diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index d95f3521..dba45fee 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -9,16 +9,10 @@ on:
     branches:
       - main
       - develop
-  workflow_dispatch:
-    inputs:
-      branch:
-        description: "Branch to run the workflow on"
-        required: true
-        default: "develop"
 
 jobs:
   test-and-codecov:
     name: "🤙 Call SDK test workflow"
-    uses: clamsproject/.github/.github/workflows/sdk-codecov.yml@main
+    uses: clamsproject/.github/.github/workflows/sdk-codecov-pyproj.yml@main
     secrets:
       CC_REPO_UPLOAD_TOKEN: ${{ secrets.CODECOV_UPLOAD_TOKEN_MMIF_PYTHON }}
diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index 567129d7..e4d7b948 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -36,7 +36,7 @@ jobs:
     name: "📦 Build and upload to PyPI"
     needs: check-pypi
     if: needs.check-pypi.outputs.exists == 'false'
-    uses: clamsproject/.github/.github/workflows/sdk-publish.yml@main
+    uses: clamsproject/.github/.github/workflows/sdk-publish-pyproj.yml@main
     secrets: inherit
 
   publish-docs:
diff --git a/.gitignore b/.gitignore
index 7588b933..aac88e97 100644
--- a/.gitignore
+++ b/.gitignore
@@ -70,19 +70,20 @@ docs/**/_site/**
 tags
 .tags
 
-# auto-generated files
-mmif/ver
-mmif/res
-mmif/vocabulary
+# build artifacts
+mmif_python-*/
 ./VERSION*
 .hypothesis
 
 # Documentation build artifacts
 documentation/cli_help.rst
 documentation/whatsnew.md
+documentation/examples.rst
+documentation/examples/
 documentation/autodoc
 docs-test
 
 # environments
 .venv*
 venv*
+_issues
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index d9d7fa7c..1153e9af 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -50,31 +50,74 @@ To ensure a consistent user experience and avoid resource leaks, all CLI subcomm
 
 ### How CLI Discovery Works
 
-The CLI system automatically discovers subcommands at runtime. The entry point is configured in the build script (currently `setup.py`) as follows:
+The CLI system automatically discovers subcommands at runtime. The entry point is configured in `pyproject.toml`:
 
-```python
-entry_points={
-    'console_scripts': [
-        'mmif = mmif.__init__:cli',
-    ],
-},
+```toml
+[project.scripts]
+mmif = "mmif:cli"
 ```
 
 The `cli()` function in `mmif/__init__.py` handles discovery and delegation. It uses `pkgutil.walk_packages` to find all modules within the top-level of the `mmif.utils.cli` package. For the discovery logic to work, a "cli module" should implement the requirements outlined above. 
 
-This means adding a properly structured module within the CLI package is all that's needed—the module name will automatically be registered as a subcommand. No modifications to `setup.py` or other configuration files are required.
+This means adding a properly structured module within the CLI package is all that's needed—the module name will automatically be registered as a subcommand. No modifications to `pyproject.toml` or other configuration files are required.
 
 > [!NOTE]
-> Any "client" code (not shell CLI) wants to use a module in `cli` package should be able to directrly `from mmif.utils.cli import a_module`. However, for historical reasons, some CLI modules are manually imported in `mmif/__init__.py` (e.g., `source.py`) for backward compatibility for clients predateing the discovery system. 
+> Any "client" code (not shell CLI) wants to use a module in `cli` package should be able to directly `from mmif.utils.cli import a_module`. However, for historical reasons, some CLI modules are manually imported in `mmif/__init__.py` (e.g., `source.py`) for backward compatibility for clients predating the discovery system. 
+
+## Setup
+
+```bash
+pip install -e ".[dev]"
+```
+
+An editable install (`pip install -e .`) is required before running tests or building docs. The package uses `importlib.metadata` for version resolution at runtime, which only works when the package is registered in the environment. You can no longer run `pytest` or `pytype` directly against the source tree without installing first. If you want to avoid pulling in all dependencies, `pip install -e . --no-deps` is sufficient to register the package metadata.
+
+## Local Development
+
+All build tasks are handled by scripts in `build-tools/`. Each script is self-contained and installs its own dependencies as needed.
+
+| Task | Command |
+|------|---------|
+| Build (sdist + wheel) | `python build-tools/build.py` |
+| Run tests | `python build-tools/test.py` |
+| Build docs | `python build-tools/docs.py` |
+| Clean artifacts | `python build-tools/clean.py` |
+| Publish | `python build-tools/publish.py` |
+
+All scripts support `--help` for full usage details.
+
+### Versioning
+
+#### SDK version 
+
+Versions are derived automatically from git tags via `setuptools-scm`.  There is no `VERSION` file to manage. At runtime, the version is accessed through `importlib.metadata`:
+
+```python
+from mmif.ver import __version__
+```
+
+For a dev install without a matching tag, `setuptools-scm` generates a version like `1.3.1.dev11+gb83b63ff5.d20260413`.
+
+The MMIF spec version (`__specver__`) is derived at runtime from the `mmif-spec` URL in `pyproject.toml`'s `[project.urls]` section. For example, `mmif-spec = "https://mmif.clams.ai/1.1.0"` produces `__specver__ = "1.1.0"`. Do NOT hardcode this value in Python source — update the URL in `pyproject.toml` instead.
+
+#### MMIF specification version
+
+`mmif/res/mmif.json` is the MMIF JSON Schema, committed as static package data. When the MMIF spec releases a new version:
+
+1. Update the `mmif-spec` URL in `pyproject.toml` `[project.urls]`
+1. Re-fetch the schema, using something like:
+   ```bash
+   curl -sL "https://raw.githubusercontent.com/clamsproject/mmif/main/schema/mmif.json" \
+     -o mmif/res/mmif.json
+   ```
+1. Run tests — `tests/test_specver.py` will fail if either value is stale
 
 ## Documentation
 
-The documentation for `mmif-python` is built using Sphinx and published to the [CLAMS documentation hub](https://github.com/clamsproject/website-test).
+The documentation for `mmif-python` is built using Sphinx and published to the [CLAMS documentation hub](https://clams.ai).
 
 ### Building Documentation Locally
 
-To build the documentation for the current checkout:
-
 ```bash
 python3 build-tools/docs.py
 ```
@@ -82,15 +125,10 @@ python3 build-tools/docs.py
 The output will be in `docs-test`. For more options, run `python build-tools/docs.py --help`.
 
 > [!NOTE]
-> Since the documentation build process is relying on the working `mmif` package, one must "build" the package first before building the documentation. This can be done by running
-> ```bash
-> rm VERSION*                     # remove existing VERSION file if exists
-> make devversion                 # creates a dummy VERSION file
-> pip install -r requirements.dev # install dev dependencies
-> python setup.py sdist           # build the package (will download auto-generate subpackges like `mmif.res` and `mmif.ver`)
+> In CI, documentation is built and published automatically by the `publish.yml` workflow via the shared `sdk-docs.yml`. The CI calls `docs.py --build-ver <version> --output-dir _docs`. All CLAMS SDK repos use the same `docs.py` CLI interface (`--build-ver`, `--output-dir`).
 
 > [!NOTE]
-> running `build-tools/docs.py` in "local testing" mode will overwrite any existing VERSION file with a dummy version.
+> Since the documentation build process is relying on the working `mmif` package, one must "build" the package first (e.g., `python -m pip install -e .`) before building the documentation.
 
 ### API Documentation (autodoc)
 
@@ -114,8 +152,6 @@ As of 2026 (since the next version of 1.2.1), API documentation is **automatical
 To build documentation for a specific historical version (e.g., `v1.0.0`):
 
 ```bash
-make doc-version
-# OR
 python3 build-tools/docs.py --build-ver v1.0.0
 ```
 
@@ -126,18 +162,33 @@ This runs the build in a sandboxed temporary directory. The output will be in `d
 
 ### Troubleshooting Old Version Builds
 
-**Important:** The build script (`build-tools/docs.py`) uses a "Modern Environment, Legacy Source" strategy. It checks out the old source code but installs **modern** build dependencies (Sphinx 7.x, Furo) to ensure the build works on current systems (including Python 3.13).
-
-If an old version fails to build because a dependency is missing (e.g., it was removed from `requirements.txt` in later versions but the old `setup.py` needs it), **do not try to fix the old `setup.py`**.
+The build script (`build-tools/docs.py`) uses a "Modern Environment, Legacy Source" strategy. It checks out the old source code but installs modern build dependencies (Sphinx 7.x, Furo) to ensure the build works on up-to-date systems (including Python 3.12+).
 
-Instead, manually add the missing dependency to the `run_pip` call in `build-tools/docs.py`:
+If an old version fails to build because a dependency is missing, manually add it to the `run_pip` call in `build-tools/docs.py`:
 
 ```python
-# In build-tools/docs.py
 def build_versioned_docs(...):
     # ...
-    # Add the missing dependency here
-    env.run_pip("install", "jsonschema", "requests", "pyyaml", "deepdiff<7", "YOUR_MISSING_DEP", cwd=source_path)
+    env.run_pip("install", ..., "YOUR_MISSING_DEP", cwd=source_path)
 ```
 
 This "overlay" strategy ensures we can build old docs without modifying historical git tags.
+
+### Example MMIF Documents
+
+Example MMIF documents live in `tests/mmif-examples/` and serve two roles: test fixtures (loaded by `tests/mmif_examples.py`) and documentation source (rendered by the `_mmif_example_builder` Sphinx extension at docs build time). See `tests/mmif-examples/README.md` for details.
+
+## Migration from Makefile
+
+The old `Makefile`, `setup.py`, and `requirements*.txt` files have been
+removed. If you are accustomed to the old workflow, here is a mapping:
+
+| Old command | New equivalent |
+|-------------|----------------|
+| `make package` / `python setup.py sdist` | `python build-tools/build.py` |
+| `make develop` / `python setup.py develop` | `pip install -e ".[dev]"` |
+| `make test` | `python build-tools/test.py` |
+| `make doc` / `make doc-version` | `python build-tools/docs.py` |
+| `make version` / `make devversion` | Automatic via `setuptools-scm` (tag-based) |
+| `make clean` | `python build-tools/clean.py` |
+| `make publish` | `python build-tools/publish.py` |
diff --git a/MANIFEST.in b/MANIFEST.in
deleted file mode 100644
index 8e355132..00000000
--- a/MANIFEST.in
+++ /dev/null
@@ -1,6 +0,0 @@
-# only copied in sdist and be used when building
-include ./VERSION
-include ./requirements.txt
-include ./requirements.cv
-include ./requirements.seq
-
diff --git a/Makefile b/Makefile
deleted file mode 100644
index bac1919e..00000000
--- a/Makefile
+++ /dev/null
@@ -1,110 +0,0 @@
-# check for dependencies
-SHELL := /bin/bash
-deps = curl jq git python3 
-check_deps := $(foreach dep,$(deps), $(if $(shell which $(dep)),some string,$(error "No $(dep) in PATH!")))
-
-# constants
-packagename = mmif
-generatedcode = $(packagename)/ver $(packagename)/res $(packagename)/vocabulary 
-sdistname = $(packagename)-python
-bdistname = $(packagename)_python
-artifact = build/lib/$(packagename)
-buildcaches = build/bdist* $(bdistname).egg-info __pycache__
-testcaches = .hypothesis .pytest_cache .pytype coverage.xml htmlcov .coverage
-
-.PHONY: all
-.PHONY: clean
-.PHONY: test
-.PHONY: develop
-.PHONY: publish
-.PHONY: docs
-.PHONY: doc
-.PHONY: package
-.PHONY: devversion
-
-all: version test build
-
-develop: devversion package test
-	python3 setup.py develop --uninstall
-	python3 setup.py develop
-
-publish: distclean version package test 
-	test `git branch --show-current` = "master"
-	@git tag `cat VERSION` 
-	@git push origin `cat VERSION`
-
-$(generatedcode): dist/$(sdistname)*.tar.gz
-
-docs:
-	@echo "The 'docs' target is deprecated and will be removed."
