"))
-    # index of start description to handle multi lined description
-    i = np.flatnonzero(np.char.startswith(data, "whatis([==[Description"))[0]
-    if np.char.endswith(data[i], "]==])"):
-        content = re.sub(pattern=r'whatis\(\[==\[(.*)\]==\]\)', repl='\\1', string=data[i]).strip('"')
-    else:
-        description = re.sub(pattern=r'whatis\(\[==\[(.*)', repl='\\1', string=data[i]).strip('"')
-        while not np.char.endswith(data[i], "]==])"):
-            i += 1
-            description += data[i]
-        content = re.sub(pattern=r'(.*)\]==\]\)', repl='\\1', string=description).strip('"')
-    key, value = tuple(content.split(":", maxsplit=1))
-    whatis[key.strip()] = value.strip()
-
-    for line in data[np.char.startswith(data, "whatis")]:
-        if not np.char.startswith(line, "whatis([==[Description"):
-            content = re.sub(pattern=r'whatis\(\[==\[(.*)\]==\]\)', repl='\\1', string=line).strip('"')
-            key, value = tuple(content.split(":", maxsplit=1))
-            whatis[key.strip()] = value.strip()
-    return whatis
-
-
-# --------------------------------------------------------------------------------------------------------
-# Fetch data EESSI
-# --------------------------------------------------------------------------------------------------------
-
-def filter_fn_eessi_modules(data: np.ndarray) -> np.ndarray:
-    """
-    Filter function for the output of all software modules for EESSI (excl. 'target').
-    @param data: Output
-    @return: Filtered output
-    """
-    return data[~np.char.endswith(data, ":")]
-
-
-def targets_eessi() -> np.ndarray:
-    """
-    Returns all the target names of EESSI.
-    @return: target names
-    """
-    if not os.path.exists(EESSI_TOPDIR):
-        sys.stderr.write(f"ERROR: {EESSI_TOPDIR} does not exist!\n")
-        sys.exit(1)
-
-    commands = [
-        f"find {EESSI_TOPDIR}/software/linux/*/* -maxdepth 0 \\( ! -name 'intel' -a ! "
-        "-name 'amd' -a ! -name 'nvidia' \\) -type d",
-        f'find {EESSI_TOPDIR}/software/linux/*/{{amd,intel,nvidia}}/* -maxdepth 0  -type d'
-    ]
-    targets = np.array([])
-
-    for command in commands:
-        targets = np.concatenate([targets, bash_command(command)])
-
-    return targets
-
-
-def eessi_target_compare(a, b):
-    """
-    A comparison function to compare the EESSI targets and order them.
-    First the main architecture is ordered alphabetically, then within them
-    the CPU targets are again ordered alphabetically, except for the
-    generic target, which always comes first. Targets that include an extra
-    vendor subdir always after those without a vendor subdir.
-    @return: 0, 1, -1
-    """
-    if a == b:
-        return 0
-
-    a_split = a.rsplit('/')
-    b_split = b.rsplit('/')
-
-    # We first compare the main architecture (aarch64, x86_64, ...), which is the 7th field
-    if a_split[7] == b_split[7]:
-        # Check if one item is for generic builds (last field), These should always be listed first
-        if a_split[-1] == 'generic':
-            return -1
-        if b_split[-1] == 'generic':
-            return 1
-        # If the number of fields are not equal, one has an extra vendor subdirectory (e.g. amd, intel, nvidia).
-        # These should always come after the ones without this extra level.
-        if len(a_split) != len(b_split):
-            return 1 if len(a_split) > len(b_split) else -1
-
-    # In all other cases we just do an alphabetical sort of the strings.
-    return 1 if a > b else -1
-
-
-def modules_eessi() -> dict:
-    """
-    Returns names of all software module that are installed on EESSI.
-    They are grouped by target.
-    @return: Dictionary with all the modules per target
-    """
-    print("Start collecting modules:")
-    data = {}
-
-    modulepath = os.getenv('MODULEPATH')
-    if modulepath:
-        module_unuse(modulepath)
-
-    targets = targets_eessi()
-
-    # Order targets
-    eessi_target_compare_key = cmp_to_key(eessi_target_compare)
-    ordered_targets = sorted(targets, key=eessi_target_compare_key)
-
-    targets = [t for t in ordered_targets if not any(t.endswith(x) for x in EXCLUDE_CPU_TARGETS)]
-
-    for target in targets:
-        print(f"\t Collecting available modules for {target}... ", end="", flush=True)
-        module_use(target + "/modules/all/")
-        data[target] = module_avail(filter_fn=filter_fn_eessi_modules)
-        print(f"found {len(data[target])} modules!")
-        module_unuse(os.getenv('MODULEPATH'))
-
-    print("All data collected!\n")
-    return data
-
-
-def get_extra_info_eessi(json_data) -> dict:
-    """
-    add Description, homepage and a list of extensions (only for software with extensions)
-    @return: Dictionary with all the modules and their site_packages
-    """
-    modules = json_data['software']
-    for software in modules:
-        for mod in modules[software]['versions']:
-            if software == "Java":
-                # TODO handle specific naming schema for Java
-                # code cannot handle "Java/11(@Java/11.0.20)"
-                continue
-            base_path = modules[software]['versions'][mod]['targets'][0] + '/modules/all/'
-            path = base_path + mod + ".lua"
-            f = open(path, 'r')
-            info = f.read()
-            if info != "":
-                whatis = module_info(info)
-                json_data['software'][software]['description'] = whatis['Description']
-                if "Homepage" in whatis.keys():
-                    json_data['software'][software]['homepage'] = whatis['Homepage']
-                if "Extensions" in whatis.keys():
-                    json_data["software"][software]["versions"][mod]["extensions"] = whatis['Extensions']
-    return json_data
-
-
-# --------------------------------------------------------------------------------------------------------
-# Util functions
-# --------------------------------------------------------------------------------------------------------
-
-def analyze_module(mod: str) -> Tuple:
-    return (
-        mod.split("/", 1)[0],
-        mod.split("/", 1)[1] if "/" in mod else ""
-    )
-
-
-def mod_names_to_software_names(mod_list: np.ndarray) -> np.ndarray:
-    """
-    Convert a list of module names to a list of the software names.
-
-    @param mod_list: List of the module names
-    @return: List of the corresponding software names
-    """
-    return np.unique([analyze_module(mod)[0] for mod in mod_list])
-
-
-def get_unique_software_names(data: Union[dict, list, np.ndarray]) -> Union[dict, list, np.ndarray]:
-    """
-    Simplify list of modules by removing versions and duplicates.
-
-    @param data: List of modules
-    @return: List of software names.
-    """
-
-    if isinstance(data, dict):
-        simplified_data = {target: mod_names_to_software_names(data[target]) for target in data}
-    else:
-        simplified_data = mod_names_to_software_names(data)
-
-    return simplified_data
-
-
-def dict_sort(dictionary: dict) -> dict:
-    """
-    Sort a dictionary by key.
-
-    @param dictionary: A dictionary
-    @return: Sorted dictionary
-    """
-    return dict(natsorted(dictionary.items()))
-
-
-# --------------------------------------------------------------------------------------------------------
-# Generate detailed markdown
-# --------------------------------------------------------------------------------------------------------
-
-def generate_software_table_data(software_data: dict, targets: list) -> list:
-    """
-    Construct the data for the detailed software table.
-
-    @param software_data: Software specific data.
-    @param targets: List with all the target names
-    @return: 1D list with all the data for the table
-    """
-    table_data = [" "] + [target[57:] for target in targets]
-
-    for module_name, available in list(software_data.items())[::-1]:
-        row = [module_name]
-
-        for target in targets:
-            row += ("x" if target in available["targets"] else "-")
-        table_data += row
-
-    return table_data
-
-
 # LD+JSON Template with placeholders
 ldjson_template = Template("""
 {
@@ -430,103 +83,28 @@ def generate_software_table_data(software_data: dict, targets: list) -> list:
 """)
 
 
-def generate_software_detail_page(
-        software_name: str,
-        software_data: dict,
-        generated_time: str,
-        targets: list,
-        path: str
-) -> None:
-    """
-    Generate one software specific detail page.
-
-    @param software_name: Name of the software
-    @param software_data: Additional information about the software (version, etc...)
-    @param generated_time: Timestamp when the data was generated
-    @param targets: List with all the target names
-    @param path: Path of the directory where the detailed page will be created.
-    """
-    sorted_versions = dict_sort(software_data["versions"])
-    newest_version = list(sorted_versions.keys())[-1]
-    ldjson_software_data = copy.deepcopy(software_data)
-
-    filename = f"{path}/{software_name}.md"
-    md_file = MdUtils(file_name=filename, title=f"{software_name}")
-    if 'description' in software_data.keys():
-        description = software_data['description']
-        md_file.new_paragraph(f"{description}")
-    else:
-        ldjson_software_data['description'] = ''
-    if 'homepage' in software_data.keys():
-        homepage = software_data['homepage']
-        md_file.new_paragraph(f"{homepage}")
-    else:
-        ldjson_software_data["homepage"] = ''
-
-    md_file.new_header(level=1, title="Available modules")
-
-    md_file.new_paragraph(f"The overview below shows which {software_name} installations are available per "
-                          f"target architecture in EESSI, ordered based on software version (new to old).")
-    md_file.new_paragraph(f"To start using {software_name}, load one of these modules using a `module load` command "
-                          f"like:")
-    md_file.insert_code(f"module load {newest_version}", language="shell")
-    md_file.new_paragraph(f"(This data was automatically generated on {generated_time})", bold_italics_code="i")
-    md_file.new_line()
-
-    md_file.new_table(
-        columns=len(targets) + 1,
-        rows=len(sorted_versions) + 1,
-        text=generate_software_table_data(sorted_versions, targets)
-    )
-
-    for version, details in list(sorted_versions.items())[::-1]:
-        if 'extensions' in details:
-            md_file.new_paragraph(f"### {version}")
-            md_file.new_paragraph("This is a list of extensions included in the module:")
-            packages = details['extensions']
-            md_file.new_paragraph(f"{packages}")
-
-    md_file.create_md_file()
-
-    with open(filename) as f:
-        read_data = f.read()
-    with open(filename, 'w') as f:
-        # Add the software name
-        ldjson_software_data['name'] = software_name
-        # Just output the supported versions (with toolchains)
-        ldjson_software_data["version"] = list(sorted_versions.keys())
-        # Make the description safe for json (and remove surrounding quotes)
-        ldjson_software_data['description'] = json.dumps(ldjson_software_data['description'])[1:-1]
-        json_str = ldjson_template.substitute(ldjson_software_data)  # Replace placeholders
-        json_topmatter = json.loads(json_str)
-        # Remove the TOC
-        json_topmatter["hide"] = ["toc"]
-        yaml_topmatter = yaml.dump(json_topmatter)
-        f.write("---\n" + yaml_topmatter + "---\n" + read_data)
-
-
 def format_cpu_arch_list(cpu_archs):
 
     res = []
 
     # generic CPU targets
-    gen_cpu_targets = [c for c in cpu_archs if c.endswith('/' + GENERIC)]
-    res.append("`generic`: " + ', '.join(['`' + x.split('/', maxsplit=1)[0] + '`' for x in gen_cpu_targets]) + "<br/>")
+    gen_cpu_targets = [c for c in cpu_archs if c.endswith("/" + GENERIC)]
+    res.append("`generic`: " + ", ".join(["`" + x.split("/", maxsplit=1)[0] + "`" for x in gen_cpu_targets]) + "<br/>")
 
