diff --git a/README.md b/README.md
index 28fe6cc..52fdcc5 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 # repodata-hotfixes
 ## Changes to package metadata to fix behavior
 
-When packages are created, authors do their best to specify constraints that make their package work.  Sometimes things change, and their constraints are not accurate for making things work.  This results in broken environments.  People need to be able to patch the package metadata long after the packages are built, so that we can prevent conda from creating broken environments.  This repository holds python scripts that generate JSON files, which are then applied on top of the repodata.json index files that are generated from the original package content.
+When packages are created, authors do their best to specify constraints that make their package work. Sometimes things change, and their constraints are not accurate for making things work. This results in broken environments. People need to be able to patch the package metadata long after the packages are built, so that we can prevent conda from creating broken environments. This repository holds python scripts that generate JSON files, which are then applied on top of the repodata.json index files that are generated from the original package content.
 
 ## Things that may require a metadata hotfix:
 
@@ -13,25 +13,25 @@ When packages are created, authors do their best to specify constraints that mak
 
 ### Dependency and Constraint updates
 
-Changing dependencies and constraints is the primary reason hotfixes are applied.  Their
+Changing dependencies and constraints is the primary reason hotfixes are applied. Their
 may be reasons why you need to change a longstanding package but rebuilding may not be
-feasible or perhaps not worth the time.  By changing dependencies and constraints,
+feasible or perhaps not worth the time. By changing dependencies and constraints,
 the data used to solve for dependencies can be modified and leave the larger ecosystem
 unharmed.
 
-NOTE: Hotfixes are applied in a overwrite manner.  So any changes are implemented
+NOTE: Hotfixes are applied in a overwrite manner. So any changes are implemented
 will effect the the entire dependency or constraint list (i.e. If someone
 changes one out of the ten dependency for a single package, all ten will still should be in the
 "patch-instructions" as patching is an overwriting operation).
 
 ### Removal
 
-Adding a package to the removal list will remove the entire entry from the repodata.json.  It will no longer be searchable by conda search.
+Adding a package to the removal list will remove the entire entry from the repodata.json. It will no longer be searchable by conda search.
 
 We should put things on the remove list when:
 - We need a quick fix to stop consumers from downloading a bad package.
 
-Another approach might be to move the package into broken package directory (see directions in perseverance-skills).  This will cause it not to be indexed in the first place.
+Another approach might be to move the package into broken package directory (see directions in perseverance-skills). This will cause it not to be indexed in the first place.
 
 ### Revoked
 
@@ -45,12 +45,51 @@ We should put things on the revoke list when:
 - We feel we want a customer to still have access but not the whole consumer population by default
 - ?
 
+## Numpy 2.0 Compatibility Checks and Updates
+
+### Running `generate_numpy2_patch.py`
+
+The `generate_numpy2_patch.py` script is used to check and update package dependencies for compatibility with numpy 2.0. To run the script, use the following command:
+
+```
+python `generate_numpy2_patch.py`
+```
+
+### What numpy2.py does
+
+`generate_numpy2_patch.py` performs the following tasks:
+1. Scans through the repodata for packages depending on numpy.
+2. Checks if these dependencies need updates to ensure compatibility with numpy 2.0.
+3. Proposes changes to add upper bounds to numpy dependencies where necessary.
+4. Generates a `numpy2_patch.json` file containing all proposed changes.
+
+### When to use numpy2.py
+
+Use `generate_numpy2_patch.py` when:
+- Preparing for a major numpy version update (e.g., transitioning to numpy 2.0).
+- You need to audit and update numpy dependencies across many packages.
+- You want to ensure compatibility of the ecosystem with upcoming numpy versions.
+
+### Running main.py with proposed_numpy_changes.json
+
+After running `generate_numpy2_patch.py`, you'll have a `numpy2_patch.json` file. To apply these changes:
+
+1. Ensure `numpy2_patch.json` is in the same directory as `main.py`.
+2. Run `main.py` as usual:
+
+```
+python main.py
+```
+
+`main.py` will automatically detect and incorporate the changes from `numpy2_patch.json` into the hotfix process.
+
 ## Utility scripts:
+
 ### Seeing current hotfixes with `gen-current-hotfix-report.py`:
 
-It can be quite difficult to grok what the hotfix scripts are doing.  The script, `gen-current-hotfix-report.py`, attempts to make it easier to see what the current state of the applied hotfixes looks like.
+It can be quite difficult to grok what the hotfix scripts are doing. The script, `gen-current-hotfix-report.py`, attempts to make it easier to see what the current state of the applied hotfixes looks like.
 