-	@echo "Documentation is now managed by 'build-tools/docs.py'."
-	@echo "Please run 'python3 build-tools/docs.py --help' for usage."
-
-doc: docs
-doc-version: docs
-
-package: VERSION dist/$(sdistname)*.tar.gz
-
-dist/$(sdistname)*.tar.gz:
-	pip install --upgrade -r requirements.dev
-	python3 setup.py sdist
-
-build: $(artifact)
-$(artifact):
-	python3 setup.py build
-
-# invoking `test` without a VERSION file will generated a dev version - this ensures `make test` runs unmanned
-test: devversion $(generatedcode)
-	pip install --upgrade -r requirements.dev
-	pip install -r requirements.txt
-	pip install -r requirements.cv
-	pytype $(packagename)
-	python3 -m pytest --doctest-modules --cov=$(packagename) --cov-report=xml
-
-# helper functions
-e :=
-space := $(e) $(e)
-## handling version numbers
-macro = $(word 1,$(subst .,$(space),$(1)))
-micro = $(word 2,$(subst .,$(space),$(1)))
-patch = $(word 3,$(subst .,$(space),$(1)))
-increase_patch = $(call macro,$(1)).$(call micro,$(1)).$$(($(call patch,$(1))+1))
-## handling versioning for dev version
-add_dev = $(call macro,$(1)).$(call micro,$(1)).$(call patch,$(1)).dev1
-split_dev = $(word 2,$(subst .dev,$(space),$(1)))
-increase_dev = $(call macro,$(1)).$(call micro,$(1)).$(call patch,$(1)).dev$$(($(call split_dev,$(1))+1))
-
-devversion: VERSION.dev VERSION; cat VERSION
-version: VERSION; cat VERSION
-
-# since the GH api will return tags in chronological order, we can just grab the last one without sorting
-AUTH_ARG := $(if $(GITHUB_TOKEN),-H "Authorization: token $(GITHUB_TOKEN)")
-
-VERSION.dev: devver := $(shell curl --silent $(AUTH_ARG) "https://api.github.com/repos/clamsproject/mmif-python/git/refs/tags" | grep '"ref":' | sed -E 's/.+refs\/tags\/([0-9.]+)",/\1/g' | sort -V | tail -n 1)
-VERSION.dev: specver := $(shell curl --silent $(AUTH_ARG) "https://api.github.com/repos/clamsproject/mmif/git/refs/tags" | grep '"ref":' | grep -v 'py-' | sed -E 's/.+refs\/tags\/(spec-)?([0-9.]+)",/\2/g' | sort -V | tail -n 1)
-VERSION.dev:
-	@echo DEVVER: $(devver)
-	@echo SPECVER: $(specver)
-	@if [ $(call macro,$(devver)) = $(call macro,$(specver)) ] && [ $(call micro,$(devver)) = $(call micro,$(specver)) ] ; \
-	then \
-	if [[ $(devver) == *.dev* ]]; then echo $(call increase_dev,$(devver)) ; else echo $(call add_dev,$(call increase_patch, $(devver))); fi \
-	else if [[ $(devver) == *.dev* ]]; then echo $(call increase_dev,$(devver)) ; else echo $(call add_dev,$(call increase_patch, $(devver))); fi ; fi \
-	> VERSION.dev
-
-VERSION: version := $(shell git tag | sort -t. -k 1,1nr -k 2,2nr -k 3,3nr -k 4,4nr | head -n 1)
-VERSION:
-	@if [ -e VERSION.dev ] ; \
-	then cp VERSION.dev VERSION; \
-	else (read -p "Current version is ${version}, please enter a new version (default: increase *patch* level by 1): " new_ver; \
-		[ -z $$new_ver ] && echo $(call increase_patch,$(version)) || echo $$new_ver) > VERSION; \
-	fi
-
-distclean:
-	@rm -rf dist $(artifact) build/bdist*
-clean: distclean
-	@rm -rf VERSION VERSION.dev $(testcaches) $(buildcaches) $(generatedcode)
-	@rm -rf docs
-	@rm -rf .*cache
-	@rm -rf .hypothesis tests/.hypothesis
-	@git checkout -- documentation/target-versions.csv
-
diff --git a/build-tools/build.py b/build-tools/build.py
new file mode 100644
index 00000000..b46cb1b0
--- /dev/null
+++ b/build-tools/build.py
@@ -0,0 +1,54 @@
+"""
+Build the mmif-python package.
+
+Installs dependencies and runs `python -m build` to produce sdist + wheel.
+"""
+import argparse
+import subprocess
+import sys
+from pathlib import Path
+
+SCRIPT_DIR = Path(__file__).parent
+
+
+def run_command(command, cwd=None, check=True):
+    """Helper to run a shell command."""
+    print(f"Running: {' '.join(str(c) for c in command)}")
+    result = subprocess.run(command, cwd=cwd)
+    if check and result.returncode != 0:
+        print(
+            f"Error: Command failed with exit code "
+            f"{result.returncode}"
+        )
+        sys.exit(result.returncode)
+    return result
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description="Build the mmif-python package."
+    )
+    parser.parse_args()
+
+    project_root = SCRIPT_DIR.parent
+
+    # Install dev + build dependencies
+    print("--- Installing dependencies ---")
+    run_command(
+        [sys.executable, "-m", "pip",
+         "install", "-e", ".[dev]", "build"],
+        cwd=project_root,
+    )
+
+    # Build sdist + wheel
+    print("\n--- Building sdist + wheel ---")
+    run_command(
+        [sys.executable, "-m", "build"],
+        cwd=project_root,
+    )
+
+    print("\nBuild complete. Output in: dist/")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/build-tools/clean.py b/build-tools/clean.py
new file mode 100644
index 00000000..9a35c493
--- /dev/null
+++ b/build-tools/clean.py
@@ -0,0 +1,70 @@
+"""
+Clean build artifacts, caches, and generated files.
+
+Replaces ``make clean`` / ``make distclean`` from the old Makefile.
+"""
+import argparse
+import shutil
+from pathlib import Path
+
+SCRIPT_DIR = Path(__file__).parent
+PROJECT_ROOT = SCRIPT_DIR.parent
+
+# Directories to remove
+CLEAN_DIRS = [
+    "build", "dist", "*.egg-info", "mmif_python-*",
+    ".pytest_cache", ".pytype", ".hypothesis",
+    "tests/.hypothesis", "htmlcov",
+    "docs-test",
+]
+
+# Files to remove
+CLEAN_FILES = [
+    "coverage.xml", ".coverage",
+]
+
+# Glob patterns for recursive removal
+CLEAN_GLOBS = [
+    "**/__pycache__",
+]
+
+
+def clean(root: Path):
+    removed = []
+
+    for pattern in CLEAN_DIRS:
+        for p in root.glob(pattern):
+            if p.is_dir():
+                shutil.rmtree(p)
+                removed.append(str(p.relative_to(root)))
+
+    for name in CLEAN_FILES:
+        p = root / name
+        if p.exists():
+            p.unlink()
+            removed.append(str(p.relative_to(root)))
+
+    for pattern in CLEAN_GLOBS:
+        for p in root.glob(pattern):
+            if p.is_dir():
+                shutil.rmtree(p)
+                removed.append(str(p.relative_to(root)))
+
+    if removed:
+        print(f"Removed {len(removed)} items:")
+        for item in sorted(removed):
+            print(f"  {item}")
+    else:
+        print("Nothing to clean.")
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description="Clean build artifacts and caches."
+    )
+    parser.parse_args()
+    clean(PROJECT_ROOT)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/build-tools/docs.py b/build-tools/docs.py
index eaea47e3..80a5f59d 100644
--- a/build-tools/docs.py
+++ b/build-tools/docs.py
@@ -60,45 +60,21 @@ def build_docs_local(source_dir: Path, output_dir: Path):
     """
     print("--- Running in Local Build Mode ---")
 
-    # Warning for user as VERSION file is critical
-    if sys.stdin.isatty():
-        import select
-        print("\nWARNING: The 'VERSION' file will be overwritten with a dummy version for this local build.")
-        print("Pausing for 3 seconds (press Enter to continue immediately)...")
-        select.select([sys.stdin], [], [], 3)
-
-    # Overwrite VERSION file with dummy version for local builds
-    version = get_dummy_version()
-    print(f"Generating dummy VERSION for local build: {version}")
-    (source_dir / "VERSION").write_text(version)
-
-    # 1. Generate source code and install in editable mode.
-    print("\n--- Step 1: Generating source code and installing in editable mode ---")
+    # Install package with docs dependencies in editable mode.
+    print("\n--- Step 1: Installing package with docs dependencies ---")
     try:
-        run_command([sys.executable, "-m", "pip", "install", "-e", "."], cwd=source_dir)
+        run_command(
+            [sys.executable, "-m", "pip", "install", "-e", ".[docs]"],
+            cwd=source_dir,
+        )
     except SystemExit:
-        print("Warning: 'pip install -e .' failed. This might be due to an externally managed environment.")
-        print("Attempting to proceed with documentation build assuming dependencies are met...")
-
-
-    # 2. Install documentation-specific dependencies.
-    print("\n--- Step 2: Installing documentation dependencies ---")
-    doc_reqs = Path.cwd() / "build-tools" / "requirements.docs.txt"
-    if not doc_reqs.exists():
-        print(f"Error: Documentation requirements not found at {doc_reqs}")
-        sys.exit(1)
-    try:
-        run_command([sys.executable, "-m", "pip", "install", "-r", str(doc_reqs)])
-    except SystemExit:
-        print("Warning: Failed to install documentation dependencies.")
-        # Check if sphinx-build is available
+        print("Warning: 'pip install -e .[docs]' failed.")
         if shutil.which("sphinx-build") is None:
             print("Error: 'sphinx-build' not found and installation failed.")
-            print("Please install dependencies manually or run this script inside a virtual environment.")
             sys.exit(1)
         print("Assuming dependencies are already installed...")
 
-    # 3. Build the documentation using Sphinx.
+    # Build the documentation using Sphinx.
     print("\n--- Step 3: Building Sphinx documentation ---")
     docs_source_dir = source_dir / "documentation"
     docs_build_dir = output_dir / "develop"
diff --git a/build-tools/publish.py b/build-tools/publish.py
new file mode 100644
index 00000000..580f644e
--- /dev/null
+++ b/build-tools/publish.py
@@ -0,0 +1,202 @@
+"""
+Publish the mmif-python package.
+
+This script is equivalent to `make publish` in the old Makefile build:
+    1. Generate CHANGELOG.md from merged release PRs (requires `gh` CLI)
+    2. Upload dist/ to PyPI via twine (requires TWINE_PASSWORD env var)
+
+Credentials are passed via environment variables (twine reads them
+natively):
+    TWINE_USERNAME  — defaults to __token__ for API tokens
+    TWINE_PASSWORD  — the PyPI/TestPyPI API token
+    TWINE_REPOSITORY_URL — override for TestPyPI (or use --testpypi)
+"""
+import argparse
+import json
+import os
+import subprocess
+import sys
+from pathlib import Path
+
+SCRIPT_DIR = Path(__file__).parent
+TESTPYPI_URL = "https://test.pypi.org/legacy/"
+
+
+def run_command(command, cwd=None, capture=False, check=False):
+    """Helper to run a shell command."""
+    print(f"Running: {' '.join(str(c) for c in command)}")
+    result = subprocess.run(
+        command,
+        cwd=cwd,
+        capture_output=capture,
+        text=capture,
+    )
+    if check and result.returncode != 0:
+        print(
+            f"Error: Command failed with exit code "
+            f"{result.returncode}"
+        )
+        sys.exit(result.returncode)
+    return result
+
+
+def check_gh_available():
+    """Check if gh CLI is installed and authenticated."""
+    result = run_command(
+        ["gh", "auth", "status"],
+        capture=True,
+    )
+    return result.returncode == 0
+
+
+def generate_changelog(repo=None):
+    """
+    Generate CHANGELOG.md from merged release PRs.
+
+    :param repo: GitHub repo in owner/name format.