     # Arm CPU targets
-    arm_cpu_targets = [c for c in cpu_archs if c.startswith(AARCH64) and not c.endswith('/' + GENERIC)]
+    arm_cpu_targets = [c for c in cpu_archs if c.startswith(AARCH64) and not c.endswith("/" + GENERIC)]
     label = '<span class="software-cpu-arm">Arm</span>'
-    res.append(label + ": " + ', '.join(['`' + x.split('/', maxsplit=1)[1] + '`' for x in arm_cpu_targets]) + "<br/>")
+    res.append(label + ": " + ", ".join(["`" + x.split("/", maxsplit=1)[1] + "`" for x in arm_cpu_targets]) + "<br/>")
 
     # x86_64 AMD CPU targets
-    amd_cpu_targets = [c for c in cpu_archs if c.startswith(X86_64 + '/' + AMD)]
+    amd_cpu_targets = [c for c in cpu_archs if c.startswith(X86_64 + "/" + AMD)]
     label = '<span class="software-cpu-amd">AMD</span>'
-    res.append(label + ": " + ', '.join(['`' + x.split('/', maxsplit=2)[2] + '`' for x in amd_cpu_targets]) + "<br/>")
+    res.append(label + ": " + ", ".join(["`" + x.split("/", maxsplit=2)[2] + "`" for x in amd_cpu_targets]) + "<br/>")
 
     # x86_64 Intel CPU targets
-    intel_cpu_targets = [c for c in cpu_archs if c.startswith(X86_64 + '/' + INTEL)]
+    intel_cpu_targets = [c for c in cpu_archs if c.startswith(X86_64 + "/" + INTEL)]
     label = '<span class="software-cpu-intel">Intel</span>'
-    res.append(label + ": " + ', '.join(['`' + x.split('/', maxsplit=2)[2] + '`' for x in intel_cpu_targets]) + "<br/>")
+    res.append(label + ": " + ", ".join(["`" + x.split("/", maxsplit=2)[2] + "`" for x in intel_cpu_targets]) + "<br/>")
 
     return res
 
@@ -538,25 +116,25 @@ def format_gpu_arch_list(gpu_archs):
     all_gpu_archs = set([y for x in gpu_archs.values() for y in x])
 
     # AMD GPU targets
-    amd_gpu_targets = sorted([g for g in all_gpu_archs if g.startswith(AMD + '/')])
+    amd_gpu_targets = sorted([g for g in all_gpu_archs if g.startswith(AMD + "/")])
     if amd_gpu_targets:
         label = '<span class="software-gpu-amd">AMD</span>'
-        res.append(label + ": " + ', '.join(['`' + x.split('/', maxsplit=1)[1] + '`' for x in amd_gpu_targets]) + "<br/>")
+        res.append(
+            label + ": " + ", ".join(["`" + x.split("/", maxsplit=1)[1] + "`" for x in amd_gpu_targets]) + "<br/>"
+        )
 
     # NVIDIA GPU targets
-    nvidia_gpu_targets = sorted([g for g in all_gpu_archs if g.startswith(NVIDIA + '/')])
+    nvidia_gpu_targets = sorted([g for g in all_gpu_archs if g.startswith(NVIDIA + "/")])
     if nvidia_gpu_targets:
         label = '<span class="software-gpu-nvidia">NVIDIA</span>'
-        res.append(label + ": " + ', '.join(['`' + x.split('/', maxsplit=1)[1] + '`' for x in nvidia_gpu_targets]) + "<br/>")
+        res.append(
+            label + ": " + ", ".join(["`" + x.split("/", maxsplit=1)[1] + "`" for x in nvidia_gpu_targets]) + "<br/>"
+        )
 
     return res
 
 
-def generate_software_page(
-        software_name: str,
-        software_data: dict,
-        path: str
-) -> None:
+def generate_software_page(software_name: str, software_data: dict, path: str) -> None:
     """
     Generate one software specific detail page.
 
@@ -570,80 +148,96 @@ def generate_software_page(
 
     md_lines = [
         f"# {software_name}",
-        '',
+        "",
     ]
-    if 'description' in software_data.keys():
-        description = software_data['description']
-        md_lines.extend([
-            '',
-            f"{description}",
-            '',
-        ])
-
-    if 'homepage' in software_data.keys():
-        homepage = software_data['homepage']
+    if "description" in software_data.keys():
+        description = software_data["description"]
+        md_lines.extend(
+            [
+                "",
+                f"{description}",
+                "",
+            ]
+        )
+
+    if "homepage" in software_data.keys():
+        homepage = software_data["homepage"]
         md_lines.append(f'<small>homepage: </small><span class="software-link">[{homepage}]({homepage})</span>')
 
-    md_lines.extend([
-        '',
-        "## Available installations",
-        '',
-    ])
+    md_lines.extend(
+        [
+            "",
+            "## Available installations",
+            "",
+        ]
+    )
 
-    table_data = [f'{software_name} version', 'Supported CPU targets', 'Supported GPU targets', 'EESSI version', 'Module']
+    table_data = [
+        f"{software_name} version",
+        "Supported CPU targets",
+        "Supported GPU targets",
+        "EESSI version",
+        "Module",
+    ]
     n_cols = len(table_data)
 
     n_rows = 1
-    for version in sorted(software_data['versions'], key=lambda x: x['version']):
-        cpu_targets = format_cpu_arch_list(version['cpu_arch'])
-        gpu_targets = format_gpu_arch_list(version['gpu_arch'])
-
-        req_mods = version['required_modules']
-        if req_mods and req_mods[0].get('module_name') == 'EESSI':
-            eessi_version = req_mods[0]['module_version']
-            eessi_version_no_dots = eessi_version.replace('.', '')
+    for version in sorted(software_data["versions"], key=lambda x: x["version"]):
+        cpu_targets = format_cpu_arch_list(version["cpu_arch"])
+        gpu_targets = format_gpu_arch_list(version["gpu_arch"])
+
+        req_mods = version["required_modules"]
+        if req_mods and req_mods[0].get("module_name") == "EESSI":
+            eessi_version = req_mods[0]["module_version"]
+            eessi_version_no_dots = eessi_version.replace(".", "")
             eessi_version_label = f'<span class="software-eessi-version-{eessi_version_no_dots}">{eessi_version}</span>'
         else:
             eessi_version_label = "*???*"
 
-        table_data.extend([
-                version['version'],
-                ''.join(cpu_targets),
-                ''.join(gpu_targets) or '*(none)*',
+        table_data.extend(
+            [
+                version["version"],
+                "".join(cpu_targets),
+                "".join(gpu_targets) or "*(none)*",
                 eessi_version_label,
-                '`' + version['module']['full_module_name'] + '`',
-        ])
+                "`" + version["module"]["full_module_name"] + "`",
+            ]
+        )
         n_rows += 1
 
     table = Table().create_table(columns=n_cols, rows=n_rows, text=table_data)
     md_lines.extend(table.splitlines())
 
     exts = {}
-    for version in software_data['versions']:
-        for ext_data in version['extensions']:
-            ext_details = exts.setdefault(ext_data['name'], {})
-            ext_version = ext_details.setdefault(ext_data['version'], set())
-            ext_version.add(version['module']['full_module_name'])
+    for version in software_data["versions"]:
+        for ext_data in version["extensions"]:
+            ext_details = exts.setdefault(ext_data["name"], {})
+            ext_version = ext_details.setdefault(ext_data["version"], set())
+            ext_version.add(version["module"]["full_module_name"])
 
     if exts:
-        md_lines.extend([
-            '',
-            f'## Extensions',
-            '',
-            f"Overview of extensions included in {software_name} installations",
-            '',
-        ])
-
-        table_header = ['`%s` version', f'{software_name} modules that include it']
+        md_lines.extend(
+            [
+                "",
+                "## Extensions",
+                "",
+                f"Overview of extensions included in {software_name} installations",
+                "",
+            ]
+        )
+
+        table_header = ["`%s` version", f"{software_name} modules that include it"]
         n_cols = len(table_header)
 
         for ext_name, ext_details in sorted(exts.items(), key=lambda x: x[0].lower()):
 
-            md_lines.extend([
-                '',
-                f'### {ext_name}',
-                '',
-            ])
+            md_lines.extend(
+                [
+                    "",
+                    f"### {ext_name}",
+                    "",
+                ]
+            )
 
             table_data = table_header[:]
             table_data[0] = table_data[0] % ext_name
@@ -651,37 +245,44 @@ def generate_software_page(
             n_rows = 1
             for ext_version, ext_version_mods in sorted(ext_details.items(), key=lambda x: x[0]):
                 n_rows += 1
-                table_data.extend([
-                    ext_version,
-                    '<br/>'.join('`' + m + '`' for m in ext_version_mods),
-                ])
+                table_data.extend(
+                    [
+                        ext_version,
+                        "<br/>".join("`" + m + "`" for m in sorted(ext_version_mods)),
+                    ]
+                )
 
             table = Table().create_table(columns=n_cols, rows=n_rows, text=table_data)
             md_lines.extend(table.splitlines())
 
-    md_txt = '\n'.join(md_lines)
+    md_txt = "\n".join(md_lines)
 
-    with open(filename, 'w') as fp:
+    with open(filename, "w") as fp:
         fp.write(md_txt)
 
-
-def generate_detail_pages(json_path, dest_path) -> None:
-    """
-    Generate all the detailed pages for all the software that is available.
-    """
-
-    with open(json_path) as json_data:
-        data = json.load(json_data)
-
-    all_targets = data["targets"]
-
-    time_generated_template = os.environ.get('TIME_GENERATED_TEMPLATE')
-    for software, content in data["software"].items():
-        if time_generated_template:
-            time_generated = time_generated_template
-        else:
-            time_generated = data["time_generated"]
-        generate_software_detail_page(software, content, time_generated, all_targets, dest_path)
+    # Add ldjson data topmatter
+    with open(filename) as f:
+        read_data = f.read()
+    ldjson_software_data = copy.deepcopy(software_data)
+    if "description" not in software_data.keys():
+        ldjson_software_data["description"] = ""
+    if "homepage" not in software_data.keys():
+        ldjson_software_data["homepage"] = ""
+    with open(filename, "w") as f:
+        # Add the software name
+        ldjson_software_data["name"] = software_name
+        # Just output the supported versionsq
+        ldjson_software_data["version"] = sorted(
+            list(set([version["version"] for version in software_data["versions"]])), reverse=True
+        )
+        # Make the description safe for json (and remove surrounding quotes)
+        ldjson_software_data["description"] = json.dumps(ldjson_software_data["description"])[1:-1]
+        json_str = ldjson_template.substitute(ldjson_software_data)  # Replace placeholders
+        json_topmatter = json.loads(json_str)
+        # Remove the TOC
+        json_topmatter["hide"] = ["toc"]
+        yaml_topmatter = yaml.dump(json_topmatter)
+        f.write("---\n" + yaml_topmatter + "---\n" + read_data)
 
 
 def generate_software_pages(json_path, dest_path) -> None:
@@ -692,211 +293,9 @@ def generate_software_pages(json_path, dest_path) -> None:
     with open(json_path) as json_data:
         data = json.load(json_data)
 