-The script downloads the current repodata.  It then shows you a diff.  Example usage of this script:
+The script downloads the current repodata. It then shows you a diff. Example usage of this script:
 
 ```
 python gen-current-hotfix-report.py main --subdir linux-64 osx-64 win-64 osx-arm64 linux-ppc64le linux-aarch64 linux-s390x noarch
@@ -60,16 +99,15 @@ For repeated runs add `--use-cache` to avoid downloading the repodata files.
 
 ### Testing hotfixes with `test-hotfix.py`:
 
-The script, `test-hotfix.py`,  downloads the current repodata and runs your instructions against it.  It then shows you a diff.
-
-This useful for testing out changes before they are committed and deployed.  This will show differences in current state of hotfixes
+The script, `test-hotfix.py`, downloads the current repodata and runs your instructions against it. It then shows you a diff.
+This useful for testing out changes before they are committed and deployed. This will show differences in current state of hotfixes
 and the ones you are working on.
 
 Example usage of this script:
+
 ```
 python test-hotfix.py main --subdir linux-64 osx-64 win-64 osx-arm64 linux-ppc64le linux-aarch64 linux-s390x noarch
 ```
 
 Use the `--color` or `--show-pkgs` options for different outputs.
-
-For repeated runs add `--use-cache` to avoid downloading the repodata files.
+For repeated runs add `--use-cache` to avoid downloading the repodata files.
\ No newline at end of file
diff --git a/generate_numpy2_patch.py b/generate_numpy2_patch.py
new file mode 100644
index 0000000..56e78ca
--- /dev/null
+++ b/generate_numpy2_patch.py
@@ -0,0 +1,246 @@
+import requests
+import logging
+import json
+import re
+from collections import defaultdict
+from pathlib import Path
+from conda.models.version import VersionOrder
+
+numpy2_protect_dict = {
+    # add any numpy dependencies that needs to be protected here
+    # "package_name": "protected_version"
+}
+
+proposed_changes = []
+
+# Configure the logging
+logging.basicConfig(level=logging.DEBUG,
+                    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s')
+
+# Create a logger object
+logger = logging.getLogger(__name__)
+
+CHANNEL_NAME = "main"
+CHANNEL_ALIAS = "https://repo.anaconda.com/pkgs"
+SUBDIRS = (
+    "noarch",
+    "linux-64",
+    "linux-aarch64",
+    "linux-s390x",
+    "osx-64",
+    "osx-arm64",
+    "win-64",
+)
+
+
+# Initialize NUMPY_2_CHANGES with a nested defaultdict structure
+NUMPY_2_CHANGES = defaultdict(lambda: defaultdict(dict))
+
+
+def collect_proposed_change(subdirectory, filename, change_type, original_dependency, updated_dependency, reason):
+    """
+    Collects a proposed change to a dependency for later processing.
+
+    Parameters:
+    - subdirectory: The subdirectory where the file is located.
+    - filename: The name of the file being modified.
+    - change_type: The type of change (e.g., 'dep', 'constr').
+    - original_dependency: The original dependency string.
+    - updated_dependency: The updated dependency string.
+    - reason: The reason for the change.
+    """
+    NUMPY_2_CHANGES[subdirectory][filename] = {
+        "type": change_type,
+        "original": original_dependency,
+        "updated": updated_dependency
+    }
+
+    logger.info(f"numpy 2.0.0: {reason} for {filename}. "
+                f"Original: '{original_dependency}' -> New: '{updated_dependency}' ({reason})")
+
+
+def parse_version(version_str):
+    """
+    Extracts the version number from a version string.
+
+    Parameters:
+    - version_str: The version string to parse.
+
+    Returns:
+    The extracted version number or None if not found.
+    """
+    match = re.search(r'(\d+(\.\d+)*)', version_str)
+    return match.group(1) if match else None
+
+
+def has_upper_bound(dependency):
+    """
+    Checks if a dependency string contains an upper bound.
+
+    Parameters:
+    - dependency: The dependency string to check.
+
+    Returns:
+    True if an upper bound is found, False otherwise.
+    """
+    return any(part.strip().startswith('<') for part in dependency.split(','))
+
+
+def patch_record_with_fixed_deps(dependency, parts):
+    """
+    Adds an upper bound to a dependency if necessary.
+
+    Parameters:
+    - dependency: The original dependency string.