+        If None, uses the repo from the current git remote.
+    """
+    project_root = SCRIPT_DIR.parent
+
+    repo_args = ["--repo", repo] if repo else []
+
+    # Query merged PRs with "releas" in title
+    result = run_command(
+        ["gh", "pr", "list",
+         "-L", "1000",
+         "-s", "merged",
+         "--json", "number,title,body,mergedAt"]
+        + repo_args,
+        cwd=project_root,
+        capture=True,
+    )
+    if result.returncode != 0:
+        print(f"Error querying PRs: {result.stderr}")
+        return False
+
+    prs = json.loads(result.stdout)
+    # Filter to release PRs
+    release_prs = [
+        pr for pr in prs
+        if pr["title"].lower().startswith("releas")
+    ]
+
+    if not release_prs:
+        print("No release PRs found.")
+        return False
+
+    # Sort by merge date (newest first)
+    release_prs.sort(
+        key=lambda pr: pr["mergedAt"], reverse=True
+    )
+
+    # Format changelog
+    lines = []
+    for pr in release_prs:
+        merged_date = pr["mergedAt"][:10]  # YYYY-MM-DD
+        lines.append(f"\n## {pr['title']} ({merged_date})")
+        if pr["body"]:
+            lines.append(pr["body"])
+        lines.append("")
+
+    changelog_path = project_root / "CHANGELOG.md"
+    changelog_path.write_text("\n".join(lines))
+    print(
+        f"CHANGELOG.md written with {len(release_prs)} entries."
+    )
+    return True
+
+
+def upload_to_pypi(testpypi=False):
+    """
+    Upload dist/ to PyPI via twine.
+
+    Auth via env vars: TWINE_USERNAME (default: __token__),
+    TWINE_PASSWORD (required).
+    """
+    project_root = SCRIPT_DIR.parent
+    dist_dir = project_root / "dist"
+
+    tarballs = list(dist_dir.glob("*.tar.gz"))
+    if not tarballs:
+        print("No tarball found in dist/. Run build.py first.")
+        sys.exit(1)
+
+    if not os.environ.get("TWINE_PASSWORD"):
+        print(
+            "Warning: TWINE_PASSWORD not set. "
+            "Skipping PyPI upload."
+        )
+        print(
+            "Set TWINE_PASSWORD to your PyPI API token "
+            "to enable upload."
+        )
+        return
+
+    # Set default username for token auth
+    if not os.environ.get("TWINE_USERNAME"):
+        os.environ["TWINE_USERNAME"] = "__token__"
+
+    # Install twine
+    run_command(
+        [sys.executable, "-m", "pip", "install", "twine"],
+        cwd=project_root,
+    )
+
+    # Build upload command
+    cmd = [sys.executable, "-m", "twine", "upload"]
+    if testpypi:
+        cmd.extend(["--repository-url", TESTPYPI_URL])
+    cmd.extend(str(t) for t in tarballs)
+
+    run_command(cmd, cwd=project_root, check=True)
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description="Publish: generate CHANGELOG and upload to PyPI."
+    )
+    parser.add_argument(
+        "--repo",
+        default=None,
+        help="GitHub repo in owner/name format "
+             "(default: infer from git remote)."
+    )
+    parser.add_argument(
+        "--skip-changelog",
+        action="store_true",
+        help="Skip changelog generation."
+    )
+    parser.add_argument(
+        "--skip-upload",
+        action="store_true",
+        help="Skip PyPI upload (changelog only)."
+    )
+    parser.add_argument(
+        "--testpypi",
+        action="store_true",
+        help="Upload to TestPyPI instead of PyPI."
+    )
+    args = parser.parse_args()
+
+    # Changelog
+    if args.skip_changelog:
+        print("Skipping changelog generation.")
+    elif not check_gh_available():
+        print(
+            "Warning: gh CLI not available or not authenticated. "
+            "Skipping changelog generation."
+        )
+    else:
+        if not generate_changelog(repo=args.repo):
+            sys.exit(1)
+
+    # Upload
+    if args.skip_upload:
+        print("Skipping PyPI upload.")
+    else:
+        upload_to_pypi(testpypi=args.testpypi)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/build-tools/requirements.docs.txt b/build-tools/requirements.docs.txt
deleted file mode 100644
index db2d03d8..00000000
--- a/build-tools/requirements.docs.txt
+++ /dev/null
@@ -1,4 +0,0 @@
-sphinx
-furo
-m2r2
-autodoc-pydantic
diff --git a/build-tools/test.py b/build-tools/test.py
new file mode 100644
index 00000000..fe5455e4
--- /dev/null
+++ b/build-tools/test.py
@@ -0,0 +1,74 @@
+"""
+Run tests for the mmif-python package.
+
+This script is equivalent to::
+
+    pip install -e ".[test]"
+    pytype mmif
+    python -m pytest --cov=mmif --cov-report=xml -m "not slow"
+"""
+import argparse
+import subprocess
+import sys
+from pathlib import Path
+
+SCRIPT_DIR = Path(__file__).parent
+
+
+def run_command(command, cwd=None, check=True):
+    """Helper to run a shell command."""
+    print(f"Running: {' '.join(str(c) for c in command)}")
+    result = subprocess.run(command, cwd=cwd)
+    if check and result.returncode != 0:
+        print(
+            f"Error: Command failed with exit code "
+            f"{result.returncode}"
+        )
+        sys.exit(result.returncode)
+    return result
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description="Run tests for the mmif-python package."
+    )
+    parser.add_argument(
+        "--skip-install",
+        action="store_true",
+        help="Skip pip install step "
+             "(useful if already installed)."
+    )
+    args = parser.parse_args()
+
+    project_root = SCRIPT_DIR.parent
+
+    # Install package with test dependencies
+    if not args.skip_install:
+        print("--- Installing package with test dependencies ---")
+        run_command(
+            [sys.executable, "-m", "pip",
+             "install", "-e", ".[test]"],
+            cwd=project_root,
+        )
+
+    # Run pytype static analysis
+    print("\n--- Running pytype ---")
+    run_command(
+        ["pytype", "mmif"],
+        cwd=project_root,
+    )
+
+    # Run pytest with coverage
+    print("\n--- Running pytest ---")
+    run_command(
+        [sys.executable, "-m", "pytest",
+         "--cov=mmif", "--cov-report=xml",
+         "-m", "not slow"],
+        cwd=project_root,
+    )
+
+    print("\nAll tests passed.")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/documentation/_mmif_example_builder/__init__.py b/documentation/_mmif_example_builder/__init__.py
new file mode 100644
index 00000000..2785cf7e
--- /dev/null
+++ b/documentation/_mmif_example_builder/__init__.py
@@ -0,0 +1,160 @@
+"""
+Sphinx extension: render example MMIF documents from test fixtures.
+
+At ``builder-inited`` time this extension reads the metadata file at
+``tests/mmif-examples/examples.json``, renders each listed example
+by substituting ``$TypeName_VER`` / ``$VERSION`` template variables in
+the corresponding ``raw.json`` against the installed
+``clams-vocabulary`` type versions, and writes:
+
+- ``documentation/examples.rst`` — landing page with a toctree
+  linking to the individual example pages (gitignored).
+- ``documentation/examples/<dir>.rst`` — one page per example
+  with title, description, and rendered JSON (gitignored).
+
+All generated files are referenced from ``index.rst`` via the
+``examples`` toctree entry.
+
+Falls back to writing an empty ``examples.rst`` if ``clams-vocabulary``
+cannot be imported (e.g., when building docs for a historical
+mmif-python version that predates the vocabulary migration).
+"""
+import itertools
+import json
+import textwrap
+from pathlib import Path
+from string import Template
+
+from sphinx.util import logging
+
+logger = logging.getLogger(__name__)
+
+_DOCS_DIR = Path(__file__).resolve().parent.parent
+_PROJ_ROOT = _DOCS_DIR.parent
+_EXAMPLES_DIR = _PROJ_ROOT / 'tests' / 'mmif-examples'
+_META_FILE = _EXAMPLES_DIR / 'examples.json'
+_OUTPUT_DIR = _DOCS_DIR / 'examples'
+_INDEX_PATH = _DOCS_DIR / 'examples.rst'
+
+
+def _build_attypevers():
+    """
+    Build the ``{TypeName_VER: vN, VERSION: X.Y.Z}`` substitution dict
+    from the installed ``clams-vocabulary`` and the current MMIF spec
+    version.
+
+    :raises ImportError: if ``mmif`` or ``clams-vocabulary`` is
+        unavailable.
+    :returns: substitution dict suitable for ``Template.safe_substitute``
+    :rtype: dict
+    """
+    import mmif
+    from mmif.vocabulary import AnnotationTypes, DocumentTypes
+    out = {
+        f'{k}_VER': v
+        for k, v in itertools.chain.from_iterable(
+            m._typevers.items()
+            for m in [AnnotationTypes, DocumentTypes]
+        )
+    }
+    out['VERSION'] = mmif.__specver__
+    return out
+
+
+def _render_example_page(entry, attypevers):
+    """
+    Render a single example as a standalone RST page.
+
+    :param entry: one element of ``examples.json``
+    :type entry: dict
+    :param attypevers: substitution dict from :func:`_build_attypevers`
+    :type attypevers: dict
+    :returns: RST source for the page, or ``None`` if the fixture is
+        missing
+    :rtype: str or None
+    """
+    raw_path = _EXAMPLES_DIR / entry['dir'] / 'raw.json'
+    if not raw_path.is_file():
+        logger.warning(
+            f"Example fixture not found: {raw_path}. Skipping."
+        )
+        return None
+    raw = Template(raw_path.read_text()).safe_substitute(**attypevers)
+    title = entry['title']
+    underline = '=' * len(title)
+    indent = textwrap.indent(raw, '   ')
+    return (
+        f"{title}\n{underline}\n\n"
+        f"{entry['description']}\n\n"
+        f".. code-block:: json\n\n{indent}\n"
+    )
+
+
+def _generate_examples(app):
+    """
+    Sphinx ``builder-inited`` handler. Writes an index page at
+    ``documentation/examples.rst`` and one subpage per example under
+    ``documentation/examples/``.
+    """
+    try:
+        attypevers = _build_attypevers()
+    except ImportError as e:
+        logger.warning(
+            f"clams-vocabulary or mmif not importable ({e}). "
+            f"Writing empty examples.rst."
+        )
+        _INDEX_PATH.write_text("")
+        return
+
+    if not _META_FILE.is_file():
+        logger.warning(
+            f"Examples metadata not found at {_META_FILE}. "
+            f"Writing empty examples.rst."
+        )
+        _INDEX_PATH.write_text("")
+        return
+
+    entries = json.loads(_META_FILE.read_text())
+    _OUTPUT_DIR.mkdir(exist_ok=True)
+
+    # Render individual example pages
+    toctree_entries = []
+    rendered = 0
+    for entry in entries:
+        page_rst = _render_example_page(entry, attypevers)
+        if page_rst is None:
+            continue
+        page_path = _OUTPUT_DIR / f"{entry['dir']}.rst"
+        page_path.write_text(page_rst)
+        toctree_entries.append(f"   examples/{entry['dir']}")
+        rendered += 1
+
+    # Render index page with toctree
+    page_title = "Example MMIF documents"
+    index_rst = (
+        f"{page_title}\n{'=' * len(page_title)}\n\n"
+        ".. toctree::\n"
+        "   :maxdepth: 1\n\n"
+        + '\n'.join(toctree_entries)
+        + '\n'
+    )
+    _INDEX_PATH.write_text(index_rst)
+    logger.info(
+        f"Generated examples ({rendered}/{len(entries)} pages)"
+    )
+
+
+def setup(app):
+    """
+    Sphinx extension entry point.