-    for name in data['software']:
-        generate_software_page(name, data['software'][name], dest_path)
-
-
-# --------------------------------------------------------------------------------------------------------
-# Generate overview markdown
-# --------------------------------------------------------------------------------------------------------
-
-def generate_table_data(avail_mods: dict) -> Tuple[np.ndarray, int, int]:
-    """
-    Generate data that can be used to construct a MarkDown table.
-
-    @param avail_mods: Available modules
-    @return: Returns tuple (Table data, #col, #row)
-    """
-    avail_mods = get_unique_software_names(avail_mods)
-    all_modules = get_unique_software_names(np.concatenate(list(avail_mods.values())))
-
-    final = np.array([" "])
-    final = np.append(final, list(avail_mods.keys()))
-
-    for package in all_modules:
-        final = np.append(final, package)
-
-        for target in avail_mods:
-            final = np.append(final, "X" if package in avail_mods[target] else " ")
-
-    return final, len(avail_mods.keys()) + 1, len(all_modules) + 1
-
-
-def generate_module_table(data: dict, md_file: MdUtils) -> None:
-    """
-    Generate the general table of the overview.
-
-    @param data: Dict with all the data. Keys are the target names.
-    @param md_file: MdUtils object.
-    """
-    print("Generating markdown table... ", end="", flush=True)
-    structured, col, row = generate_table_data(data)
-    md_file.new_table(columns=col, rows=row, text=list(structured), text_align='center')
-    print("Done!")
-
-
-def generate_markdown_overview(modules: dict) -> None:
-    """
-    Generate the general overview in a markdown file.
-    It generates a list of all the available software and indicates for which target it is available.
-    """
-    md_fn = 'module_overview.md'
-    md_file = MdUtils(file_name=md_fn, title='Overview of available modules per target architecture in EESSI')
-    generate_module_table(modules, md_file)
-    md_file.create_md_file()
-    print(f"Module overview created at {md_fn}")
-
-
-# --------------------------------------------------------------------------------------------------------
-# Generate JSON
-# --------------------------------------------------------------------------------------------------------
-# -----------
-# OVERVIEW
-# -----------
-
-# FORMAT OVERVIEW JSON
-# {
-#   "targets": [
-#     "/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic",
-#     "/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"
-#   ],
-#   "modules": {
-#     "Markov": [1, 0],
-#     "cfd": [1, 1],
-#     "llm": [0, 1],
-#     "science": [1, 1]
-#   }
-# }
-def generate_json_overview_data(modules: dict) -> dict:
-    """
-    Generate the data for the json overview in the above format.
-
-    @param modules: Dictionary with all the modules per target. Keys are the target names.
-    @return: Dictionary with the required JSON structure.
-
-    """
-    json_data = {
-        "targets": list(modules.keys()),
-        "modules": {},
-        "time_generated": time.strftime("%a, %d %b %Y at %H:%M:%S %Z")
-    }
-    avail_software = get_unique_software_names(modules)
-    all_software = get_unique_software_names(np.concatenate(list(modules.values())))
-
-    # creates a list of booleans for each software that indicates
-    # if the software is available for the corresponding target.
-    for soft in all_software:
-        available = []
-        for target in json_data["targets"]:
-            available.append(int(soft in avail_software[target]))
-        json_data["modules"][soft] = available
-    return json_data
-
-
-def generate_json_overview(modules: dict, path_data_dir: str) -> str:
-    """
-    Generate the overview in a JSON format.
-
-    @param modules: Dictionary with all the modules per target. Keys are the target names.
-    @param path_data_dir: Path to the directory where the JSON will be placed.
-    @return: Absolute path to the json file.
-    """
-
-    # get data
-    json_data = generate_json_overview_data(modules)
-
-    filepath = os.path.join(path_data_dir, "json_data.json")
-    # write it to a file
-    with open(filepath, 'w') as outfile:
-        json.dump(json_data, outfile)
-
-    return filepath
-
-
-# -----------
-# DETAILED
-# -----------
-
-# FORMAT DETAILED JSON:
-#
-# {
-#   "targets": [
-#     "/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic",
-#     "/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"
-#   ],
-#   "software": {
-#     "cfd": {
-#       "targets": [
-#         "/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic",
-#         "/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"
-#       ],
-#       "versions": {
-#         "2.3.1": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic"],
-#         "2.3.2": [
-#           "/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic",
-#           "/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"
-#         ]
-#       }
-#     }
-#   }
-# }
-
-def generate_json_detailed_data(modules: dict) -> dict:
-    """
-    Generate the data for the detailed JSON in the above format.
-
-    @param modules: Dictionary with all the modules per target. Keys are the target names.
-    @return: Dictionary with the required JSON structure.
-    """
-    json_data = {
-        "targets": list(modules.keys()),
-        "software": {},
-        "time_generated": time.strftime("%a, %d %b %Y at %H:%M:%S %Z")
-    }
-
-    # Loop over every module in every target
-    for target in modules:
-        for mod in modules[target]:
-            software, version = analyze_module(mod)
-
-            # Exclude modules with no version
-            if version != "":
-                # If the software is not yet present, add it.
-                if software not in json_data["software"]:
-                    json_data["software"][software] = {
-                        "targets": [],
-                        "versions": {}
-                    }
-
-                # If the version is not yet present, add it.
-                if mod not in json_data["software"][software]["versions"]:
-                    json_data["software"][software]["versions"][mod] = {'targets': []}
-
-                # If the target is not yet present, add it.
-                if target not in json_data["software"][software]["targets"]:
-                    json_data["software"][software]["targets"].append(target)
-
-                # If the target is not yet present, add it.
-                if target not in json_data["software"][software]["versions"][mod]["targets"]:
-                    json_data["software"][software]["versions"][mod]["targets"].append(target)
-
-    return json_data
-
-
-def generate_json_detailed(json_data: dict, path_data_dir: str) -> str:
-    """
-    Generate the detailed JSON.
-
-    @param modules: Dictionary with all the modules per target. Keys are the target names.
-    @param path_data_dir: Path to the directory where the JSON will be placed.
-    @return: Absolute path to the json file.
-    """
-    filepath = os.path.join(path_data_dir, "json_data_detail.json")
-    with open(filepath, 'w') as outfile:
-        json.dump(json_data, outfile)
-
-    return filepath
+    for name in data["software"]:
+        generate_software_page(name, data["software"][name], dest_path)
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     main()
diff --git a/scripts/available_software/check_json_updates.py b/scripts/available_software/check_json_updates.py
deleted file mode 100755
index 16cc1058e6..0000000000
--- a/scripts/available_software/check_json_updates.py
+++ /dev/null
@@ -1,34 +0,0 @@
-#!/usr/bin/env python
-#
-# Copyright 2023-2023 Ghent University
-#
-# SPDX license identifier: GPL-3.0-or-later
-#
-"""
-Python script to check for differences between provided JSON files
-that contain data on available software.
-
-@author: Kenneth Hoste (Ghent University)
-"""
-import json
-import sys
-
-if len(sys.argv) != 3:
-    sys.stderr.write(f"Usage: {sys.argv[0]} <one.json> <two.json>\n")
-    sys.exit(1)
-
-json1_path = sys.argv[1]
-json2_path = sys.argv[2]
-
-with open(json1_path) as json1:
-    json1_data = json.load(json1)
-with open(json2_path) as json2:
-    json2_data = json.load(json2)
-
-json1_data_filtered = {k: v for (k, v) in json1_data.items() if k != 'time_generated'}
-json2_data_filtered = {k: v for (k, v) in json2_data.items() if k != 'time_generated'}
-
-if json1_data_filtered == json2_data_filtered:
-    print("no changes")
-else:
-    print("differences found")
diff --git a/scripts/available_software/requirements.txt b/scripts/available_software/requirements.txt
index 389a40b377..6d558a8c4d 100644
--- a/scripts/available_software/requirements.txt
+++ b/scripts/available_software/requirements.txt
@@ -1,4 +1,2 @@
 mdutils
-numpy
-natsort
 pyyaml
diff --git a/scripts/available_software/tests/data/bash_mock.sh b/scripts/available_software/tests/data/bash_mock.sh
deleted file mode 100755
index 5f0e1090f1..0000000000
--- a/scripts/available_software/tests/data/bash_mock.sh
+++ /dev/null
@@ -1,19 +0,0 @@
-#!/bin/bash
-
-# Return an error when a variable is not set.
-set -u
-
-
-# example: /bin/bash -c "echo hello"
-bash="$0"
-cflag="$1"
-cmd="$2"
-
-# Emulate find command.
-if echo "$cmd" | grep -q -E "find"; then
-   if echo "$cmd" | grep -q -E "amd,intel"; then
-       cat "${MOCK_FILE_AVAIL_TARGET_AMD_INTEL}" >&1
-   else
-       cat "${MOCK_FILE_AVAIL_TARGET}" >&1
-   fi
-fi
diff --git a/scripts/available_software/tests/data/data_avail_simple_generic.txt b/scripts/available_software/tests/data/data_avail_simple_generic.txt
deleted file mode 100644
index de988a5679..0000000000
--- a/scripts/available_software/tests/data/data_avail_simple_generic.txt
+++ /dev/null
@@ -1,14 +0,0 @@
-/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/generic/modules/all:
-cfd/1.0
-cfd/2.0
-cfd/24
-cfd/5.0
-cfd/2.0afqsdf
-Markov/hidden-1.0.5
-Markov/hidden-1.0.10
-Markov/
-science/
-science/5.3.0
-science/5.3.0
-science/5.3.0
-science/7.2.0
diff --git a/scripts/available_software/tests/data/data_avail_simple_zen2.txt b/scripts/available_software/tests/data/data_avail_simple_zen2.txt
deleted file mode 100644
index 482528b56d..0000000000
--- a/scripts/available_software/tests/data/data_avail_simple_zen2.txt
+++ /dev/null
@@ -1,16 +0,0 @@
-/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2/modules/all:
-cfd/1.0
-cfd/2.0
-cfd/3.0
-cfd/24
-cfd/
-cfd/5.0
-cfd/2.0afqsdf
-llm/20230627
-llm/20230627
-llm/20230627
-science/
-science/5.3.0
-science/5.3.0
-science/5.3.0
-science/7.2.0
diff --git a/scripts/available_software/tests/data/data_avail_target_amd_intel.txt b/scripts/available_software/tests/data/data_avail_target_amd_intel.txt
deleted file mode 100644
index adf051fdf0..0000000000
--- a/scripts/available_software/tests/data/data_avail_target_amd_intel.txt
+++ /dev/null
@@ -1 +0,0 @@
-/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2
diff --git a/scripts/available_software/tests/data/data_avail_target_simple.txt b/scripts/available_software/tests/data/data_avail_target_simple.txt
deleted file mode 100644
index e622f8c27e..0000000000
--- a/scripts/available_software/tests/data/data_avail_target_simple.txt
+++ /dev/null
@@ -1 +0,0 @@
-/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic
diff --git a/scripts/available_software/tests/data/data_show_science.txt b/scripts/available_software/tests/data/data_show_science.txt
deleted file mode 100644
index e009c98580..0000000000
--- a/scripts/available_software/tests/data/data_show_science.txt
+++ /dev/null
@@ -1,34 +0,0 @@
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-   /apps/gent/RHEL8/zen2-ib/modules/all/SciPy-bundle/2022.05-foss-2022a.lua:
--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-help([[
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-
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-================
- - Homepage: https://science.com/
-
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diff --git a/scripts/available_software/tests/data/data_swap_generic.txt b/scripts/available_software/tests/data/data_swap_generic.txt
deleted file mode 100644
index 6fc8f8348a..0000000000
--- a/scripts/available_software/tests/data/data_swap_generic.txt
+++ /dev/null
@@ -1 +0,0 @@
-os.environ["MOCK_FILE_AVAIL"] = os.getenv('TESTS_PATH') + "/data/data_avail_simple_generic.txt"
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deleted file mode 100644
index 99f9e4ef6f..0000000000
--- a/scripts/available_software/tests/data/data_swap_zen2.txt
+++ /dev/null
@@ -1 +0,0 @@