+    - parts: The parts of the dependency string, split by spaces.
+
+    Returns:
+    The potentially modified dependency string.
+    """
+    version_str = parts[1]
+    version = parse_version(version_str)
+    if version:
+        if version_str.startswith('==') or version_str.startswith('<') or version_str[0].isdigit():
+            return dependency
+        if version_str.startswith('>') or version_str.startswith('>='):
+            return f"{dependency},<2.0a0"
+        return f"{dependency} <2.0a0"
+    return dependency
+
+
+def update_numpy_dependencies(dependencies_list, package_record, dependency_type, package_subdir, filename):
+    """
+    Adds upper bounds to numpy dependencies as needed.
+    Iterates through dependencies, modifying those without upper bounds and meeting specific criteria.
+
+    Parameters:
+    - dependencies_list: Dependencies to check and modify.
+    - package_record: Metadata about the current package.
+    - dependency_type: Type of dependency ('run', 'build').
+    - package_subdir: Package location subdirectory.
+    - filename: Package filename.
+    """
+    # Flag to determine if unspecified dependencies should get an upper bound
+    add_bound_to_unspecified = True
+
+    # Iterate through each dependency in the list
+    for _, dependency in enumerate(dependencies_list):
+        parts = dependency.split()
+        package_name = parts[0]
+
+        # Check if the dependency is for numpy and does not have an upper bound
+        if "numpy" in package_name and not has_upper_bound(dependency):
+            if package_name in numpy2_protect_dict:
+                # Handle dependencies that are in the protection dictionary
+                _handle_protected_dependency(parts, dependency, package_subdir, filename, dependency_type)
+            elif add_bound_to_unspecified:
+                # Handle dependencies that are unspecified and need an upper bound
+                _handle_unspecified_dependency(parts, dependency, package_subdir, filename, dependency_type)
+
+
+def _handle_protected_dependency(parts, dependency, package_subdir, filename, dependency_type):
+    """
+    Handles dependencies that are in the protection dictionary.
+    """
+    version_str = parts[1] if len(parts) > 1 else None
+    version = parse_version(version_str) if version_str else None
+    protected_version = parse_version(numpy2_protect_dict[parts[0]])
+
+    if version and protected_version:
+        try:
+            # Compare the version with the protected version
+            if VersionOrder(version) <= VersionOrder(protected_version):
+                # Add an upper bound to the dependency if the version is less than or equal to the protected version
+                new_dependency = f"{dependency},<2.0a0" if len(parts) > 1 else f"{dependency} <2.0a0"
+                collect_proposed_change(package_subdir, filename, dependency_type,
+                                        dependency, new_dependency, "Version <= protected_version")
+        except ValueError:
+            # Handle version comparison errors
+            new_dependency = f"{dependency},<2.0a0" if len(parts) > 1 else f"{dependency} <2.0a0"
+            collect_proposed_change(package_subdir, filename, dependency_type,
+                                    dependency, new_dependency, "Version comparison failed")
+
+
+def _handle_unspecified_dependency(parts, dependency, package_subdir, filename, dependency_type):
+    """
+    Handles dependencies that are unspecified and need an upper bound.
+    """
+    if len(parts) > 1:
+        # Patch the record with fixed dependencies if there are multiple parts
+        new_dependency = patch_record_with_fixed_deps(dependency, parts)
+        if new_dependency != dependency:
+            collect_proposed_change(package_subdir, filename, dependency_type,
+                                    dependency, new_dependency, "Upper bound added")
+    else:
+        # Add an upper bound to the dependency if there is only one part
+        new_dependency = f"{dependency} <2.0a0"
+        collect_proposed_change(package_subdir, filename, dependency_type,
+                                dependency, new_dependency, "Upper bound added")
+
+