+
+    :param app: Sphinx application object
+    :returns: extension metadata
+    :rtype: dict
+    """
+    app.connect('builder-inited', _generate_examples)
+    return {
+        'version': '0.1',
+        'parallel_read_safe': True,
+        'parallel_write_safe': True,
+    }
diff --git a/documentation/conf.py b/documentation/conf.py
index 5c0fe38c..8313b1ca 100644
--- a/documentation/conf.py
+++ b/documentation/conf.py
@@ -19,6 +19,9 @@
 # Add project root to sys.path so that autodoc can find the mmif package.
 proj_root_dir = Path(__file__).parent.parent
 sys.path.insert(0, str(proj_root_dir.absolute()))
+# Add the local Sphinx extensions directory so '_mmif_example_builder'
+# can be imported by name from the ``extensions`` list below.
+sys.path.insert(0, str(Path(__file__).parent.absolute()))
 
 # At this point, `pip install -e .` should have been run, so mmif is importable
 import mmif
@@ -46,9 +49,10 @@
 author = 'Brandeis LLC'
 copyright = f'{datetime.date.today().year}, {author}'
 try:
-    version = open(proj_root_dir / 'VERSION').read().strip()
-except FileNotFoundError:
-    logger.warning("VERSION file not found, using 'dev' as version.")
+    from importlib.metadata import version as _get_version
+    version = _get_version('mmif-python')
+except Exception:
+    logger.warning("Could not read package version, using 'dev'.")
     version = 'dev'
 
 # -- General configuration ---------------------------------------------------
@@ -59,6 +63,7 @@
     'sphinx.ext.linkcode',
     'm2r2',
     'sphinxcontrib.autodoc_pydantic',
+    '_mmif_example_builder',
 ]
 
 autodoc_pydantic_model_show_json = True
diff --git a/documentation/index.rst b/documentation/index.rst
index 05d93a48..734528d4 100644
--- a/documentation/index.rst
+++ b/documentation/index.rst
@@ -17,6 +17,7 @@ This is the documentation for the mmif-python package, a Python implementation f
   cli
   summarizer
   plugins
+  examples
   target-versions
 
 .. toctree::
diff --git a/documentation/target-versions.csv b/documentation/target-versions.csv
index 60155e73..933e4bf3 100644
--- a/documentation/target-versions.csv
+++ b/documentation/target-versions.csv
@@ -1,4 +1,5 @@
 "``mmif-python`` version","Target MMIF Specification"
+1.3.0,"1.1.0"
 1.2.0,"1.1.0"
 1.1.2,"1.1.0"
 1.1.1,"1.1.0"
diff --git a/mmif/res/__init__.py b/mmif/res/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/mmif/res/mmif.json b/mmif/res/mmif.json
new file mode 100644
index 00000000..1a61808c
--- /dev/null
+++ b/mmif/res/mmif.json
@@ -0,0 +1,194 @@
+{
+  "$schema": "http://json-schema.org/draft-04/schema#",
+  "title": "Multi-Media Interchange Format",
+  "description": "The JSON-LD objects exchanged by CLAMS services.",
+  "type": "object",
+  "additionalProperties": false,
+  "properties": {
+    "metadata": {
+      "$ref": "#/definitions/mmifMetadata"
+    },
+    "documents": {
+      "type": "array",
+      "items": {
+        "$ref": "#/definitions/annotation"
+      },
+      "minLength": 1
+    },
+    "views": {
+      "type": "array",
+      "items": {
+        "$ref": "#/definitions/view"
+      }
+    }
+  },
+  "required": [
+    "metadata",
+    "documents",
+    "views"
+  ],
+  "definitions": {
+    "strStrMap": {
+      "type": "object",
+      "patternProperties": {
+        ".+": {
+          "anyOf": [
+            {"type": "string"},
+            {"type": "array", "items": { "type": "string" }}
+          ]
+        }
+      }
+    },
+    "mmifMetadata": {
+      "type": "object",
+      "properties": {
+        "mmif": {
+          "type": "string",
+          "format": "uri",
+          "minLength": 7
+        }
+      },
+      "required": [
+        "mmif"
+      ]
+    },
+    "viewMetadata": {
+      "type": "object",
+      "properties": {
+        "timestamp": {
+          "type": "string",
+          "format": "date-time"
+        },
+        "app": {
+          "type": "string",
+          "format": "uri",
+          "minLength": 7
+        },
+        "contains": {
+          "type": "object",
+          "additionalProperties": false,
+          "patternProperties": {
+            "^https?:\/\/": {
+              "type": "object"
+            }
+          }
+        },
+        "error": {
+          "type": "object", 
+          "properties": {
+            "message": {
+              "type": "string",
+              "minLength": 1
+            },
+            "stackTrace": {
+              "type": "string"
+            }
+          },
+          "required": ["message"]
+        },
+        "warnings": {
+          "type": "array",
+          "items": {
+            "type": "string"
+          },
+          "minLength": 1
+        },
+        "parameters": {
+          "$ref": "#/definitions/strStrMap"
+        },
+        "appConfiguration": {
+          "type": "object"
+        }
+      },
+      "oneOf": [
+        {
+          "required": [
+            "app",
+            "contains"
+          ]
+        },
+        {
+          "required": [
+            "app",
+            "warnings"
+          ]
+        },
+        {
+          "required": [
+            "app",
+            "error"
+          ]
+        }
+      ]
+    },
+    "text": {
+      "type": "object",
+      "properties": {
+        "@value": {
+          "type": "string"
+        },
+        "@language": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "required": [
+        "@value"
+      ]
+    },
+    "view": {
+      "type": "object",
+      "properties": {
+        "id": {
+          "type": "string",
+          "minLength": 1
+        },
+        "metadata": {
+          "$ref": "#/definitions/viewMetadata"
+        },
+        "annotations": {
+          "type": "array",
+          "items": {
+            "$ref": "#/definitions/annotation"
+          }
+        }
+      },
+      "additionalProperties": false,
+      "required": [
+        "id",
+        "metadata",
+        "annotations"
+      ]
+    },
+    "annotation": {
+      "type": "object",
+      "properties": {
+        "@type": {
+          "type": "string",
+          "minLength": 1
+        },
+        "properties": {
+          "$ref": "#/definitions/annotationProperties"
+        }
+      },
+      "required": [
+        "@type",
+        "properties"
+      ],
+      "additionalProperties": false
+    },
+    "annotationProperties": {
+      "type": "object",
+      "properties": {
+        "id": {
+          "type": "string",
+          "minLength": 1
+        }
+      },
+      "required": [
+        "id"
+      ]
+    }
+  }
+}
+
diff --git a/mmif/serialize/annotation.py b/mmif/serialize/annotation.py
index b7f002cd..e910fd68 100644
--- a/mmif/serialize/annotation.py
+++ b/mmif/serialize/annotation.py
@@ -147,6 +147,17 @@ def at_type(self) -> ThingTypesBase:
     def at_type(self, at_type: Union[str, ThingTypesBase]) -> None:
         if isinstance(at_type, str):
             self._type = ThingTypesBase.from_str(at_type)
+        elif isinstance(at_type, type) and issubclass(at_type, ThingTypesBase):
+            # Vocab migration (MMIF spec >= 1.1.1): vocabulary types
+            # are now Pydantic classes (not instances). When callers pass the
+            # class (e.g., ``AnnotationTypes.TimeFrame``), coerce it to an
+            # instance so downstream ``isinstance`` checks still work.
+            # Use ``model_construct()`` to skip Pydantic field validation —
+            # direct ``__init__`` rejects types with required fields
+            # (e.g., ``Alignment`` requires ``source``/``target``).
+            instance = at_type.model_construct()
+            instance.initialized_from = at_type.uri
+            self._type = instance
         else:
             self._type = at_type
 
@@ -454,9 +465,11 @@ def get(self, prop_name, default=None):
             return self.location
         elif prop_name in self._props_pending:
             return self._props_pending[prop_name]
-        elif prop_name in self._props_ephemeral:
-            return self._props_ephemeral[prop_name]
         else:
+            # Delegates to Annotation.__getitem__(), which checks
+            # self.properties (_props_original) before _props_ephemeral.
+            # This gives annotation-level properties precedence over
+            # view-level contains defaults (MMIF spec >= 1.1.1).
             return super().get(prop_name, default)
 
     get_property = get
diff --git a/mmif/serialize/model.py b/mmif/serialize/model.py
index 95fdc28c..0f1130e8 100644
--- a/mmif/serialize/model.py
+++ b/mmif/serialize/model.py
@@ -399,7 +399,19 @@ def default(self, obj: 'MmifObject'):
         """
         Overrides default encoding behavior to prioritize :func:`MmifObject.serialize()`.
         """
-        if hasattr(obj, '_serialize'):
+        # Vocab migration (MMIF spec >= 1.1.1): vocabulary types are
+        # Pydantic BaseModel subclasses with a ``@classmethod _serialize()``
+        # that returns ``repr(cls)`` — correct for CLAMS type classes but
+        # broken for generic ``TypesBase`` instances (non-CLAMS URIs like
+        # ``http://vocab.lappsgrid.org/SemanticTag``), where ``cls`` is the
+        # plain ``TypesBase`` class and ``repr(cls)`` yields
+        # ``<class 'clams_vocabulary.base.TypesBase'>``. Handle ``TypesBase``
+        # instances explicitly via ``str(obj)`` before the ``_serialize``
+        # fallback.
+        from mmif.vocabulary.base_types import TypesBase
+        if isinstance(obj, TypesBase):
+            return str(obj)
+        elif hasattr(obj, '_serialize'):
             return obj._serialize()
         elif hasattr(obj, 'isoformat'):         # for datetime objects
             s = obj.isoformat()
diff --git a/mmif/serialize/view.py b/mmif/serialize/view.py
index 1c3d8e39..f0f057bf 100644
--- a/mmif/serialize/view.py
+++ b/mmif/serialize/view.py
@@ -605,16 +605,16 @@ def get(self, key: Union[str, ThingTypesBase], default=None):
     def __contains__(self, item: Union[str, ThingTypesBase]):
         if isinstance(item, str):
             # in general, when querying with a string, do not use fuzzy equality
-            if 'vocab.lappsgrid.org' in item and item.split('/')[-1] in ThingTypesBase.old_lapps_type_shortnames:
+            if 'vocab.lappsgrid.org' in item and item.split('/')[-1] in ThingTypesBase._old_lapps_type_shortnames:
                 # first, some quirks for legacy LAPPSgrid types
                 shortname = item.split('/')[-1]
-                item = AnnotationTypesBase(f'http://mmif.clams.ai/vocabulary/{shortname}/v1')
+                item = ThingTypesBase.from_str(f'{AnnotationTypes.Annotation.base_uri}/{shortname}/v1')
                 for key in self._items.keys():
                     if item._eq_internal(key, fuzzy=False):
                         return True
                 return False
             else:
-                # otherwise just string match 
+                # otherwise just string match
                 string_keys = [str(k) for k in self._items.keys()]
                 return item in string_keys
         else:
diff --git a/mmif/ver/__init__.py b/mmif/ver/__init__.py
new file mode 100644
index 00000000..bddd3a5c
--- /dev/null
+++ b/mmif/ver/__init__.py
@@ -0,0 +1,15 @@
+from importlib.metadata import metadata, version
+
+__version__ = version("mmif-python")
+
+# Derived from the ``mmif-spec`` URL in pyproject.toml [project.urls].
+# e.g., "https://mmif.clams.ai/1.1.0" → "1.1.0"
+# To change the targeted spec version, update the URL in pyproject.toml,
+# NOT this file.
+_urls = {
+    k: v for k, v in (
+        u.split(", ", 1)
+        for u in metadata("mmif-python").get_all("Project-URL")
+    )
+}
+__specver__ = _urls["mmif-spec"].rstrip("/").rsplit("/", 1)[-1]
diff --git a/mmif/vocabulary/__init__.py b/mmif/vocabulary/__init__.py
new file mode 100644
index 00000000..4700b887
--- /dev/null
+++ b/mmif/vocabulary/__init__.py
@@ -0,0 +1,17 @@
+# Shim: re-export vocabulary types from clams-vocabulary package.
+# This preserves all existing `from mmif.vocabulary import ...` patterns.