-os.environ["MOCK_FILE_AVAIL"] = os.getenv('TESTS_PATH') + "/data/data_avail_simple_zen2.txt"
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new file mode 100644
index 0000000000..6864a24939
--- /dev/null
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+                        {
+                            "full_module_name": "Python/3.12.3-GCCcore-13.3.0",
+                            "module_name": "Python",
+                            "module_version": "3.12.3-GCCcore-13.3.0"
+                        },
+                        {
+                            "full_module_name": "hatchling/1.24.2-GCCcore-13.3.0",
+                            "module_name": "hatchling",
+                            "module_version": "1.24.2-GCCcore-13.3.0"
+                        }
+                    ],
+                    "cpu_arch": [
+                        "aarch64/generic",
+                        "aarch64/a64fx",
+                        "aarch64/neoverse_n1",
+                        "aarch64/neoverse_v1",
+                        "aarch64/nvidia/grace",
+                        "x86_64/generic",
+                        "x86_64/amd/zen2",
+                        "x86_64/amd/zen3",
+                        "x86_64/amd/zen4",
+                        "x86_64/intel/haswell",
+                        "x86_64/intel/skylake_avx512",
+                        "x86_64/intel/sapphirerapids",
+                        "x86_64/intel/icelake",
+                        "x86_64/intel/cascadelake"
+                    ],
+                    "gpu_arch": {},
+                    "description": "Extensible, standards compliant build backend used by Hatch,\na modern, extensible Python project manager.",
+                    "version": "1.24.2",
+                    "versionsuffix": "",
+                    "extensions": [
+                        {
+                            "type": "python",
+                            "name": "pathspec",
+                            "version": "0.12.1"
+                        },
+                        {
+                            "type": "python",
+                            "name": "pluggy",
+                            "version": "1.5.0"
+                        },
+                        {
+                            "type": "python",
+                            "name": "editables",
+                            "version": "0.5"
+                        },
+                        {
+                            "type": "python",
+                            "name": "trove-classifiers",
+                            "version": "2024.5.22"
+                        },
+                        {
+                            "type": "python",
+                            "name": "hatchling",
+                            "version": "1.24.2"
+                        },
+                        {
+                            "type": "python",
+                            "name": "hatch-vcs",
+                            "version": "0.4.0"
+                        },
+                        {
+                            "type": "python",
+                            "name": "hatch-fancy-pypi-readme",
+                            "version": "24.1.0"
+                        },
+                        {
+                            "type": "python",
+                            "name": "hatch-requirements-txt",
+                            "version": "0.4.1"
+                        }
+                    ]
+                },
+                {
+                    "homepage": "https://hatch.pypa.io",
+                    "license": [],
+                    "image": "",
+                    "categories": [],
+                    "identifier": "",
+                    "toolchain": {
+                        "name": "GCCcore",
+                        "version": "14.2.0"
+                    },
+                    "toolchain_families_compatibility": [
+                        "2025a_foss"
+                    ],
+                    "module": {
+                        "full_module_name": "hatchling/1.27.0-GCCcore-14.2.0",
+                        "module_name": "hatchling",
+                        "module_version": "1.27.0-GCCcore-14.2.0"
+                    },
+                    "required_modules": [
+                        {
+                            "full_module_name": "EESSI/2025.06",
+                            "module_name": "EESSI",
+                            "module_version": "2025.06"
+                        },
+                        {
+                            "full_module_name": "GCCcore/14.2.0",
+                            "module_name": "GCCcore",
+                            "module_version": "14.2.0"
+                        },
+                        {
+                            "full_module_name": "Tcl/8.6.16-GCCcore-14.2.0",
+                            "module_name": "Tcl",
+                            "module_version": "8.6.16-GCCcore-14.2.0"
+                        },
+                        {
+                            "full_module_name": "SQLite/3.47.2-GCCcore-14.2.0",
+                            "module_name": "SQLite",
+                            "module_version": "3.47.2-GCCcore-14.2.0"
+                        },
+                        {
+                            "full_module_name": "libffi/3.4.5-GCCcore-14.2.0",
+                            "module_name": "libffi",
+                            "module_version": "3.4.5-GCCcore-14.2.0"
+                        },
+                        {
+                            "full_module_name": "OpenSSL/3",
+                            "module_name": "OpenSSL",
+                            "module_version": "3"
+                        },
+                        {
+                            "full_module_name": "Python/3.13.1-GCCcore-14.2.0",
+                            "module_name": "Python",
+                            "module_version": "3.13.1-GCCcore-14.2.0"
+                        },
+                        {
+                            "full_module_name": "hatchling/1.27.0-GCCcore-14.2.0",
+                            "module_name": "hatchling",
+                            "module_version": "1.27.0-GCCcore-14.2.0"
+                        }
+                    ],
+                    "cpu_arch": [
+                        "aarch64/generic",
+                        "aarch64/a64fx",
+                        "aarch64/neoverse_n1",
+                        "aarch64/neoverse_v1",
+                        "aarch64/nvidia/grace",
+                        "x86_64/generic",
+                        "x86_64/amd/zen2",
+                        "x86_64/amd/zen3",
+                        "x86_64/amd/zen4",
+                        "x86_64/intel/haswell",
+                        "x86_64/intel/skylake_avx512",
+                        "x86_64/intel/sapphirerapids",
+                        "x86_64/intel/icelake",
+                        "x86_64/intel/cascadelake"
+                    ],
+                    "gpu_arch": {},
+                    "description": "Extensible, standards compliant build backend used by Hatch,\na modern, extensible Python project manager.",
+                    "version": "1.27.0",
+                    "versionsuffix": "",
+                    "extensions": [
+                        {
+                            "type": "python",
+                            "name": "pathspec",
+                            "version": "0.12.1"
+                        },
+                        {
+                            "type": "python",
+                            "name": "pluggy",
+                            "version": "1.5.0"
+                        },
+                        {
+                            "type": "python",
+                            "name": "editables",
+                            "version": "0.5"
+                        },
+                        {
+                            "type": "python",
+                            "name": "trove-classifiers",
+                            "version": "2025.2.18.16"
+                        },
+                        {
+                            "type": "python",
+                            "name": "hatchling",
+                            "version": "1.27.0"
+                        },
+                        {
+                            "type": "python",
+                            "name": "hatch-vcs",
+                            "version": "0.4.0"
+                        },
+                        {
+                            "type": "python",
+                            "name": "hatch-fancy-pypi-readme",
+                            "version": "24.1.0"
+                        },
+                        {
+                            "type": "python",
+                            "name": "hatch-requirements-txt",
+                            "version": "0.4.1"
+                        }
+                    ]
+                },
+                {
+                    "homepage": "https://hatch.pypa.io",
+                    "license": [],
+                    "image": "",
+                    "categories": [],
+                    "identifier": "",
+                    "toolchain": {
+                        "name": "GCCcore",
+                        "version": "14.3.0"
+                    },
+                    "toolchain_families_compatibility": [
+                        "2025b_foss"
+                    ],
+                    "module": {
+                        "full_module_name": "hatchling/1.27.0-GCCcore-14.3.0",
+                        "module_name": "hatchling",
+                        "module_version": "1.27.0-GCCcore-14.3.0"
+                    },
+                    "required_modules": [
+                        {
+                            "full_module_name": "EESSI/2025.06",
+                            "module_name": "EESSI",
+                            "module_version": "2025.06"
+                        },
+                        {
+                            "full_module_name": "GCCcore/14.3.0",
+                            "module_name": "GCCcore",
+                            "module_version": "14.3.0"
+                        },
+                        {
+                            "full_module_name": "libtommath/1.3.0-GCCcore-14.3.0",
+                            "module_name": "libtommath",
+                            "module_version": "1.3.0-GCCcore-14.3.0"
+                        },
+                        {
+                            "full_module_name": "Tcl/9.0.1-GCCcore-14.3.0",
+                            "module_name": "Tcl",
+                            "module_version": "9.0.1-GCCcore-14.3.0"
+                        },
+                        {
+                            "full_module_name": "SQLite/3.50.1-GCCcore-14.3.0",
+                            "module_name": "SQLite",
+                            "module_version": "3.50.1-GCCcore-14.3.0"
+                        },
+                        {
+                            "full_module_name": "libffi/3.5.1-GCCcore-14.3.0",
+                            "module_name": "libffi",
+                            "module_version": "3.5.1-GCCcore-14.3.0"
+                        },
+                        {
+                            "full_module_name": "OpenSSL/3",
+                            "module_name": "OpenSSL",
+                            "module_version": "3"
+                        },
+                        {
+                            "full_module_name": "Python/3.13.5-GCCcore-14.3.0",
+                            "module_name": "Python",
+                            "module_version": "3.13.5-GCCcore-14.3.0"
+                        },
+                        {
+                            "full_module_name": "hatchling/1.27.0-GCCcore-14.3.0",
+                            "module_name": "hatchling",
+                            "module_version": "1.27.0-GCCcore-14.3.0"
+                        }
+                    ],
+                    "cpu_arch": [
+                        "aarch64/generic",
+                        "aarch64/a64fx",
+                        "aarch64/neoverse_n1",
+                        "aarch64/neoverse_v1",
+                        "aarch64/nvidia/grace",
+                        "x86_64/generic",
+                        "x86_64/amd/zen2",
+                        "x86_64/amd/zen3",
+                        "x86_64/amd/zen4",
+                        "x86_64/intel/haswell",
+                        "x86_64/intel/skylake_avx512",