+def main():
+    base_dir = Path(__file__).parent / CHANNEL_NAME
+    repodatas = {}
+
+    # Iterate over each subdir to load or fetch repodata
+    for subdir in SUBDIRS:
+        repodata_path = base_dir / subdir / "repodata_from_packages.json"
+
+        # Check if the repodata file exists locally
+        if repodata_path.is_file():
+            with repodata_path.open() as fh:
+                repodatas[subdir] = json.load(fh)  # Load repodata from local file
+        else:
+            # Fetch repodata from the remote URL if not available locally
+            repodata_url = f"{CHANNEL_ALIAS}/{CHANNEL_NAME}/{subdir}/repodata_from_packages.json"
+            response = requests.get(repodata_url)
+            response.raise_for_status()
+            repodatas[subdir] = response.json()  # Load repodata from the response
+            repodata_path.parent.mkdir(parents=True, exist_ok=True)  # Ensure the directory exists
+            with repodata_path.open('w') as fh:
+                # Save the fetched repodata to a local file
+                json.dump(
+                    repodatas[subdir],
+                    fh,
+                    indent=2,
+                    sort_keys=True,
+                    separators=(",", ": "),
+                )
+
+    # Process each subdir's repodata to update numpy dependencies
+    for subdir in SUBDIRS:
+        index = repodatas[subdir]["packages"]
+        for fn, record in index.items():
+            name = record["name"]
+            depends = record["depends"]
+            constrains = record.get("constrains", [])
+
+            # Filter out None dependencies
+            depends = [dep for dep in depends if dep is not None]
+
+            # Check if the package is for specific Python versions
+            if any(py_ver in fn for py_ver in ["py39", "py310", "py311", "py312"]):
+                # Exclude certain package names from processing
+                if name not in ["anaconda", "_anaconda_depends", "__anaconda_core_depends", "_anaconda_core"]:
+                    try:
+                        # Update numpy dependencies in the 'depends' list
+                        for dep in depends:
+                            if dep.split()[0] in ["numpy", "numpy-base"]:
+                                update_numpy_dependencies(depends, record, "depends", subdir, fn)
+                        # Update numpy dependencies in the 'constrains' list
+                        for constrain in constrains:
+                            if constrain.split()[0] in ["numpy", "numpy-base"]:
+                                update_numpy_dependencies(constrains, record, "constrains", subdir, fn)
+                    except Exception as e:
+                        # Log any errors encountered during the update process
+                        logger.error(f"numpy 2.0.0 error {fn}: {e}")
+
+    # Write the proposed changes to a JSON file
+    json_filename = Path("numpy2_patch.json")
+    json_filename.write_text(json.dumps(dict(NUMPY_2_CHANGES), indent=2))
+
+    logger.info(f"Proposed changes have been written to {json_filename}")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/main.py b/main.py
index d04dd09..bb14efa 100644
--- a/main.py
+++ b/main.py
@@ -3,13 +3,13 @@
 import fnmatch
 import json
 import os
+from os.path import dirname, isdir, isfile, join
 import re
 import sys
 from collections import defaultdict
-from os.path import dirname, isdir, isfile, join
+from pathlib import Path
 
 from conda.models.version import VersionOrder
-
 import requests
 
 CHANNEL_NAME = "main"
@@ -273,6 +273,25 @@
 ]
 
 
+NUMPY_2_CHANGES = json.loads(Path("numpy2_patch.json").read_text())
+
+
+def apply_numpy2_changes(record, subdir, filename):
+    """
+    Applies predefined numpy changes to a record based on its directory and filename.
+    Parameters:
+    - record: The record to update.
+    - subdir: The subdirectory of the record.
+    - filename: The filename of the record.
+    """
+    if subdir not in NUMPY_2_CHANGES:
+        return
+
+    change = NUMPY_2_CHANGES[subdir].get(filename)
+    if change:
+        replace_dep(record[change["type"]], change["original"], change["updated"])
+
+
 def _replace_vc_features_with_vc_pkg_deps(name, record, depends):