+
+from clams_vocabulary.base import (
+    ThingTypesBase,
+    ClamsTypesBase,
+    AnnotationTypesBase,
+    DocumentTypesBase,
+)
+from clams_vocabulary import AnnotationTypes, DocumentTypes, ThingType
+
+# Merged _typevers (consumed by mmif/__init__.py via star import)
+_typevers = {
+    **ThingType._typevers,
+    **AnnotationTypes._typevers,
+    **DocumentTypes._typevers,
+}
diff --git a/mmif/vocabulary/annotation_types.py b/mmif/vocabulary/annotation_types.py
new file mode 100644
index 00000000..49f59eb8
--- /dev/null
+++ b/mmif/vocabulary/annotation_types.py
@@ -0,0 +1,2 @@
+# Shim: re-export from clams-vocabulary package.
+from clams_vocabulary import AnnotationTypes
diff --git a/mmif/vocabulary/base_types.py b/mmif/vocabulary/base_types.py
new file mode 100644
index 00000000..205fb1f9
--- /dev/null
+++ b/mmif/vocabulary/base_types.py
@@ -0,0 +1,8 @@
+# Shim: re-export base classes from clams-vocabulary package.
+from clams_vocabulary.base import (
+    TypesBase,
+    ThingTypesBase,
+    ClamsTypesBase,
+    AnnotationTypesBase,
+    DocumentTypesBase,
+)
diff --git a/mmif/vocabulary/document_types.py b/mmif/vocabulary/document_types.py
new file mode 100644
index 00000000..51ae91bf
--- /dev/null
+++ b/mmif/vocabulary/document_types.py
@@ -0,0 +1,2 @@
+# Shim: re-export from clams-vocabulary package.
+from clams_vocabulary import DocumentTypes
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 00000000..26eb7748
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,67 @@
+[build-system]
+requires = ["setuptools>=61.0", "setuptools-scm>=8.0"]
+build-backend = "setuptools.build_meta"
+
+[tool.setuptools_scm]
+
+[project]
+name = "mmif-python"
+dynamic = ["version"]
+description = "Python implementation of MultiMedia Interchange Format specification. (https://mmif.clams.ai)"
+readme = "README.md"
+license = "Apache-2.0"
+requires-python = ">=3.10"
+classifiers = [
+    "Development Status :: 5 - Production/Stable",
+    "Intended Audience :: Developers",
+    "Programming Language :: Python :: 3 :: Only",
+]
+dependencies = [
+    "clams-vocabulary>=1.2.0",
+    "orderly-set==5.3.*",
+    "jsonschema",
+    "pydantic>=2.0",
+]
+
+[project.scripts]
+mmif = "mmif:cli"
+
+[project.urls]
+homepage = "https://mmif.clams.ai"
+source = "https://github.com/clamsproject/mmif-python"
+# The MMIF spec version this SDK targets. The version number is
+# extracted from the URL path at runtime (e.g., ".../1.1.0" → "1.1.0")
+# and exposed as ``mmif.__specver__``. When the MMIF spec releases a
+# new version, update this URL AND re-fetch the schema:
+#   curl -sL https://raw.githubusercontent.com/clamsproject/mmif/main/schema/mmif.json \
+#     -o mmif/res/mmif.json
+# tests/test_specver.py will fail CI if this value is stale.
+mmif-spec = "https://mmif.clams.ai/1.1.1"
+
+[project.optional-dependencies]
+dev = [
+    "pytype", "pytest", "pytest-cov",
+    "hypothesis", "hypothesis-jsonschema",
+    "pyyaml", "bs4", "lxml",
+    "setuptools",
+]
+docs = ["sphinx>=7.0,<8.0", "furo", "m2r2", "autodoc-pydantic"]
+test = [
+    "pytype", "pytest", "pytest-cov",
+    "hypothesis", "hypothesis-jsonschema",
+    "pyyaml", "bs4", "lxml",
+    "pillow", "opencv-python", "ffmpeg-python", "wurlitzer",
+]
+cv = ["pillow", "opencv-python", "ffmpeg-python", "wurlitzer"]
+seq = ["numpy"]
+
+[tool.setuptools.packages.find]
+where = ["."]
+include = ["mmif*"]
+
+[tool.setuptools.package-data]
+mmif = ["res/*"]
+
+[tool.pytest.ini_options]
+testpaths = ["mmif", "tests"]
+addopts = "--cov=mmif --cov-report=xml"
diff --git a/pytest.ini b/pytest.ini
deleted file mode 100644
index 07055628..00000000
--- a/pytest.ini
+++ /dev/null
@@ -1,3 +0,0 @@
-[pytest]
-testpaths = mmif tests
-python_files = test_*.py *_test.py
diff --git a/requirements.cv b/requirements.cv
deleted file mode 100644
index a2c1cfb9..00000000
--- a/requirements.cv
+++ /dev/null
@@ -1,4 +0,0 @@
-pillow
-opencv-python
-ffmpeg-python
-wurlitzer
diff --git a/requirements.dev b/requirements.dev
deleted file mode 100644
index caeb31ca..00000000
--- a/requirements.dev
+++ /dev/null
@@ -1,10 +0,0 @@
-hypothesis
-hypothesis-jsonschema
-pytest>=6
-pytest-cov
-pytype
-pyyaml
-bs4
-lxml
-twine
-setuptools>=70  # arbitrarily recent version
\ No newline at end of file
diff --git a/requirements.seq b/requirements.seq
deleted file mode 100644
index 296d6545..00000000
--- a/requirements.seq
+++ /dev/null
@@ -1 +0,0 @@
-numpy
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index c3e9d722..00000000
--- a/requirements.txt
+++ /dev/null
@@ -1,4 +0,0 @@
-
-orderly-set==5.3.*  # 5.4 drops py38 support
-jsonschema
-pydantic>=2.0
diff --git a/setup.py b/setup.py
deleted file mode 100644
index 92eefff9..00000000
--- a/setup.py
+++ /dev/null
@@ -1,287 +0,0 @@
-#! /usr/bin/env python3
-import io
-import json
-import os
-import re
-import shutil
-import string
-import subprocess
-from os.path import join as pjoin
-from typing import Union
-from urllib import request
-
-import setuptools.command.build_py
-from setuptools.command.sdist import sdist
-from setuptools.command.develop import develop
-
-name = "mmif-python"
-version_fname = "VERSION"
-vocabulary_templates_path = 'templates/python/vocabulary'
-cmdclass = {}
-LOCALMMIF = None
-if 'LOCALMMIF' in os.environ:
-    LOCALMMIF = os.environ['LOCALMMIF']
-    print(f"==== using local MMIF files at '{LOCALMMIF}' ====")
-
-# Used to have `import mmif` that imported `mmif` directory as a sibling, not `mmif` site-package,
-# but that created a circular dependency (importing `mmif` requires packages in "requirements.txt")
-# so we copy or move relevant package level variables used in the pre-build stage to here
-mmif_name = "mmif"
-mmif_res_pkg = 'res'
-mmif_ver_pkg = 'ver'
-mmif_vocabulary_pkg = 'vocabulary'
-mmif_schema_res_oriname = 'schema/mmif.json'
-mmif_schema_res_name = 'mmif.json'
-mmif_vocab_res_oriname = 'vocabulary/clams.vocabulary.yaml'
-mmif_vocab_attypevers_res_oriname = 'docs/{version}/vocabulary/attypeversions.json'
-mmif_vocab_res_name = 'clams.vocabulary.yaml'
-
-
-def do_not_edit_warning(dirname):
-    with open(pjoin(dirname, 'do-not-edit.txt'), 'w') as warning:
-        warning.write("Contents of this directory is automatically generated and should not be manually edited.\n")
-        warning.write("Any manual changes will be wiped at next build time.\n")
-
-
-def generate_subpack(parpack_name, subpack_name, init_contents=""):
-    subpack_dir = pjoin(parpack_name, subpack_name)
-    shutil.rmtree(subpack_dir, ignore_errors=True)
-    os.makedirs(subpack_dir, exist_ok=True)
-    do_not_edit_warning(subpack_dir)
-    init_mod = open(pjoin(subpack_dir, '__init__.py'), 'w')
-    init_mod.write(init_contents)
-    init_mod.close()
-    return subpack_dir
-
-
-def generate_vocab_enum(spec_version, clams_types_vers, mod_name) -> str:
-    
-    template_file = os.path.join(vocabulary_templates_path, mod_name + '.txt')
-    if mod_name.startswith('annotation'):
-        base_class_name = 'AnnotationTypesBase'
-    elif mod_name.startswith('document'):
-        base_class_name = 'DocumentTypesBase'
-    else: 
-        base_class_name = 'ClamsTypesBase'
-
-    file_out = io.StringIO()
-    with open(template_file, 'r') as file_in:
-        file_out.write(string.Template(file_in.read()).safe_substitute(VERSION=spec_version))
-    for type_name, type_ver in clams_types_vers:
-        vocab_url = f'http://mmif.clams.ai/vocabulary/{type_name}/{type_ver}'
-        file_out.write(f"    {type_name} = {base_class_name}('{vocab_url}')\n")
-    file_out.write(f"    _typevers = {dict(clams_types_vers)}\n")
-
-    string_out = file_out.getvalue()
-    file_out.close()
-    return string_out
-
-
-def generate_vocabulary(spec_version, clams_types_vers):
-    """
-    :param spec_version:
-    :param clams_types_vers: list of (name, version) tuples of annotation types in CLAMS vocab
-    :param template_path: the directory of source txt files
-    :return:
-    """
-    types = {
-        'base_types': ['ThingTypesBase', 'ThingType', 'ClamsTypesBase', 'AnnotationTypesBase', 'DocumentTypesBase'],
-        'annotation_types': ['AnnotationTypes'],
-        'document_types': ['DocumentTypes']
-    }
-    vocabulary_dir = generate_subpack(
-        mmif_name, mmif_vocabulary_pkg,
-        '\n'.join(
-            f"from .{mod_name} import {class_name}"
-            for mod_name, classes in types.items()
-            for class_name in classes
-        ) + '\n\n' + "_typevers = {**ThingType._typevers, **AnnotationTypes._typevers, **DocumentTypes._typevers}" + '\n'
-    )
-    document_types = []
-    annotation_types = []
-    base_types = []
-    
-    for n, v in clams_types_vers.items():
-        if n == 'Thing':
-            base_types.append((n, v))
-        elif 'Document' in n:
-            document_types.append((n, v))
-        else:
-            annotation_types.append((n, v))
-
-    type_lists = {
-        'document_types': document_types,
-        'annotation_types': annotation_types,
-        'base_types': base_types
-    }
-
-    for mod_name, type_ver_list in type_lists.items():
-        enum_contents = generate_vocab_enum(spec_version, type_ver_list, mod_name)
-        write_res_file(vocabulary_dir, mod_name+'.py', enum_contents)
-
-    return vocabulary_dir
-
-
-def get_latest_mmif_gittag():
-    if LOCALMMIF is not None:
-        tags = subprocess.run(f'git --git-dir {LOCALMMIF}/.git --no-pager tag'.split(), 
-                              capture_output=True).stdout.decode('utf-8').split('\n')
-    else:
-        cur_p = 1
-        body = [None]
-        tags = []
-        while len(body) > 0:
-            # for when we have more than 30 (default pagination size) tags
-            res = request.urlopen(f'https://api.github.com/repos/clamsproject/mmif/tags?per_page=100&page={cur_p}')
-            body = json.loads(res.read())
-            tags.extend([tag['name'] for tag in body])
-            cur_p += 1
-    # sort and return highest version
-    print(tags)
-    mmif_ver_format = lambda x: re.match(r'\d+\.\d+\.\d$', x)
-    return sorted([tag for tag in tags if mmif_ver_format(tag)])[-1]
-
-
-def get_spec_file_at_gitref(tag, filepath: str) -> bytes:
-    filepath = filepath.format(version=tag)
-    if LOCALMMIF is not None:
-        return subprocess.run(f'git --git-dir {LOCALMMIF}/.git --no-pager show {tag}:{filepath}'.split(), capture_output=True).stdout
-    file_url = f"https://raw.githubusercontent.com/clamsproject/mmif/{tag}/{filepath}"
-    return request.urlopen(file_url).read()
-
-
-def write_res_file(res_dir: str, res_name: str, res_data: Union[bytes, str]):
-    open_ops = 'wb' if type(res_data) == bytes else 'w'
-    res_file = open(pjoin(res_dir, res_name), open_ops)
-    res_file.write(res_data)
-    res_file.close()
-
-
-# note that `VERSION` file will not included in s/bdist - s/bdist should already have `mmif_ver_pkg` properly generated
-if os.path.exists(version_fname):
-    with open(version_fname, 'r') as version_f:
-        version = version_f.read().strip()
-else:
-    raise ValueError(f"Cannot find {version_fname} file. Use `make version` to generate one.")