+                        "x86_64/intel/sapphirerapids",
+                        "x86_64/intel/icelake",
+                        "x86_64/intel/cascadelake"
+                    ],
+                    "gpu_arch": {},
+                    "description": "Extensible, standards compliant build backend used by Hatch,\na modern, extensible Python project manager.",
+                    "version": "1.27.0",
+                    "versionsuffix": "",
+                    "extensions": [
+                        {
+                            "type": "python",
+                            "name": "pathspec",
+                            "version": "0.12.1"
+                        },
+                        {
+                            "type": "python",
+                            "name": "pluggy",
+                            "version": "1.6.0"
+                        },
+                        {
+                            "type": "python",
+                            "name": "editables",
+                            "version": "0.5"
+                        },
+                        {
+                            "type": "python",
+                            "name": "trove-classifiers",
+                            "version": "2025.5.9.12"
+                        },
+                        {
+                            "type": "python",
+                            "name": "hatchling",
+                            "version": "1.27.0"
+                        },
+                        {
+                            "type": "python",
+                            "name": "hatch-vcs",
+                            "version": "0.5.0"
+                        },
+                        {
+                            "type": "python",
+                            "name": "hatch-fancy-pypi-readme",
+                            "version": "25.1.0"
+                        },
+                        {
+                            "type": "python",
+                            "name": "hatch-requirements-txt",
+                            "version": "0.4.1"
+                        },
+                        {
+                            "type": "python",
+                            "name": "hatch-docstring-description",
+                            "version": "1.1.1"
+                        }
+                    ]
+                }
+            ],
+            "homepage": "https://hatch.pypa.io",
+            "license": [],
+            "image": "",
+            "categories": [],
+            "identifier": "",
+            "description": "Extensible, standards compliant build backend used by Hatch,\na modern, extensible Python project manager."
+        },
+        "xterm": {
+            "versions": [
+                {
+                    "homepage": "https://xterm.dev/",
+                    "license": [],
+                    "image": "",
+                    "categories": [],
+                    "identifier": "",
+                    "toolchain": {
+                        "name": "GCCcore",
+                        "version": "13.3.0"
+                    },
+                    "toolchain_families_compatibility": [
+                        "2024a_foss"
+                    ],
+                    "module": {
+                        "full_module_name": "xterm/402-GCCcore-13.3.0",
+                        "module_name": "xterm",
+                        "module_version": "402-GCCcore-13.3.0"
+                    },
+                    "required_modules": [
+                        {
+                            "full_module_name": "EESSI/2025.06",
+                            "module_name": "EESSI",
+                            "module_version": "2025.06"
+                        },
+                        {
+                            "full_module_name": "GCCcore/13.3.0",
+                            "module_name": "GCCcore",
+                            "module_version": "13.3.0"
+                        },
+                        {
+                            "full_module_name": "expat/2.6.2-GCCcore-13.3.0",
+                            "module_name": "expat",
+                            "module_version": "2.6.2-GCCcore-13.3.0"
+                        },
+                        {
+                            "full_module_name": "libpng/1.6.43-GCCcore-13.3.0",
+                            "module_name": "libpng",
+                            "module_version": "1.6.43-GCCcore-13.3.0"
+                        },
+                        {
+                            "full_module_name": "Brotli/1.1.0-GCCcore-13.3.0",
+                            "module_name": "Brotli",
+                            "module_version": "1.1.0-GCCcore-13.3.0"
+                        },
+                        {
+                            "full_module_name": "freetype/2.13.2-GCCcore-13.3.0",
+                            "module_name": "freetype",
+                            "module_version": "2.13.2-GCCcore-13.3.0"
+                        },
+                        {
+                            "full_module_name": "fontconfig/2.15.0-GCCcore-13.3.0",
+                            "module_name": "fontconfig",
+                            "module_version": "2.15.0-GCCcore-13.3.0"
+                        },
+                        {
+                            "full_module_name": "xorg-macros/1.20.1-GCCcore-13.3.0",
+                            "module_name": "xorg-macros",
+                            "module_version": "1.20.1-GCCcore-13.3.0"
+                        },
+                        {
+                            "full_module_name": "libpciaccess/0.18.1-GCCcore-13.3.0",
+                            "module_name": "libpciaccess",
+                            "module_version": "0.18.1-GCCcore-13.3.0"
+                        },
+                        {
+                            "full_module_name": "X11/20240607-GCCcore-13.3.0",
+                            "module_name": "X11",
+                            "module_version": "20240607-GCCcore-13.3.0"
+                        },
+                        {
+                            "full_module_name": "xterm/402-GCCcore-13.3.0",
+                            "module_name": "xterm",
+                            "module_version": "402-GCCcore-13.3.0"
+                        }
+                    ],
+                    "cpu_arch": [
+                        "aarch64/generic",
+                        "aarch64/a64fx",
+                        "aarch64/neoverse_n1",
+                        "aarch64/neoverse_v1",
+                        "aarch64/nvidia/grace",
+                        "x86_64/generic",
+                        "x86_64/amd/zen2",
+                        "x86_64/amd/zen3",
+                        "x86_64/amd/zen4",
+                        "x86_64/intel/haswell",
+                        "x86_64/intel/skylake_avx512",
+                        "x86_64/intel/sapphirerapids",
+                        "x86_64/intel/icelake",
+                        "x86_64/intel/cascadelake"
+                    ],
+                    "gpu_arch": {},
+                    "description": "X11 terminal emulator for the X Window System",
+                    "version": "402",
+                    "versionsuffix": "",
+                    "extensions": []
+                }
+            ],
+            "homepage": "https://xterm.dev/",
+            "license": [],
+            "image": "",
+            "categories": [],
+            "identifier": "",
+            "description": "X11 terminal emulator for the X Window System"
+        }
+    }
+}
\ No newline at end of file
diff --git a/scripts/available_software/tests/data/lmod_mock.sh b/scripts/available_software/tests/data/lmod_mock.sh
deleted file mode 100755
index 8fecc18b37..0000000000
--- a/scripts/available_software/tests/data/lmod_mock.sh
+++ /dev/null
@@ -1,63 +0,0 @@
-#!/bin/bash
-
-# Return an error when a variable is not set.
-set -u
-
-
-# example: $LMOD_CMD python --terse avail cluster/
-python="$1"
-terse="$2"
-mod_cmd="$3"
-mod_args="${4:-}"
-
-# Emulated avail command.
-if [ "$mod_cmd" = "avail" ]; then
-    cat "${MOCK_FILE_AVAIL}" >&2
-
-# Emulated swap command.
-elif [ "$mod_cmd" = "swap" ]; then
-  # extract the target name from the 4th argument
-  target=$(echo "$mod_args" | cut -d "/" -f 1)
-  target_name=$(echo "$mod_args" | cut -d "/" -f 2)
-
-  if [ "$target" = "target" ]; then
-    # Substitute TARGET by the target_name
-    cat ${MOCK_FILE_SWAP/TARGET/${target_name}} >&1
-  else
-    echo "${mod_args} is not a target." >&2
-    exit 1
-  fi
-
-
-# Emulate show command
-elif [ "$mod_cmd" = "show" ]; then
-      cat "${MOCK_FILE_SHOW}" >&2
-
-
-elif [ "$mod_cmd" = "use" ]; then
-      cvmfs=$(echo "$mod_args" | cut -d "/" -f 2)
-      repo=$(echo "$mod_args" | cut -d "/" -f 3)
-      if [ "cvmfs" = "cvmfs" ]; then
-          if echo "$mod_args" | grep -q -E "amd"; then
-              target_name=$(echo "$mod_args" | cut -d "/" -f 10)
-              # Substitute TARGET by the target_name
-              cat ${MOCK_FILE_SWAP/TARGET/${target_name}} >&1
-          elif echo "$mod_args" | grep -q -E "intel"; then
-              target_name=$(echo "$mod_args" | cut -d "/" -f 10)
-              # Substitute TARGET by the target_name
-              cat ${MOCK_FILE_SWAP/TARGET/${target_name}} >&1
-          else
-              target_name=$(echo "$mod_args" | cut -d "/" -f 9)
-              # Substitute TARGET by the target_name
-              cat ${MOCK_FILE_SWAP/TARGET/${target_name}} >&1
-          fi
-      else
-          echo "${mod_arg} in not a cvmfs repo"
-          exit 1
-      fi
-
-
-else
-    echo "Module subcommand '${mod_cmd}' not supported yet in $0" >&2
-  exit 1
-fi
diff --git a/scripts/available_software/tests/data/test_json_simple_sol.json b/scripts/available_software/tests/data/test_json_simple_sol.json
deleted file mode 100644
index 5d14435a70..0000000000
--- a/scripts/available_software/tests/data/test_json_simple_sol.json
+++ /dev/null
@@ -1 +0,0 @@
-{"time_generated":"dummy", "targets": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic", "/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"], "modules": {"Markov": [1, 0], "cfd": [1, 1], "llm": [0, 1], "science": [1, 1]}}
diff --git a/scripts/available_software/tests/data/test_json_simple_sol_detail.json b/scripts/available_software/tests/data/test_json_simple_sol_detail.json
deleted file mode 100644
index e5df36b947..0000000000
--- a/scripts/available_software/tests/data/test_json_simple_sol_detail.json
+++ /dev/null
@@ -1 +0,0 @@
-{"targets": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic", "/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"], "software": {"cfd": {"targets": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic", "/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"], "versions": {"cfd/1.0": {"targets": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic", "/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"]}, "cfd/2.0": {"targets": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic", "/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"]}, "cfd/24": {"targets": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic", "/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"]}, "cfd/5.0": {"targets": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic", "/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"]}, "cfd/2.0afqsdf": {"targets": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic", "/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"]}, "cfd/3.0": {"targets": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"]}}}, "Markov": {"targets": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic"], "versions": {"Markov/hidden-1.0.5": {"targets": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic"]}, "Markov/hidden-1.0.10": {"targets": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic"]}}}, "science": {"targets": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic", "/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"], "versions": {"science/5.3.0": {"targets": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic", "/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"]}, "science/7.2.0": {"targets": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic", "/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"]}}}, "llm": {"targets": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"], "versions": {"llm/20230627": {"targets": ["/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"]}}}}, "time_generated": "Thu, 31 Aug 2023 at 14:00:22 CEST"}