     python_vc_deps = {
         "2.6": "vc 9.*",
@@ -749,7 +768,6 @@ def patch_record_in_place(fn, record, subdir):
     ######################
     # scipy dependencies #
     ######################
-
     # scipy 1.8 and 1.9 introduce breaking API changes impacting these packages
     if name == "theano":
         if version in ["1.0.4", "1.0.5"]:
@@ -996,7 +1014,6 @@ def patch_record_in_place(fn, record, subdir):
 
     # kealib 1.4.8 changed sonames, add new upper bound to existing packages
     replace_dep(depends, "kealib >=1.4.7,<1.5.0a0", "kealib >=1.4.7,<1.4.8.0a0")
-
     # Other broad replacements
     for i, dep in enumerate(depends):
         # glib is compatible up to the major version
@@ -1444,6 +1461,19 @@ def patch_record_in_place(fn, record, subdir):
         if name == "clangxx_osx-64" and version == "4.0.1" and int(build_number) < 17:
             depends[:] = ["clang_osx-64 >=4.0.1,<4.0.2.0a0", "clangxx", "libcxx"]
 
+    ###########
+    # numpy 2 #
+    ###########
+
+    # Numpy 2.0.0 Patch
+
+    # Numpy 2.0.0 hotfix will allow a bulk of packages to be locked to below 2.0.0 as the interoperability
+    # between numpy 1.x and 2.x is not guaranteed.
+
+    # This will ensure upper bounds on numpy for all packages that are not confirmed to be compatible with numpy 2.0.0
+    if NUMPY_2_CHANGES:
+        apply_numpy2_changes(record, subdir, fn)
+
 
 def replace_dep(depends, old, new, *, append=False):
     """
diff --git a/numpy2_patch.json b/numpy2_patch.json
new file mode 100644
index 0000000..9856dd5
--- /dev/null
+++ b/numpy2_patch.json
@@ -0,0 +1,27054 @@
+{
+  "linux-64": {
+    "altair-4.2.2-py310h06a4308_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy",
+      "updated": "numpy <2.0a0"
+    },
+    "altair-4.2.2-py311h06a4308_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy",
+      "updated": "numpy <2.0a0"
+    },
+    "altair-4.2.2-py39h06a4308_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy",
+      "updated": "numpy <2.0a0"
+    },
+    "altair-5.0.1-py310h06a4308_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy",
+      "updated": "numpy <2.0a0"
+    },
+    "altair-5.0.1-py311h06a4308_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy",
+      "updated": "numpy <2.0a0"
+    },
+    "altair-5.0.1-py312h06a4308_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy",
+      "updated": "numpy <2.0a0"
+    },
+    "altair-5.0.1-py39h06a4308_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy",
+      "updated": "numpy <2.0a0"
+    },
+    "arviz-0.16.0-py310h06a4308_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy >=1.21.0",
+      "updated": "numpy >=1.21.0,<2.0a0"
+    },
+    "arviz-0.16.0-py311h06a4308_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy >=1.21.0",
+      "updated": "numpy >=1.21.0,<2.0a0"
+    },
+    "arviz-0.16.0-py312h06a4308_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy >=1.21.0",
+      "updated": "numpy >=1.21.0,<2.0a0"
+    },
+    "arviz-0.16.0-py39h06a4308_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy >=1.21.0",
+      "updated": "numpy >=1.21.0,<2.0a0"
+    },
+    "astropy-4.2.1-py39h27cfd23_1.tar.bz2": {
+      "type": "depends",
+      "original": "numpy >=1.17",
+      "updated": "numpy >=1.17,<2.0a0"
+    },
+    "astropy-4.3.post1-py39h7f8727e_1.tar.bz2": {
+      "type": "depends",
+      "original": "numpy >=1.17",
+      "updated": "numpy >=1.17,<2.0a0"
+    },
+    "autograd-1.5-py310h06a4308_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy >=1.12",
+      "updated": "numpy >=1.12,<2.0a0"
+    },
+    "autograd-1.5-py311h06a4308_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy >=1.12",
+      "updated": "numpy >=1.12,<2.0a0"
+    },
+    "autograd-1.5-py312h06a4308_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy >=1.12",
+      "updated": "numpy >=1.12,<2.0a0"
+    },
+    "autograd-1.5-py39h06a4308_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy >=1.12",
+      "updated": "numpy >=1.12,<2.0a0"
+    },
+    "biopython-1.77-py39h27cfd23_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy",
+      "updated": "numpy <2.0a0"
+    },
+    "biopython-1.78-py310h7f8727e_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy",