-
-
-def prep_ext_files(setuptools_cmd):
-    ori_run = setuptools_cmd.run
-
-    def mod_run(self):
-        # will infer the `spec_ver` from the latest git tag available either on GH or local `mmif` repository.
-        # NOTE that when `make develop`, it will use specification files from upstream "develop" branch of `mmif` repo
-        latest_mmif_gittag = get_latest_mmif_gittag()
-        spec_file_gitref = latest_mmif_gittag if '.dev' not in version else 'develop'
-        # legacy version tags were formatted as xx-a.b.c (e.g., vocab-0.0.1)
-        spec_version = latest_mmif_gittag.split('-')[-1].strip()
-        # making resources into a python package so that `pkg_resources` can access resource files
-        res_dir = generate_subpack(mmif_name, mmif_res_pkg)
-
-        # the following will generate a new version value based on VERSION file
-        generate_subpack(mmif_name, mmif_ver_pkg, f'__version__ = "{version}"\n__specver__ = "{spec_version}"')
-
-
-        # and write resource files
-        for res_name, res_oriname in [(mmif_schema_res_name, mmif_schema_res_oriname), (mmif_vocab_res_name, mmif_vocab_res_oriname)]:
-            if LOCALMMIF:
-                res_content = open(pjoin(LOCALMMIF, res_oriname)).read()
-            else:
-                res_content = get_spec_file_at_gitref(spec_file_gitref, res_oriname)
-            write_res_file(res_dir, res_name, res_content)
-
-        # write vocabulary enum
-        import yaml
-        attypevers = json.load(io.BytesIO(get_spec_file_at_gitref(latest_mmif_gittag, mmif_vocab_attypevers_res_oriname)))
-        if '.dev' not in version:
-            vocab_yaml_file = io.BytesIO(get_spec_file_at_gitref(latest_mmif_gittag, mmif_vocab_res_oriname))
-            clams_types_vers = {t['name']: attypevers[t['name']] for t in list(yaml.safe_load_all(vocab_yaml_file.read()))}
-        else:
-            last_clams_types = {t['name']: t for t in yaml.safe_load_all(get_spec_file_at_gitref(latest_mmif_gittag, mmif_vocab_res_oriname))}
-            if LOCALMMIF:
-                new_clams_types = {t['name']: t for t in yaml.safe_load_all(open(pjoin(LOCALMMIF, mmif_vocab_res_oriname)))}
-            else:
-                new_clams_types = {t['name']: t for t in yaml.safe_load_all(get_spec_file_at_gitref(spec_file_gitref, mmif_vocab_res_oriname))}
-            clams_types_vers = {n: attypevers[n] for n, t in last_clams_types.items()}
-            for tname in new_clams_types:
-                if tname not in last_clams_types:
-                    clams_types_vers[tname] = 'v1'
-                elif last_clams_types[tname] != new_clams_types[tname]:
-                    clams_types_vers[tname] = f'v{int(clams_types_vers[tname][1:])+1}'
-        generate_vocabulary(spec_version, clams_types_vers)
-        ori_run(self)
-
-    setuptools_cmd.run = mod_run
-    return setuptools_cmd
-
-
-# Modernize cmdclass to ensure compatibility with setuptools >=80
-@prep_ext_files
-class SdistCommand(sdist):
-    def initialize_options(self):
-        super().initialize_options()
-        # Add any additional initialization logic here if needed
-
-@prep_ext_files
-class DevelopCommand(develop):
-    def initialize_options(self):
-        super().initialize_options()
-        # Add any additional initialization logic here if needed
-
-cmdclass['sdist'] = SdistCommand
-cmdclass['develop'] = DevelopCommand
-
-with open('README.md') as readme:
-    long_desc = readme.read()
-
-with open('requirements.txt') as requirements:
-    requires = requirements.readlines()
-
-with open('requirements.cv') as requirements:
-    cv_requires = requirements.readlines()
-
-with open('requirements.seq') as requirements:
-    seq_requires = requirements.readlines()
-
-extras_require = {
-    'seq': seq_requires,
-    'cv': cv_requires,
-    'dev': [
-        'pytest',
-        'pytest-pep8',
-        'pytest-cov',
-        'pytype',
-    ]
-}
-
-setuptools.setup(
-    name=name,
-    version=version,
-    author="Brandeis Lab for Linguistics and Computation",
-    author_email="admin@clams.ai",
-    description="Python implementation of MultiMedia Interchange Format specification. (https://mmif.clams.ai)",
-    long_description=long_desc,
-    long_description_content_type="text/markdown",
-    url="https://mmif.clams.ai",
-    entry_points={
-        'console_scripts': [
-            'mmif = mmif.__init__:cli',
-        ],
-    },
-    packages=setuptools.find_packages(),
-    cmdclass=cmdclass,
-    # this is for *building*, building (build, bdist_*) doesn't get along with MANIFEST.in
-    # so using this param explicitly is much safer implementation
-    package_data={
-        'mmif': [f'{mmif_res_pkg}/*', f'{mmif_ver_pkg}/*', f'{mmif_vocabulary_pkg}/*'],
-    },
-    install_requires=requires,
-    extras_require=extras_require,
-    python_requires='>=3.10',
-    licenses='Apache-2.0',
-    classifiers=[
-        'Development Status :: 5 - Production/Stable',
-        'Intended Audience :: Developers',
-        'Programming Language :: Python :: 3 :: Only',
-    ]
-)
diff --git a/templates/python/vocabulary/annotation_types.txt b/templates/python/vocabulary/annotation_types.txt
deleted file mode 100644
index 6dc4e550..00000000
--- a/templates/python/vocabulary/annotation_types.txt
+++ /dev/null
@@ -1,37 +0,0 @@
-# Spec version $VERSION
-# This file is auto-generated by setup.py
-
-from .base_types import AnnotationTypesBase
-
-
-class AnnotationTypes(AnnotationTypesBase):
-    """
-    This class contains the CLAMS annotation types 
-    defined in the spec version $VERSION as class variables. 
-    """
-    
-    # prpoerty aliases, first added in MMIF 1.0.2
-    # map from type short name to a dictionary of property aliases
-    # where nested dictionary maps from representative name to its aliases
-    _prop_aliases = {
-        'TimeFrame': {'label': {'frameType', 'label'},
-                      'classification': {'classifications', 'classification'}},
-        'BoundingBox': {'label': {'boxType', 'label'}, 
-                        'classification': {'classifications', 'classification'}},
-        'Annotation': {'classification': {'classifications', 'classification'}},
-        'Region': {'classification': {'classifications', 'classification'}},
-        'Interval': {'classification': {'classifications', 'classification'}},
-        'Span': {'classification': {'classifications', 'classification'}},
-        'Chapter': {'classification': {'classifications', 'classification'}},
-        'Polygon': {'classification': {'classifications', 'classification'}},
-        'VideoObject': {'classification': {'classifications', 'classification'}},
-        'Relation': {'classification': {'classifications', 'classification'}},
-        'Span': {'text': {'word', 'text'}},
-        'Token': {'text': {'word', 'text'}},
-        'Sentence': {'text': {'word', 'text'}},
-        'Paragraph': {'text': {'word', 'text'}},
-        'NamedEntity': {'text': {'word', 'text'}},
-        'NounChunk': {'text': {'word', 'text'}},
-        'VerbChunk': {'text': {'word', 'text'}},
-    }
-
diff --git a/templates/python/vocabulary/base_types.txt b/templates/python/vocabulary/base_types.txt
deleted file mode 100644
index dbff5e1d..00000000
--- a/templates/python/vocabulary/base_types.txt
+++ /dev/null
@@ -1,222 +0,0 @@
-# This file is auto-generated by setup.py
-import warnings
-from typing import ClassVar
-
-
-class TypesBase(object):
-    """
-    Base class for arbitrary vocabulary type. 
-    This class provides bisic initializer, comparators, 
-    and (de-)serialization methods. 
-    """
-    _prefixes = {}
-    base_uri: str
-    shortname: str
-    fuzzy_eq: bool
-    # these names are migrated from the old LAPPSgrid vocab 
-    old_lapps_type_shortnames = {'Token', 'Sentence', 'Paragraph', 'Markable', 'NamedEntity', 'NounChunk', 'VerbChunk'}
-
-    def __init__(self, type_uri: str):
-        """
-        Initialize a vocabulary type.
-
-        :param type_uri: full URI or short name of the vocabulary type
-        """
-        self.fuzzy_eq = False
-        self.parse_names(type_uri)
-        if self.__repr__() not in self.__class__._prefixes:
-            # prepare auto-inferred prefix for Annotations.[].id field
-            self.__class__._prefixes[self.__repr__()] \
-                = self.__class__._create_prefix(self.shortname,
-                                                self.__class__._prefixes.values()
-                                                )
-    
-    def parse_names(self, type_uri: str):
-        if '/' in type_uri:
-            self.base_uri, self.shortname = type_uri.rsplit('/', 1)
-        else:
-            self.base_uri = ""
-            self.shortname = type_uri
-
-    @classmethod
-    def _create_prefix(cls, shortname, existing_prefixes):
-        
-        def extract_chars(string, indices):
-            return "".join(string[i].lower() for i in sorted(set(indices)) if i < len(string))
-        
-        if shortname.isalnum():
-            
-            cap_letters = [i for i, c in enumerate(shortname) if c.isupper()] + [len(shortname)]
-            if len(cap_letters) > 1:
-                max_diff = max(cap_letters[i] - cap_letters[i-1] for i in range(1, len(cap_letters)))
-            else:
-                max_diff = len(shortname)
-            more_letters = []
-            prefix = extract_chars(shortname, cap_letters)
-            if prefix in existing_prefixes:
-                for i in range(1, max_diff):
-                    for j in cap_letters:
-                        more_letters.append(j + i)
-                        prefix = extract_chars(shortname, cap_letters + more_letters)
-                        if prefix not in existing_prefixes:
-                            break
-                    else:
-                        continue
-                    break
-        else:
-            prefix = None
-        return prefix
-
-    @staticmethod
-    def attype_iri_isdocument(iri):
-        return 'Document/' in iri or iri.endswith('Document')
-
-    @classmethod
-    def from_str(cls, string: str):
-        if 'mmif.clams.ai' in string:
-            if cls.attype_iri_isdocument(string):
-                return DocumentTypesBase(string)
-            else:
-                return AnnotationTypesBase(string)
-        # quirks for legacy LAPPSgrid types
-        elif 'vocab.lappsgrid.org' in string and string.split('/')[-1] in cls.old_lapps_type_shortnames:
-            # legacy LAPPSgrid types
-            shortname = string.split('/')[-1]
-            # when migrated, their version was set to 'v1'
-            return AnnotationTypesBase(f'http://mmif.clams.ai/vocabulary/{shortname}/v1')
-        else:
-            return cls(string)
-    
-    def __hash__(self):
-        return hash(str(self))
-        
-    def __eq__(self, other):
-        if isinstance(other, str):
-            other = self.from_str(other)
-        return isinstance(other, TypesBase) and self.base_uri == other.base_uri and self.shortname == other.shortname
-            
-    def __repr__(self):
-        if self.base_uri:
-            return f'{self.base_uri}/{self.shortname}'
-        else:
-            return self.shortname
-    
-    # aliases
-    def __str__(self):
-        return self.__repr__()
-    
-    def _serialize(self):
-        return self.__repr__()
-
-    def get_prefix(self):
-        return self.__class__._prefixes[self.__repr__()]
-
-    def set_prefix(self, prefix):
-        self.__class__._prefixes[self.__repr__()] = prefix
-
-ThingTypesBase = TypesBase
-
-
-class ClamsTypesBase(TypesBase):
-    """
-    Base class for CLAMS vocabulary types. Main 
-    This class adds handling of MMIF specification versions 
-    in initializer and comparators. 