diff --git a/scripts/available_software/tests/data/test_md_simple_sol.md b/scripts/available_software/tests/data/test_md_simple_sol.md
deleted file mode 100644
index 88812fe34e..0000000000
--- a/scripts/available_software/tests/data/test_md_simple_sol.md
+++ /dev/null
@@ -1,10 +0,0 @@
-
-Overview Modules
-================
-
-| |/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic|/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2|
-| :---: | :---: | :---: |
-|Markov|X| |
-|cfd|X|X|
-|llm| |X|
-|science|X|X|
diff --git a/scripts/available_software/tests/data/test_md_template_detailed_science_sol.md b/scripts/available_software/tests/data/test_md_template_detailed_science_sol.md
deleted file mode 100644
index b63029196b..0000000000
--- a/scripts/available_software/tests/data/test_md_template_detailed_science_sol.md
+++ /dev/null
@@ -1,50 +0,0 @@
----
-hide:
-- toc
-json_ld:
-  '@context': https://schema.org
-  '@type': SoftwareApplication
-  applicationCategory: DeveloperApplication
-  description: ''
-  license: Not confirmed
-  name: science
-  offers:
-    '@type': Offer
-    price: 0
-  operatingSystem: LINUX
-  review:
-    '@type': Review
-    author:
-      '@type': Organization
-      name: EESSI
-    reviewBody: Application has been successfully made available on all architectures
-      supported by EESSI
-    reviewRating:
-      '@type': Rating
-      ratingValue: 5
-  softwareRequirements: See https://www.eessi.io/docs/ for how to make EESSI available
-    on your system
-  softwareVersion: '[''science/5.3.0'', ''science/7.2.0'']'
-  url: ''
----
-
-science
-=======
-
-# Available modules
-
-
-The overview below shows which science installations are available per target architecture in EESSI, ordered based on software version (new to old).
-
-To start using science, load one of these modules using a `module load` command like:
-
-```shell
-module load science/7.2.0
-```
-
-*(This data was automatically generated on {{ generated_date }})*
-
-| |aarch64/generic|x86_64/amd/zen2|
-| :---: | :---: | :---: |
-|science/7.2.0|x|x|
-|science/5.3.0|x|x|
diff --git a/scripts/available_software/tests/detail/.gitkeep b/scripts/available_software/tests/detail/.gitkeep
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/scripts/available_software/tests/reference_detail/CUDA-Samples.md b/scripts/available_software/tests/reference_detail/CUDA-Samples.md
new file mode 100644
index 0000000000..65870e367d
--- /dev/null
+++ b/scripts/available_software/tests/reference_detail/CUDA-Samples.md
@@ -0,0 +1,42 @@
+---
+hide:
+- toc
+json_ld:
+  '@context': https://schema.org
+  '@type': SoftwareApplication
+  applicationCategory: DeveloperApplication
+  description: Samples for CUDA Developers which demonstrates features in CUDA Toolkit
+  license: Not confirmed
+  name: CUDA-Samples
+  offers:
+    '@type': Offer
+    price: 0
+  operatingSystem: LINUX
+  review:
+    '@type': Review
+    author:
+      '@type': Organization
+      name: EESSI
+    reviewBody: Application has been successfully made available on all architectures
+      supported by EESSI
+    reviewRating:
+      '@type': Rating
+      ratingValue: 5
+  softwareRequirements: See https://www.eessi.io/docs/ for how to make EESSI available
+    on your system
+  softwareVersion: '[''12.1'']'
+  url: https://github.com/NVIDIA/cuda-samples
+---
+# CUDA-Samples
+
+
+Samples for CUDA Developers which demonstrates features in CUDA Toolkit
+
+<small>homepage: </small><span class="software-link">[https://github.com/NVIDIA/cuda-samples](https://github.com/NVIDIA/cuda-samples)</span>
+
+## Available installations
+
+
+|CUDA-Samples version|Supported CPU targets|Supported GPU targets|EESSI version|Module|
+| --- | --- | --- | --- | --- |
+|12.1|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|<span class="software-gpu-nvidia">NVIDIA</span>: `cc70`, `cc80`, `cc90`<br/>|<span class="software-eessi-version-202306">2023.06</span>|`CUDA-Samples/12.1-GCC-12.3.0-CUDA-12.1.1`|
\ No newline at end of file
diff --git a/scripts/available_software/tests/reference_detail/ESPResSo.md b/scripts/available_software/tests/reference_detail/ESPResSo.md
new file mode 100644
index 0000000000..c5daed77ec
--- /dev/null
+++ b/scripts/available_software/tests/reference_detail/ESPResSo.md
@@ -0,0 +1,46 @@
+---
+hide:
+- toc
+json_ld:
+  '@context': https://schema.org
+  '@type': SoftwareApplication
+  applicationCategory: DeveloperApplication
+  description: A software package for performing and analyzing scientific Molecular
+    Dynamics simulations.
+  license: Not confirmed
+  name: ESPResSo
+  offers:
+    '@type': Offer
+    price: 0
+  operatingSystem: LINUX
+  review:
+    '@type': Review
+    author:
+      '@type': Organization
+      name: EESSI
+    reviewBody: Application has been successfully made available on all architectures
+      supported by EESSI
+    reviewRating:
+      '@type': Rating
+      ratingValue: 5
+  softwareRequirements: See https://www.eessi.io/docs/ for how to make EESSI available
+    on your system
+  softwareVersion: '[''4.2.2'', ''4.2.1'']'
+  url: https://espressomd.org/wordpress
+---
+# ESPResSo
+
+
+A software package for performing and analyzing scientific Molecular Dynamics simulations.
+
+<small>homepage: </small><span class="software-link">[https://espressomd.org/wordpress](https://espressomd.org/wordpress)</span>
+
+## Available installations
+
+
+|ESPResSo version|Supported CPU targets|Supported GPU targets|EESSI version|Module|
+| --- | --- | --- | --- | --- |
+|4.2.1|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `a64fx`, `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|*(none)*|<span class="software-eessi-version-202306">2023.06</span>|`ESPResSo/4.2.1-foss-2023a`|
+|4.2.2|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|<span class="software-gpu-nvidia">NVIDIA</span>: `cc70`, `cc80`, `cc90`<br/>|<span class="software-eessi-version-202306">2023.06</span>|`ESPResSo/4.2.2-foss-2023a-CUDA-12.1.1`|
+|4.2.2|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `a64fx`, `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|*(none)*|<span class="software-eessi-version-202306">2023.06</span>|`ESPResSo/4.2.2-foss-2023a`|
+|4.2.2|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `a64fx`, `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|*(none)*|<span class="software-eessi-version-202306">2023.06</span>|`ESPResSo/4.2.2-foss-2023b`|
\ No newline at end of file
diff --git a/scripts/available_software/tests/reference_detail/PMIx.md b/scripts/available_software/tests/reference_detail/PMIx.md
new file mode 100644
index 0000000000..d748061fc0
--- /dev/null
+++ b/scripts/available_software/tests/reference_detail/PMIx.md
@@ -0,0 +1,77 @@
+---
+hide:
+- toc
+json_ld:
+  '@context': https://schema.org
+  '@type': SoftwareApplication
+  applicationCategory: DeveloperApplication
+  description: 'Process Management for Exascale Environments
+
+    PMI Exascale (PMIx) represents an attempt to
+
+    provide an extended version of the PMI standard specifically designed
+
+    to support clusters up to and including exascale sizes. The overall
+
+    objective of the project is not to branch the existing pseudo-standard
+
+    definitions - in fact, PMIx fully supports both of the existing PMI-1
+
+    and PMI-2 APIs - but rather to (a) augment and extend those APIs to
+
+    eliminate some current restrictions that impact scalability, and (b)
+
+    provide a reference implementation of the PMI-server that demonstrates
+
+    the desired level of scalability.
+
+    '
+  license: Not confirmed
+  name: PMIx
+  offers:
+    '@type': Offer
+    price: 0
+  operatingSystem: LINUX
+  review:
+    '@type': Review
+    author:
+      '@type': Organization
+      name: EESSI
+    reviewBody: Application has been successfully made available on all architectures
+      supported by EESSI
+    reviewRating:
+      '@type': Rating
+      ratingValue: 5
+  softwareRequirements: See https://www.eessi.io/docs/ for how to make EESSI available
+    on your system
+  softwareVersion: '[''5.0.8'', ''5.0.6'', ''5.0.2'', ''4.2.6'', ''4.2.4'', ''4.2.2'']'
+  url: https://pmix.org/
+---
+# PMIx
+
+
+Process Management for Exascale Environments
+PMI Exascale (PMIx) represents an attempt to
+provide an extended version of the PMI standard specifically designed
+to support clusters up to and including exascale sizes. The overall
+objective of the project is not to branch the existing pseudo-standard
+definitions - in fact, PMIx fully supports both of the existing PMI-1
+and PMI-2 APIs - but rather to (a) augment and extend those APIs to
+eliminate some current restrictions that impact scalability, and (b)
+provide a reference implementation of the PMI-server that demonstrates
+the desired level of scalability.
+
+
+<small>homepage: </small><span class="software-link">[https://pmix.org/](https://pmix.org/)</span>
+
+## Available installations
+
+
+|PMIx version|Supported CPU targets|Supported GPU targets|EESSI version|Module|
+| --- | --- | --- | --- | --- |
+|4.2.2|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `a64fx`, `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|*(none)*|<span class="software-eessi-version-202306">2023.06</span>|`PMIx/4.2.2-GCCcore-12.2.0`|
+|4.2.4|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `a64fx`, `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|*(none)*|<span class="software-eessi-version-202306">2023.06</span>|`PMIx/4.2.4-GCCcore-12.3.0`|
+|4.2.6|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `a64fx`, `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|*(none)*|<span class="software-eessi-version-202306">2023.06</span>|`PMIx/4.2.6-GCCcore-13.2.0`|
+|5.0.2|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `a64fx`, `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|*(none)*|<span class="software-eessi-version-202506">2025.06</span>|`PMIx/5.0.2-GCCcore-13.3.0`|
+|5.0.6|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `a64fx`, `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|*(none)*|<span class="software-eessi-version-202506">2025.06</span>|`PMIx/5.0.6-GCCcore-14.2.0`|
+|5.0.8|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `a64fx`, `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|*(none)*|<span class="software-eessi-version-202506">2025.06</span>|`PMIx/5.0.8-GCCcore-14.3.0`|
\ No newline at end of file
diff --git a/scripts/available_software/tests/reference_detail/Salmon.md b/scripts/available_software/tests/reference_detail/Salmon.md
new file mode 100644
index 0000000000..5258926b74
--- /dev/null
+++ b/scripts/available_software/tests/reference_detail/Salmon.md
@@ -0,0 +1,44 @@
+---
+hide:
+- toc
+json_ld:
+  '@context': https://schema.org
+  '@type': SoftwareApplication
+  applicationCategory: DeveloperApplication
+  description: "Salmon is a wicked-fast program to produce a highly-accurate,\n transcript-level\
+    \ quantification estimate from RNA-seq data."
+  license: Not confirmed
+  name: Salmon
+  offers:
+    '@type': Offer
+    price: 0
+  operatingSystem: LINUX
+  review:
+    '@type': Review
+    author:
+      '@type': Organization
+      name: EESSI
+    reviewBody: Application has been successfully made available on all architectures
+      supported by EESSI
+    reviewRating:
+      '@type': Rating
+      ratingValue: 5
+  softwareRequirements: See https://www.eessi.io/docs/ for how to make EESSI available
+    on your system
+  softwareVersion: '[''1.10.3'']'
+  url: https://github.com/COMBINE-lab/salmon
+---
+# Salmon
+
+
+Salmon is a wicked-fast program to produce a highly-accurate,
+ transcript-level quantification estimate from RNA-seq data.
+
+<small>homepage: </small><span class="software-link">[https://github.com/COMBINE-lab/salmon](https://github.com/COMBINE-lab/salmon)</span>
+
+## Available installations
+
+
+|Salmon version|Supported CPU targets|Supported GPU targets|EESSI version|Module|
+| --- | --- | --- | --- | --- |
+|1.10.3|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `a64fx`, `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|*(none)*|<span class="software-eessi-version-202306">2023.06</span>|`Salmon/1.10.3-GCC-12.3.0`|
\ No newline at end of file
diff --git a/scripts/available_software/tests/reference_detail/hatchling.md b/scripts/available_software/tests/reference_detail/hatchling.md
new file mode 100644
index 0000000000..7443073e6a
--- /dev/null
+++ b/scripts/available_software/tests/reference_detail/hatchling.md
@@ -0,0 +1,151 @@
+---
+hide:
+- toc
+json_ld:
+  '@context': https://schema.org