+      "updated": "numpy <2.0a0"
+    },
+    "biopython-1.78-py311h5eee18b_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy",
+      "updated": "numpy <2.0a0"
+    },
+    "biopython-1.78-py312h5eee18b_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy",
+      "updated": "numpy <2.0a0"
+    },
+    "biopython-1.78-py39h7f8727e_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy",
+      "updated": "numpy <2.0a0"
+    },
+    "bkcharts-0.2-py310h06a4308_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy >=1.7.1",
+      "updated": "numpy >=1.7.1,<2.0a0"
+    },
+    "bkcharts-0.2-py310h06a4308_1.tar.bz2": {
+      "type": "depends",
+      "original": "numpy >=1.7.1",
+      "updated": "numpy >=1.7.1,<2.0a0"
+    },
+    "bkcharts-0.2-py311h06a4308_1.tar.bz2": {
+      "type": "depends",
+      "original": "numpy >=1.7.1",
+      "updated": "numpy >=1.7.1,<2.0a0"
+    },
+    "bkcharts-0.2-py39h06a4308_0.tar.bz2": {
+      "type": "depends",
+      "original": "numpy >=1.7.1",
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+}
\ No newline at end of file
diff --git a/test-hotfix.py b/test-hotfix.py
index 2fa7581..b2d40eb 100644
--- a/test-hotfix.py
+++ b/test-hotfix.py
@@ -18,7 +18,7 @@
 channel_map = {
     "main": "https://repo.anaconda.com/pkgs/main",
     "r": "https://repo.anaconda.com/pkgs/r",
-    "msys2": "https://repo.anaconda.com/pkgs/msys2"
+    "msys2": "https://repo.anaconda.com/pkgs/msys2",
 }
 
 
diff --git a/tests/test_numpy.py b/tests/test_numpy.py
new file mode 100644
index 0000000..9f461d5
--- /dev/null
+++ b/tests/test_numpy.py
@@ -0,0 +1,63 @@
+from main import SUBDIRS
+import json
+import os
+import pytest
+
+
+@pytest.fixture
+def json_data():
+    """Fixture to load the JSON data from the output file."""
+    json_file = 'numpy2_patch.json'
+    if not os.path.exists(json_file):
+        pytest.skip(f"{json_file} not found in {os.getcwd()}. Run the main script first.")
+    with open(json_file, 'r') as f:
+        return json.load(f)
+
+
+def test_json_structure(json_data):
+    """Test the overall structure of the JSON output."""
+    assert isinstance(json_data, list), "JSON root should be a list"
+    assert len(json_data) > 0, "JSON should not be empty"
+
+    for item in json_data:
+        assert isinstance(item, dict), "Each item in the JSON should be a dictionary"
+        assert set(item.keys()) == {'subdirectory', 'filename', 'type', 'original', 'updated'}, \
+            f"Item has incorrect keys: {item.keys()}"
+        assert item['subdirectory'] in SUBDIRS, f"Unexpected subdir {item['subdirectory']} in the JSON output"
+
+    # Log which subdirs are missing
+    present_subdirs = set(item['subdirectory'] for item in json_data)
+    missing_subdirs = set(SUBDIRS) - present_subdirs
+    if missing_subdirs:
+        print(f"Note: The following subdirs are not present in the JSON output: {', '.join(missing_subdirs)}")
+
+
+def test_change_types(json_data):
+    """Test that change types are either 'dep' or 'constr'."""
+    valid_types = {'dep', 'constr'}
+    for item in json_data:
+        assert item['type'] in valid_types, \
+            f"Invalid change type for {item['filename']} in {item['subdirectory']}: {item['type']}"
+
+
+def test_numpy_changes(json_data):
+    """Test that changes are related to numpy or numpy-base."""
+    for item in json_data:
+        assert 'numpy' in item['original'].lower() or 'numpy-base' in item['original'].lower(), \
+            f"Change for {item['filename']} in {item['subdirectory']} is not related to numpy: {item['original']}"
+
+
+def test_version_bounds(json_data):
+    """Test that updated dependencies have the correct version bounds."""
+    for item in json_data:
+        if item['original'] != item['updated']:
+            assert '<2.0a0' in item['updated'], (
+                f"Updated dependency for {item['filename']} in {item['subdirectory']} "
+                f"doesn't have correct upper bound: {item['updated']}"
+            )
+
+
+def test_changes_present(json_data):
+    """Test that there are actually changes in the output."""
+    assert json_data, "JSON output should not be empty"
+    assert len(set(item['subdirectory'] for item in json_data)) > 0, "At least one subdir should have changes"