-    """
-    version: str
-    dev_version: ClassVar[str] = 'develop'
-    
-    def __init__(self, type_uri, fuzzymode=True):
-        """
-        Initialize a CLAMS vocabulary type.
-
-        :param type_uri: full URI or short name of the CLAMS vocabulary type
-        :param fuzzymode: if True, enables fuzzy equality comparison that ignores version differences
-        """
-        super().__init__(type_uri)
-        self.fuzzy_eq = fuzzymode
-    
-    def parse_names(self, type_uri:str):
-        if not type_uri:
-            self.base_uri, self.shortname, self.version = "", "", ""
-        elif 'mmif.clams.ai' not in type_uri:
-            raise ValueError(f'Cannot process "{type_uri}"!: not a CLAMS vocabulary URI')
-        elif type_uri[-1].isdigit():  # new versioning
-            self.base_uri, _, self.shortname, self.version = type_uri.rsplit('/', 3)
-        else:  # legacy versioning
-            self.base_uri, self.version, _, self.shortname = type_uri.rsplit('/', 3)
-            self._check_legacy_version(self.version)
-
-    def _check_legacy_version(self, legacy_ver):
-        if legacy_ver < '0.4.0':
-            raise ValueError(f'Cannot process "{self}"!: CLAMS annotation types from old MMIF (older than 0.4.0) are no '
-                             f'longer supported with this app.')
-        if legacy_ver > '0.4.2':
-            raise ValueError(f'Cannot process "{self}"!: Invalid CLAMS vocabulary type URI.')
-        return True
-
-    def __hash__(self):
-        return hash(f'{self.base_uri}::{self.shortname}')
-    
-    def normalize_attype_vers(self):
-        if '.' in self.version and self._check_legacy_version(self.version):
-            # legacy mapping: see https://github.com/clamsproject/mmif/issues/14#issuecomment-1504439497
-            if self.version == '0.4.2' and self.shortname == 'Annotation':
-                return 'v2'
-            elif self.version.startswith('0.4.'):
-                return 'v1'
-        else:
-            return self.version
-
-    def _eq_internal(self, other, fuzzy):
-        if isinstance(other, ClamsTypesBase):
-            if fuzzy:
-                vers = [x.normalize_attype_vers() for x in (self, other)]
-                if self.base_uri == other.base_uri and self.shortname == other.shortname:
-                    if vers[0] != vers[1]:
-                        warnings.warn(f'version difference detected: {self.version}&{other.version}@{self.shortname}')
-                    return True
-                return False
-            else:
-                return self.base_uri == other.base_uri \
-                    and self.shortname == other.shortname \
-                    and self.version == other.version
-        else:
-            # quirks for legacy LAPPSgrid types
-            if self.shortname in self.old_lapps_type_shortnames and str(other) == f'http://vocab.lappsgrid.org/{self.shortname}':
-                return True
-            return False
-    
-    def __eq__(self, other):
-        if isinstance(other, str):
-            other = ThingTypesBase.from_str(other)
-        return self._eq_internal(other, self.fuzzy_eq and other.fuzzy_eq)
-    
-    def __repr__(self):
-        if self.version[0] == 'v':
-            return f'{self.base_uri}/vocabulary/{self.shortname}/{self.version}'
-        else:
-            return f'{self.base_uri}/{self.version}/vocabulary/{self.shortname}'
-
-
-class AnnotationTypesBase(ClamsTypesBase):
-    """
-    Inherit from this class to build your own custom annotation
-    vocabularies. 
-    """
-    ...
-
-
-class DocumentTypesBase(ClamsTypesBase):
-    """
-    Inherit from this class to build your own custom document
-    vocabularies. 
-    """
-    ...
-
-
-class ThingType(ThingTypesBase):
-    """
-    This class contains the topmost CLAMS thing type 
-    defined in the spec version $VERSION as a class variable. 
-    """
diff --git a/templates/python/vocabulary/document_types.txt b/templates/python/vocabulary/document_types.txt
deleted file mode 100644
index 67d39e0f..00000000
--- a/templates/python/vocabulary/document_types.txt
+++ /dev/null
@@ -1,11 +0,0 @@
-# Spec version $VERSION
-# This file is auto-generated by setup.py
-
-from .base_types import DocumentTypesBase
-
-
-class DocumentTypes(DocumentTypesBase):
-    """
-    This class contains the CLAMS document types 
-    defined in the spec version $VERSION as class variables. 
-    """
diff --git a/tests/mmif-examples/1.0.5-old-shortid.json b/tests/mmif-examples/1.0.5-old-shortid.json
new file mode 100644
index 00000000..75d0cd0c
--- /dev/null
+++ b/tests/mmif-examples/1.0.5-old-shortid.json
@@ -0,0 +1,1563 @@
+{
+
+  "metadata": {
+    "mmif": "http://mmif.clams.ai/1.0.5"
+  },
+
+  "documents": [
+    {
+      "@type": "http://mmif.clams.ai/vocabulary/VideoDocument/v1",
+      "properties": {
+        "id": "m1",
+        "mime": "video/mpeg",
+        "location": "file:///var/archive/video-002.mp4" }
+    }
+  ],
+
+  "views": [
+
+    {
+      "id": "v1",
+      "metadata": {
+        "app": "http://apps.clams.ai/bars-and-tones/1.0.5",
+        "timestamp": "2020-05-27T12:23:45",
+        "contains": {
+          "http://mmif.clams.ai/vocabulary/TimeFrame/v5": {
+            "document": "m1",
+            "timeUnit": "milliseconds" }
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "s1",
+            "start": 0,
+            "end": 2600,
+            "frameType": "bars-and-tones" }
+        }
+      ]
+    },
+
+    {
+      "id": "v2",
+      "metadata": {
+        "app": "http://apps.clams.ai/slates/1.0.3",
+        "timestamp": "2020-05-27T12:23:45",
+        "contains": {
+          "http://mmif.clams.ai/vocabulary/TimeFrame/v5": {
+            "document": "m1",
+            "timeUnit": "milliseconds" }
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "s1",
+            "start": 2700,
+            "end": 5300,
+            "frameType": "slate" }
+        }
+      ]
+    },
+
+    {
+      "id": "v3",
+      "metadata": {
+        "app": "http://mmif.clams.ai/apps/audio-segmenter/0.2.1",
+        "contains": {
+          "http://mmif.clams.ai/vocabulary/TimeFrame/v5": {
+            "timeUnit": "milliseconds",
+            "document": "m1" }
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "frameType": "non-speech",
+            "id": "tf1",
+            "start": 0,
+            "end": 5500 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf2",
+            "frameType": "speech",
+            "start": 5500,
+            "end": 22000 }
+        }
+      ]
+    },
+
+    {
+      "id": "v4",
+      "metadata": {
+        "app": "http://mmif.clams.ai/apps/kaldi/0.2.1",
+        "contains": {
+          "http://mmif.clams.ai/vocabulary/TextDocument/v1": {},
+          "http://vocab.lappsgrid.org/Token": {
+            "document": "td1" },
+          "http://mmif.clams.ai/vocabulary/TimeFrame/v5": {
+            "timeUnit": "milliseconds",
+            "document": "m1" },
+          "http://mmif.clams.ai/vocabulary/Alignment/v1": {}
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TextDocument/v1",
+          "properties": {
+            "id": "td1",
+            "mime": "text/plain",
+            "location": "file:///var/archive/transcript-002.txt" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a1",
+            "source": "v3:tf1",
+            "target": "td1" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t1",
+            "start": 0,
+            "end": 5,
+            "word": "Hello" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf1",
+            "start": 5500,
+            "end": 6085 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a2",
+            "source": "tf1",
+            "target": "t1" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t2",
+            "start": 5,
+            "end": 6,
+            "word": "," }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf2",
+            "start": 6085,
+            "end": 6202 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a3",
+            "source": "tf2",
+            "target": "t2" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t3",
+            "start": 7,
+            "end": 11,
+            "word": "this" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf3",
+            "start": 6319,
+            "end": 6787 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a4",
+            "source": "tf3",
+            "target": "t3" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t4",
+            "start": 12,
+            "end": 14,
+            "word": "is" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf4",
+            "start": 6904,
+            "end": 7138 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a5",
+            "source": "tf4",
+            "target": "t4" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t5",
+            "start": 15,
+            "end": 18,
+            "word": "Jim" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf5",
+            "start": 7255,
+            "end": 7606 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a6",
+            "source": "tf5",
+            "target": "t5" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t6",
+            "start": 19,
+            "end": 25,
+            "word": "Lehrer" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf6",
+            "start": 7723,
+            "end": 8425 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a7",
+            "source": "tf6",
+            "target": "t6" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t7",
+            "start": 26,
+            "end": 30,
+            "word": "with" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf7",
+            "start": 8542,
+            "end": 9010 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a8",
+            "source": "tf7",
+            "target": "t7" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t8",
+            "start": 31,
+            "end": 34,
+            "word": "the" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf8",
+            "start": 9127,
+            "end": 9478 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a9",
+            "source": "tf8",
+            "target": "t8" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t9",
+            "start": 35,
+            "end": 43,
+            "word": "NewsHour" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf9",
+            "start": 9595,
+            "end": 10531 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a10",
+            "source": "tf9",
+            "target": "t9" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t10",
+            "start": 44,
+            "end": 46,
+            "word": "on" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf10",
+            "start": 10648,
+            "end": 10882 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a11",
+            "source": "tf10",
+            "target": "t10" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t11",
+            "start": 47,
+            "end": 50,
+            "word": "PBS" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf11",
+            "start": 10999,
+            "end": 11350 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a12",
+            "source": "tf11",
+            "target": "t11" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t12",
+            "start": 50,
+            "end": 51,
+            "word": "." }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf12",
+            "start": 11350,
+            "end": 11467 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a13",
+            "source": "tf12",
+            "target": "t12" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t13",
+            "start": 52,
+            "end": 54,
+            "word": "In" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf13",
+            "start": 11584,
+            "end": 11818 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a14",
+            "source": "tf13",
+            "target": "t13" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t14",
+            "start": 55,
+            "end": 58,
+            "word": "the" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf14",
+            "start": 11935,
+            "end": 12286 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a15",
+            "source": "tf14",
+            "target": "t14" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t15",
+            "start": 59,
+            "end": 67,
+            "word": "nineteen" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf15",
+            "start": 12403,
+            "end": 13339 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a16",
+            "source": "tf15",
+            "target": "t15" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t16",
+            "start": 68,
+            "end": 76,
+            "word": "eighties" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf16",
+            "start": 13456,
+            "end": 14392 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a17",
+            "source": "tf16",
+            "target": "t16" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t17",
+            "start": 76,
+            "end": 77,
+            "word": "," }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf17",
+            "start": 14392,
+            "end": 14509 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a18",
+            "source": "tf17",
+            "target": "t17" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t18",
+            "start": 78,
+            "end": 85,
+            "word": "barking" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf18",
+            "start": 14626,
+            "end": 15445 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a19",
+            "source": "tf18",
+            "target": "t18" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/Token",
+          "properties": {
+            "id": "t19",
+            "start": 86,
+            "end": 90,
+            "word": "dogs" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TimeFrame/v5",