+  '@type': SoftwareApplication
+  applicationCategory: DeveloperApplication
+  description: 'Extensible, standards compliant build backend used by Hatch,
+
+    a modern, extensible Python project manager.'
+  license: Not confirmed
+  name: hatchling
+  offers:
+    '@type': Offer
+    price: 0
+  operatingSystem: LINUX
+  review:
+    '@type': Review
+    author:
+      '@type': Organization
+      name: EESSI
+    reviewBody: Application has been successfully made available on all architectures
+      supported by EESSI
+    reviewRating:
+      '@type': Rating
+      ratingValue: 5
+  softwareRequirements: See https://www.eessi.io/docs/ for how to make EESSI available
+    on your system
+  softwareVersion: '[''1.27.0'', ''1.24.2'', ''1.18.0'']'
+  url: https://hatch.pypa.io
+---
+# hatchling
+
+
+Extensible, standards compliant build backend used by Hatch,
+a modern, extensible Python project manager.
+
+<small>homepage: </small><span class="software-link">[https://hatch.pypa.io](https://hatch.pypa.io)</span>
+
+## Available installations
+
+
+|hatchling version|Supported CPU targets|Supported GPU targets|EESSI version|Module|
+| --- | --- | --- | --- | --- |
+|1.18.0|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `a64fx`, `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|*(none)*|<span class="software-eessi-version-202306">2023.06</span>|`hatchling/1.18.0-GCCcore-12.3.0`|
+|1.18.0|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `a64fx`, `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|*(none)*|<span class="software-eessi-version-202306">2023.06</span>|`hatchling/1.18.0-GCCcore-13.2.0`|
+|1.24.2|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `a64fx`, `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|*(none)*|<span class="software-eessi-version-202506">2025.06</span>|`hatchling/1.24.2-GCCcore-13.3.0`|
+|1.27.0|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `a64fx`, `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|*(none)*|<span class="software-eessi-version-202506">2025.06</span>|`hatchling/1.27.0-GCCcore-14.2.0`|
+|1.27.0|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `a64fx`, `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|*(none)*|<span class="software-eessi-version-202506">2025.06</span>|`hatchling/1.27.0-GCCcore-14.3.0`|
+
+## Extensions
+
+Overview of extensions included in hatchling installations
+
+
+### editables
+
+
+|`editables` version|hatchling modules that include it|
+| --- | --- |
+|0.3|`hatchling/1.18.0-GCCcore-12.3.0`|
+|0.5|`hatchling/1.18.0-GCCcore-13.2.0`<br/>`hatchling/1.24.2-GCCcore-13.3.0`<br/>`hatchling/1.27.0-GCCcore-14.2.0`<br/>`hatchling/1.27.0-GCCcore-14.3.0`|
+
+### hatch-docstring-description
+
+
+|`hatch-docstring-description` version|hatchling modules that include it|
+| --- | --- |
+|1.1.1|`hatchling/1.27.0-GCCcore-14.3.0`|
+
+### hatch-fancy-pypi-readme
+
+
+|`hatch-fancy-pypi-readme` version|hatchling modules that include it|
+| --- | --- |
+|24.1.0|`hatchling/1.24.2-GCCcore-13.3.0`<br/>`hatchling/1.27.0-GCCcore-14.2.0`|
+|25.1.0|`hatchling/1.27.0-GCCcore-14.3.0`|
+
+### hatch-requirements-txt
+
+
+|`hatch-requirements-txt` version|hatchling modules that include it|
+| --- | --- |
+|0.4.1|`hatchling/1.18.0-GCCcore-12.3.0`<br/>`hatchling/1.18.0-GCCcore-13.2.0`<br/>`hatchling/1.24.2-GCCcore-13.3.0`<br/>`hatchling/1.27.0-GCCcore-14.2.0`<br/>`hatchling/1.27.0-GCCcore-14.3.0`|
+
+### hatch-vcs
+
+
+|`hatch-vcs` version|hatchling modules that include it|
+| --- | --- |
+|0.4.0|`hatchling/1.24.2-GCCcore-13.3.0`<br/>`hatchling/1.27.0-GCCcore-14.2.0`|
+|0.5.0|`hatchling/1.27.0-GCCcore-14.3.0`|
+
+### hatch_fancy_pypi_readme
+
+
+|`hatch_fancy_pypi_readme` version|hatchling modules that include it|
+| --- | --- |
+|23.1.0|`hatchling/1.18.0-GCCcore-12.3.0`<br/>`hatchling/1.18.0-GCCcore-13.2.0`|
+
+### hatch_vcs
+
+
+|`hatch_vcs` version|hatchling modules that include it|
+| --- | --- |
+|0.3.0|`hatchling/1.18.0-GCCcore-12.3.0`<br/>`hatchling/1.18.0-GCCcore-13.2.0`|
+
+### hatchling
+
+
+|`hatchling` version|hatchling modules that include it|
+| --- | --- |
+|1.18.0|`hatchling/1.18.0-GCCcore-12.3.0`<br/>`hatchling/1.18.0-GCCcore-13.2.0`|
+|1.24.2|`hatchling/1.24.2-GCCcore-13.3.0`|
+|1.27.0|`hatchling/1.27.0-GCCcore-14.2.0`<br/>`hatchling/1.27.0-GCCcore-14.3.0`|
+
+### pathspec
+
+
+|`pathspec` version|hatchling modules that include it|
+| --- | --- |
+|0.11.1|`hatchling/1.18.0-GCCcore-12.3.0`|
+|0.11.2|`hatchling/1.18.0-GCCcore-13.2.0`|
+|0.12.1|`hatchling/1.24.2-GCCcore-13.3.0`<br/>`hatchling/1.27.0-GCCcore-14.2.0`<br/>`hatchling/1.27.0-GCCcore-14.3.0`|
+
+### pluggy
+
+
+|`pluggy` version|hatchling modules that include it|
+| --- | --- |
+|1.2.0|`hatchling/1.18.0-GCCcore-12.3.0`|
+|1.3.0|`hatchling/1.18.0-GCCcore-13.2.0`|
+|1.5.0|`hatchling/1.24.2-GCCcore-13.3.0`<br/>`hatchling/1.27.0-GCCcore-14.2.0`|
+|1.6.0|`hatchling/1.27.0-GCCcore-14.3.0`|
+
+### trove-classifiers
+
+
+|`trove-classifiers` version|hatchling modules that include it|
+| --- | --- |
+|2024.5.22|`hatchling/1.24.2-GCCcore-13.3.0`|
+|2025.2.18.16|`hatchling/1.27.0-GCCcore-14.2.0`|
+|2025.5.9.12|`hatchling/1.27.0-GCCcore-14.3.0`|
+
+### trove_classifiers
+
+
+|`trove_classifiers` version|hatchling modules that include it|
+| --- | --- |
+|2023.10.18|`hatchling/1.18.0-GCCcore-13.2.0`|
+|2023.5.24|`hatchling/1.18.0-GCCcore-12.3.0`|
\ No newline at end of file
diff --git a/scripts/available_software/tests/reference_detail/xterm.md b/scripts/available_software/tests/reference_detail/xterm.md
new file mode 100644
index 0000000000..e4f2e34d45
--- /dev/null
+++ b/scripts/available_software/tests/reference_detail/xterm.md
@@ -0,0 +1,42 @@
+---
+hide:
+- toc
+json_ld:
+  '@context': https://schema.org
+  '@type': SoftwareApplication
+  applicationCategory: DeveloperApplication
+  description: X11 terminal emulator for the X Window System
+  license: Not confirmed
+  name: xterm
+  offers:
+    '@type': Offer
+    price: 0
+  operatingSystem: LINUX
+  review:
+    '@type': Review
+    author:
+      '@type': Organization
+      name: EESSI
+    reviewBody: Application has been successfully made available on all architectures
+      supported by EESSI
+    reviewRating:
+      '@type': Rating
+      ratingValue: 5
+  softwareRequirements: See https://www.eessi.io/docs/ for how to make EESSI available
+    on your system
+  softwareVersion: '[''402'']'
+  url: https://xterm.dev/
+---
+# xterm
+
+
+X11 terminal emulator for the X Window System
+
+<small>homepage: </small><span class="software-link">[https://xterm.dev/](https://xterm.dev/)</span>
+
+## Available installations
+
+
+|xterm version|Supported CPU targets|Supported GPU targets|EESSI version|Module|
+| --- | --- | --- | --- | --- |
+|402|`generic`: `aarch64`, `x86_64`<br/><span class="software-cpu-arm">Arm</span>: `a64fx`, `neoverse_n1`, `neoverse_v1`, `nvidia/grace`<br/><span class="software-cpu-amd">AMD</span>: `zen2`, `zen3`, `zen4`<br/><span class="software-cpu-intel">Intel</span>: `haswell`, `skylake_avx512`, `sapphirerapids`, `icelake`, `cascadelake`<br/>|*(none)*|<span class="software-eessi-version-202506">2025.06</span>|`xterm/402-GCCcore-13.3.0`|
\ No newline at end of file
diff --git a/scripts/available_software/tests/test_data.py b/scripts/available_software/tests/test_data.py
deleted file mode 100644
index ddfdac459e..0000000000
--- a/scripts/available_software/tests/test_data.py
+++ /dev/null
@@ -1,33 +0,0 @@
-import os
-from available_software import modules_eessi, get_unique_software_names
-
-GENERIC = "/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic"
-ZEN2 = "/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"
-
-
-class TestData:
-    # ---------------------------
-    # Class level setup/teardown
-    # ---------------------------
-    path = os.path.dirname(os.path.realpath(__file__))
-
-    @classmethod
-    def setup_class(cls):
-        os.environ["TESTS_PATH"] = cls.path
-        os.environ["LMOD_CMD"] = cls.path + "/data/lmod_mock.sh"
-        os.environ["SHELL"] = cls.path + "/data/bash_mock.sh"
-        os.environ["MOCK_FILE_SWAP"] = cls.path + "/data/data_swap_TARGET.txt"
-        os.environ["MOCK_FILE_AVAIL_TARGET"] = cls.path + "/data/data_avail_target_simple.txt"
-        os.environ["MOCK_FILE_AVAIL_TARGET_AMD_INTEL"] = cls.path + "/data/data_avail_target_amd_intel.txt"
-
-    # ---------------------------
-    # Module tests
-    # ---------------------------
-
-    def test_data_eessi(self):
-        sol = modules_eessi()
-        assert len(sol) == 2
-        assert len(sol[GENERIC]) == 13
-        assert len(sol[ZEN2]) == 15
-        assert list(get_unique_software_names(sol[GENERIC])) == ["Markov", "cfd", "science"]
-        assert list(get_unique_software_names(sol[ZEN2])) == ["cfd", "llm", "science"]
diff --git a/scripts/available_software/tests/test_json.py b/scripts/available_software/tests/test_json.py
deleted file mode 100644
index e12d0666bc..0000000000
--- a/scripts/available_software/tests/test_json.py
+++ /dev/null
@@ -1,77 +0,0 @@
-from available_software import (generate_json_overview_data,
-                                generate_json_overview,
-                                modules_eessi,
-                                generate_json_detailed,
-                                generate_json_detailed_data)
-import os
-import json
-
-GENERIC_ARM = "/cvmfs/software.eessi.io/versions/2023.06/software/linux/aarch64/generic"
-ZEN2 = "/cvmfs/software.eessi.io/versions/2023.06/software/linux/x86_64/amd/zen2"
-
-
-class TestJSON:
-    # ---------------------------
-    # Class level setup/teardown
-    # ---------------------------
-
-    path = os.path.dirname(os.path.realpath(__file__))
-
-    @classmethod
-    def setup_class(cls):
-        os.environ["TESTS_PATH"] = cls.path
-        os.environ["LMOD_CMD"] = cls.path + "/data/lmod_mock.sh"
-        os.environ["MOCK_FILE_SWAP"] = cls.path + "/data/data_swap_TARGET.txt"
-        os.environ["MOCK_FILE_AVAIL_TARGET"] = cls.path + "/data/data_avail_target_simple.txt"
-        os.environ["MOCK_FILE_SHOW"] = cls.path + "/data/data_show_science.txt"
-
-    @classmethod
-    def teardown_class(cls):
-        if os.path.exists("json_data.json"):
-            os.remove("json_data.json")
-            os.remove("json_data_detail.json")
-
-    # ---------------------------
-    # Markdown tests
-    # ---------------------------
-
-    def test_json_generate_simple(self):
-        modules = modules_eessi()
-        json_data = generate_json_overview_data(modules)
-        assert len(json_data.keys()) == 3
-        assert list(json_data["targets"]) == [GENERIC_ARM, ZEN2]
-        assert json_data["modules"] == {
-                "Markov": [1, 0],
-                "cfd": [1, 1],
-                "llm": [0, 1],
-                "science": [1, 1]
-            }
-
-    def test_json_simple(self):
-        modules = modules_eessi()
-        json_path = generate_json_overview(modules, ".")
-        with open(json_path) as json_data:
-            data_generated = json.load(json_data)
-
-        with open(self.path + "/data/test_json_simple_sol.json") as json_data:
-            data_solution = json.load(json_data)
-
-        assert len(data_generated) == 3
-        assert data_generated["modules"] == data_solution["modules"]
-        assert data_generated["targets"] == data_solution["targets"]
-
-    def test_json_detail_simple(self):
-        modules = modules_eessi()
-        json_data = generate_json_detailed_data(modules)
-        json_path = generate_json_detailed(json_data, ".")
-        assert os.path.exists("json_data_detail.json")
-
-        with open(json_path) as json_data:
-            data_generated = json.load(json_data)
-
-        with open(self.path + "/data/test_json_simple_sol_detail.json") as json_data:
-            data_solution = json.load(json_data)
-
-        assert len(data_generated) == 3
-        assert data_generated["targets"] == data_solution["targets"]
-        assert data_generated["software"] == data_solution["software"]
diff --git a/scripts/available_software/tests/test_md.py b/scripts/available_software/tests/test_md.py
index 02fc16142d..e0b26000f5 100644
--- a/scripts/available_software/tests/test_md.py
+++ b/scripts/available_software/tests/test_md.py
@@ -1,6 +1,5 @@
 from mdutils.mdutils import MdUtils
-from available_software import get_unique_software_names, modules_eessi, generate_table_data, generate_module_table
-from available_software import generate_detail_pages
+import available_software
 import os
 import filecmp
 import shutil
@@ -15,41 +14,24 @@ class TestMarkdown:
 
     @classmethod
     def setup_class(cls):
-        os.environ["TESTS_PATH"] = cls.path
-        os.environ["LMOD_CMD"] = cls.path + "/data/lmod_mock.sh"
-        os.environ["MOCK_FILE_SWAP"] = cls.path + "/data/data_swap_TARGET.txt"
-        os.environ["MOCK_FILE_AVAIL_TARGET"] = cls.path + "/data/data_avail_target_simple.txt"
+        os.environ["AVAIL_SOFTWARE_TEST_DIRECTORY"] = cls.path
 
     @classmethod
     def teardown_class(cls):
-        if os.path.exists("test_simple.md"):
-            os.remove("test_simple.md")
-        if os.path.exists("detailed_md"):
-            shutil.rmtree("detailed_md")
+        directory = os.path.join(cls.path, "detail")
+        if os.path.exists(directory):
+            for file in os.listdir(directory):
+                if file.endswith('.md'):
+                    os.remove(os.path.join(directory, file))
 
     # ---------------------------
     # Markdown tests
     # ---------------------------
 
-    def test_table_generate_simple(self):
-        simple_data = get_unique_software_names(modules_eessi())
-        table_data, col, row = generate_table_data(simple_data)
-        assert col == 3
-        assert row == 5
-        assert len(table_data) == 15
-
-    def test_md_simple(self):
-        md_file = MdUtils(file_name='test_simple', title='Overview Modules')
-        simple_data = get_unique_software_names(modules_eessi())
-        generate_module_table(simple_data, md_file)
-        md_file.create_md_file()
-        assert os.path.exists("test_simple.md")
-        assert filecmp.cmp(self.path + "/data/test_md_simple_sol.md", "test_simple.md")
-
     def test_md_detailed_template(self):
-        os.environ["TIME_GENERATED_TEMPLATE"] = "{{ generated_date }}"
-        os.mkdir('detailed_md')
-        generate_detail_pages(self.path + "/data/test_json_simple_sol_detail.json", 'detailed_md')
-        del os.environ["TIME_GENERATED_TEMPLATE"]
-        assert os.path.exists("detailed_md/science.md")
-        assert filecmp.cmp(self.path + "/data/test_md_template_detailed_science_sol.md", "detailed_md/science.md")
+        markdown_target = "detail"
+        available_software.main()
+        for markdown_file in os.listdir(os.path.join(self.path, "reference_detail")):
+            target_markdown_file = os.path.join(self.path, markdown_target, markdown_file)
+            assert os.path.exists(target_markdown_file)
+            assert filecmp.cmp(target_markdown_file, os.path.join(self.path, "reference_detail", markdown_file))
diff --git a/scripts/available_software/tests/test_module.py b/scripts/available_software/tests/test_module.py
deleted file mode 100644
index 4af33d1782..0000000000
--- a/scripts/available_software/tests/test_module.py
+++ /dev/null
@@ -1,43 +0,0 @@
-import os
-from available_software import module_avail, filter_fn_eessi_modules, module_whatis
-
-
-class TestModule:
-    # ---------------------------
-    # Class level setup/teardown
-    # ---------------------------
-    path = os.path.dirname(os.path.realpath(__file__))
-
-    @classmethod
-    def setup_class(cls):
-        os.environ["TESTS_PATH"] = cls.path
-        os.environ["LMOD_CMD"] = cls.path + "/data/lmod_mock.sh"
-
-    # ---------------------------
-    # Module tests
-    # ---------------------------
-
-    def test_avail(self):
-        os.environ["MOCK_FILE_AVAIL"] = self.path + "/data/data_avail_simple_zen2.txt"
-        output = module_avail()
-        assert len(output) == 16
-
-    def test_avail_filtered(self):
-        os.environ["MOCK_FILE_AVAIL"] = self.path + "/data/data_avail_simple_zen2.txt"
-        output = module_avail(filter_fn=filter_fn_eessi_modules)
-        assert len(output) == 15
-        assert list(output) == [
-            "cfd/1.0", "cfd/2.0", "cfd/3.0", "cfd/24", "cfd/", "cfd/5.0",
-            "cfd/2.0afqsdf", "llm/20230627", "llm/20230627", "llm/20230627", "science/",
-            "science/5.3.0", "science/5.3.0", "science/5.3.0", "science/7.2.0"
-        ]
-
-    def test_whatis(self):
-        os.environ["MOCK_FILE_SHOW"] = self.path + "/data/data_show_science.txt"
-        data = module_whatis("science")
-        assert data == {
-            "Description": "Bundle for scientific software",
-            "Homepage": "https://science.com/",
-            "URL": "https://science.com/",
-            "Extensions": "ext-1.2.3, ext-2.3.4"
-        }

From 73ea2ee4fc19b5e40d81af79bedbe4c826a6eb6e Mon Sep 17 00:00:00 2001
From: Alan O'Cais <alan.ocais@cecam.org>
Date: Wed, 18 Mar 2026 13:10:56 +0100
Subject: [PATCH 2/5] Fix lint issues

---
 scripts/available_software/tests/test_md.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/scripts/available_software/tests/test_md.py b/scripts/available_software/tests/test_md.py
index e0b26000f5..1466672234 100644
--- a/scripts/available_software/tests/test_md.py
+++ b/scripts/available_software/tests/test_md.py
@@ -1,8 +1,6 @@
-from mdutils.mdutils import MdUtils
 import available_software
 import os
 import filecmp
-import shutil
 
 
 class TestMarkdown:
@@ -21,7 +19,7 @@ def teardown_class(cls):
         directory = os.path.join(cls.path, "detail")
         if os.path.exists(directory):
             for file in os.listdir(directory):
-                if file.endswith('.md'):
+                if file.endswith(".md"):
                     os.remove(os.path.join(directory, file))
 
     # ---------------------------

From 550e2f9a11428bbf87d310894be72798051c5853 Mon Sep 17 00:00:00 2001
From: Alan O'Cais <alan.ocais@cecam.org>
Date: Wed, 18 Mar 2026 13:15:33 +0100
Subject: [PATCH 3/5] Don't initialise EESSI if we don't need it

---
 .github/workflows/script_module_list.yml | 6 ------
 1 file changed, 6 deletions(-)

diff --git a/.github/workflows/script_module_list.yml b/.github/workflows/script_module_list.yml
index c9f04fe54e..23f9734e7d 100644
--- a/.github/workflows/script_module_list.yml
+++ b/.github/workflows/script_module_list.yml
@@ -34,12 +34,6 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - uses: actions/checkout@93ea575cb5d8a053eaa0ac8fa3b40d7e05a33cc8 # v3.1.0
-      - name: Make EESSI available
-        uses: eessi/github-action-eessi@v3
-      - name: Set up Python
-        uses: eessi/github-action-eessi@v3
-        with:
-          python-version: '3.7'
       - name: Install dependencies
         run: |
           python -m venv venv

From f1156566188562ce86e2e3ff383840348beb7b53 Mon Sep 17 00:00:00 2001
From: Alan O'Cais <alan.ocais@cecam.org>
Date: Wed, 18 Mar 2026 13:35:06 +0100
Subject: [PATCH 4/5] Don't remove the data folder, we keep it around but empty

---
 .github/workflows/test_overview_available_software.yml | 7 ++-----
 .github/workflows/update_available_software.yml        | 4 ++--
 2 files changed, 4 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/test_overview_available_software.yml b/.github/workflows/test_overview_available_software.yml
index 03d30fe31a..672872286a 100644
--- a/.github/workflows/test_overview_available_software.yml
+++ b/.github/workflows/test_overview_available_software.yml
@@ -36,14 +36,11 @@ jobs:
           python scripts/available_software/available_software.py
           ./scripts/update_generated_time.sh mkdocs.yml
 
-          # determine whether pull request should be opened:
+          # determine whether pull request would need to be opened:
           # if detailed software pages in docs/available_software/detail have been updated, then a PR should be opened
           if [[ $(git status --porcelain ./docs/available_software/detail) ]]; then
             echo "Software pages have been changed, PR should be opened"
             git diff ./docs/available_software/detail
           else
             echo "Software pages have not been changed, no need to open PR"
-          fi
-
-          # remove the data directory containing the original JSON file, or it'll end up in the PR being opened
-          rm -r ${data_dir}
+          fi
\ No newline at end of file
diff --git a/.github/workflows/update_available_software.yml b/.github/workflows/update_available_software.yml
index 289c365638..e4f97008c5 100644
--- a/.github/workflows/update_available_software.yml
+++ b/.github/workflows/update_available_software.yml
@@ -48,8 +48,8 @@ jobs:
             echo "json_data_changed=no" >> $GITHUB_OUTPUT
           fi
 
-          # remove the data directory containing the original JSON file, or it'll end up in the PR being opened
-          rm -r ${data_dir}
+          # remove the JSON file in the data directory, or it'll end up in the PR being opened
+          rm -r ${data_dir}/*.json
 
       - name: create pull request
         uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8

From c77ad7d6cc07deaea35bee564969505babaa564d Mon Sep 17 00:00:00 2001
From: Alan O'Cais <alan.ocais@cecam.org>
Date: Wed, 18 Mar 2026 13:36:42 +0100
Subject: [PATCH 5/5] Restore newline

---
 .github/workflows/test_overview_available_software.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test_overview_available_software.yml b/.github/workflows/test_overview_available_software.yml
index 672872286a..8b9372a10b 100644
--- a/.github/workflows/test_overview_available_software.yml
+++ b/.github/workflows/test_overview_available_software.yml
@@ -43,4 +43,4 @@ jobs:
             git diff ./docs/available_software/detail
           else
             echo "Software pages have not been changed, no need to open PR"
-          fi
\ No newline at end of file
+          fi