+          "properties": {
+            "id": "tf19",
+            "start": 15562,
+            "end": 16030 }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a20",
+            "source": "tf19",
+            "target": "t19" }
+        },
+        {
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+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a19",
+            "source": "v5:bb19",
+            "target": "td19" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TextDocument/v1",
+          "properties": {
+            "id": "td20",
+            "text": { "@value": "Loud Dogs" } }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a20",
+            "source": "v5:bb20",
+            "target": "td20" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TextDocument/v1",
+          "properties": {
+            "id": "td21",
+            "text": { "@value": "HOST" } }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a21",
+            "source": "v5:bb21",
+            "target": "td21" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TextDocument/v1",
+          "properties": {
+            "id": "td22",
+            "text": { "@value": "Jim Lehrer" } }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a22",
+            "source": "v5:bb22",
+            "target": "td22" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TextDocument/v1",
+          "properties": {
+            "id": "td23",
+            "text": { "@value": "PROD" } }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a23",
+            "source": "v5:bb23",
+            "target": "td23" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TextDocument/v1",
+          "properties": {
+            "id": "td24",
+            "text": { "@value": "Sara Just" } }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a24",
+            "source": "v5:bb24",
+            "target": "td24" }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/TextDocument/v1",
+          "properties": {
+            "id": "td25",
+            "text": { "@value": "Dog in New York" } }
+        },
+        {
+          "@type": "http://mmif.clams.ai/vocabulary/Alignment/v1",
+          "properties": {
+            "id": "a25",
+            "source": "v5:bb25",
+            "target": "td25" }
+        }
+      ]
+    },
+
+    {
+      "id": "v7",
+      "metadata": {
+        "app": "http://apps.clams.ai/spacy-ner/0.2.1",
+        "contains": {
+          "http://vocab.lappsgrid.org/NamedEntity": {}
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://vocab.lappsgrid.org/NamedEntity",
+          "properties": {
+            "id": "ne1",
+            "document": "v6:td2",
+            "start": 0,
+            "end": 10,
+            "category": "Date",
+            "word": "1982-05-12" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/NamedEntity",
+          "properties": {
+            "id": "ne2",
+            "document": "v6:td6",
+            "start": 0,
+            "end": 10,
+            "category": "Person",
+            "word": "Jim Lehrer" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/NamedEntity",
+          "properties": {
+            "id": "ne3",
+            "document": "v6:td8",
+            "start": 0,
+            "end": 9,
+            "category": "Person",
+            "word": "Sara Just" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/NamedEntity",
+          "properties": {
+            "id": "ne4",
+            "document": "v6:td10",
+            "start": 0,
+            "end": 10,
+            "category": "Date",
+            "word": "1982-05-12" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/NamedEntity",
+          "properties": {
+            "id": "ne5",
+            "document": "v6:td14",
+            "start": 0,
+            "end": 10,
+            "category": "Person",
+            "word": "Jim Lehrer" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/NamedEntity",
+          "properties": {
+            "id": "ne6",
+            "document": "v6:td16",
+            "start": 0,
+            "end": 9,
+            "category": "Person",
+            "word": "Sara Just" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/NamedEntity",
+          "properties": {
+            "id": "ne7",
+            "document": "v6:td18",
+            "start": 0,
+            "end": 10,
+            "category": "Date",
+            "word": "1982-05-12" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/NamedEntity",
+          "properties": {
+            "id": "ne8",
+            "document": "v6:td22",
+            "start": 0,
+            "end": 10,
+            "category": "Person",
+            "word": "Jim Lehrer" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/NamedEntity",
+          "properties": {
+            "id": "ne9",
+            "document": "v6:td24",
+            "start": 0,
+            "end": 9,
+            "category": "Person",
+            "word": "Sara Just" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/NamedEntity",
+          "properties": {
+            "id": "ne10",
+            "document": "v6:td25",
+            "start": 7,
+            "end": 15,
+            "category": "Location",
+            "word": "New York" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/NamedEntity",
+          "properties": {
+            "id": "ne11",
+            "document": "v4:td1",
+            "start": 15,
+            "end": 25,
+            "category": "Person",
+            "word": "Jim Lehrer" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/NamedEntity",
+          "properties": {
+            "id": "ne12",
+            "document": "v4:td1",
+            "start": 47,
+            "end": 50,
+            "category": "Organization",
+            "word": "PBS" }
+        }
+      ]
+    },
+
+    {
+      "id": "v8",
+      "metadata": {
+        "app": "http://apps.clams.ai/slate-parser/1.0.2",
+        "timestamp": "2020-05-27T12:23:45",
+        "contains": {
+          "http://vocab.lappsgrid.org/SemanticTag": {}
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "st1",
+            "document": "v6:td2",
+            "start": 0,
+            "end": 10,
+            "tagName": "Date",
+            "word": "1982-05-12" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "st2",
+            "document": "v6:td4",
+            "start": 0,
+            "end": 9,
+            "tagName": "Title",
+            "word": "Loud Dogs" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "st3",
+            "document": "v6:td6",
+            "start": 0,
+            "end": 10,
+            "tagName": "Host",
+            "word": "Jim Lehrer" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "st4",
+            "document": "v6:td8",
+            "start": 0,
+            "end": 9,
+            "tagName": "Producer",
+            "word": "Sara Just" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "st5",
+            "document": "v6:td10",
+            "start": 0,
+            "end": 10,
+            "tagName": "Date",
+            "word": "1982-05-12" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "st6",
+            "document": "v6:td12",
+            "start": 0,
+            "end": 9,
+            "tagName": "Title",
+            "word": "Loud Dogs" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "st7",
+            "document": "v6:td14",
+            "start": 0,
+            "end": 10,
+            "tagName": "Host",
+            "word": "Jim Lehrer" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "st8",
+            "document": "v6:td16",
+            "start": 0,
+            "end": 9,
+            "tagName": "Producer",
+            "word": "Sara Just" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "st9",
+            "document": "v6:td18",
+            "start": 0,
+            "end": 10,
+            "tagName": "Date",
+            "word": "1982-05-12" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "st10",
+            "document": "v6:td20",
+            "start": 0,
+            "end": 9,
+            "tagName": "Title",
+            "word": "Loud Dogs" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "st11",
+            "document": "v6:td22",
+            "start": 0,
+            "end": 10,
+            "tagName": "Host",
+            "word": "Jim Lehrer" }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "st12",
+            "document": "v6:td24",
+            "start": 0,
+            "end": 9,
+            "tagName": "Producer",
+            "word": "Sara Just" }
+        }
+      ]
+    }
+
+  ]
+}
diff --git a/tests/mmif-examples/README.md b/tests/mmif-examples/README.md
new file mode 100644
index 00000000..4e168dec
--- /dev/null
+++ b/tests/mmif-examples/README.md
@@ -0,0 +1,38 @@
+# MMIF Examples
+
+Example MMIF documents used for two purposes:
+
+1. **Test fixtures** — loaded by `tests/mmif_examples.py` with template
+   substitution against the currently installed `clams-vocabulary`.
+2. **Docs source** — rendered by the `_mmif_example_builder` Sphinx
+   extension (`documentation/_mmif_example_builder/`) into
+   `documentation/examples.md` at docs build time, which is then
+   included into the mmif-python docs site as the canonical example
+   page.
+
+## Files
+
+- `examples.json` — ordered metadata for the docs builder. Each entry
+  is `{dir, title, description}`. Adding a new example means dropping a
+  new subdirectory with `raw.json` and appending an entry here.
+- `<example-dir>/raw.json` — full MMIF document with `$TypeName_VER`
+  and `$VERSION` template variables. Substituted at runtime by both
+  consumers above so the examples automatically reflect whatever
+  vocabulary versions are currently installed.
+- `1.0.5-old-shortid.json` — historical MMIF sample with type URIs
+  hardcoded at 1.0.5-era versions and the pre-migration
+  `http://mmif.clams.ai/vocabulary/...` prefix. Used only as a
+  backward-compat test fixture; **not** rendered in the docs.
+  `alsoKnownAs` entries in `clams-vocabulary` resolve these URIs at
+  deserialization time.
+- `others/` — legacy prototype-format samples from the earliest MMIF
+  drafts, kept for historical reference. Not referenced by any current
+  code.
+
+## URL convention
+
+Current-version `raw.json` fixtures use the canonical CLAMS vocabulary
+URL prefix: `http://clams.ai/vocabulary/type/TypeName/$TypeName_VER`.
+The historical `1.0.5-old-shortid.json` uses the old
+`http://mmif.clams.ai/vocabulary/TypeName/vN` format intentionally,
+since it's testing backward compatibility with pre-migration documents.
diff --git a/tests/mmif-examples/bars-tones-slates/raw.json b/tests/mmif-examples/bars-tones-slates/raw.json
new file mode 100644
index 00000000..802afb03
--- /dev/null
+++ b/tests/mmif-examples/bars-tones-slates/raw.json
@@ -0,0 +1,96 @@
+{
+  "metadata": {
+    "mmif": "http://mmif.clams.ai/$VERSION"
+  },
+  "documents": [
+    {
+      "@type": "http://clams.ai/vocabulary/type/VideoDocument/$VideoDocument_VER",
+      "properties": {
+        "id": "m1",
+        "mime": "video/mp4",
+        "location": "file:///var/archive/video-0012.mp4"
+      }
+    },
+    {
+      "@type": "http://clams.ai/vocabulary/type/TextDocument/$TextDocument_VER",
+      "properties": {
+        "id": "m2",
+        "mime": "text/plain",
+        "location": "file:///var/archive/video-0012-transcript.txt"
+      }
+    }
+  ],
+  "views": [
+    {
+      "id": "v1",
+      "metadata": {
+        "app": "http://apps.clams.ai/bars-and-tones/1.0.5",
+        "timestamp": "2020-05-27T12:23:45",
+        "contains": {
+          "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER": {
+            "document": "m1",
+            "timeUnit": "seconds"
+          }
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER",
+          "properties": {
+            "id": "v1:s1",
+            "start": 0,
+            "end": 5,
+            "frameType": "bars-and-tones"
+          }
+        }
+      ]
+    },
+    {
+      "id": "v2",
+      "metadata": {
+        "app": "http://apps.clams.ai/slates/1.0.3",
+        "timestamp": "2020-05-27T12:23:45",
+        "contains": {
+          "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER": {
+            "document": "m1",
+            "timeUnit": "seconds"
+          }
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER",
+          "properties": {
+            "id": "v2:s1",
+            "start": 25,
+            "end": 38,
+            "frameType": "slate"
+          }
+        }
+      ]
+    },
+    {
+      "id": "v3",
+      "metadata": {
+        "app": "http://apps.clams.ai/spacy/1.3.0",
+        "timestamp": "2020-05-27T12:25:15",
+        "contains": {
+          "http://clams.ai/vocabulary/type/Token/$Token_VER": {
+            "document": "m2"
+          }
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://clams.ai/vocabulary/type/Token/$Token_VER",
+          "properties": {
+            "id": "v3:s1",
+            "start": 0,
+            "end": 3,
+            "text": "The"
+          }
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/tests/mmif-examples/east-tesseract-typing/raw.json b/tests/mmif-examples/east-tesseract-typing/raw.json
new file mode 100644
index 00000000..4f692a56
--- /dev/null
+++ b/tests/mmif-examples/east-tesseract-typing/raw.json
@@ -0,0 +1,124 @@
+{
+  "metadata": {
+    "mmif": "http://mmif.clams.ai/$VERSION"
+  },
+  "documents": [
+    {
+      "@type": "http://clams.ai/vocabulary/type/ImageDocument/$ImageDocument_VER",
+      "properties": {
+        "id": "m1",
+        "mime": "image/jpeg",
+        "location": "file:///var/archive/image-fido-barks.jpg"
+      }
+    }
+  ],
+  "views": [
+    {
+      "id": "v1",
+      "metadata": {
+        "app": "http://mmif.clams.ai/apps/east/0.2.1",
+        "contains": {
+          "http://clams.ai/vocabulary/type/BoundingBox/$BoundingBox_VER": {
+            "timeUnit": "pixels",
+            "document": "m1"
+          }
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://clams.ai/vocabulary/type/BoundingBox/$BoundingBox_VER",
+          "properties": {
+            "id": "v1:bb1",
+            "coordinates": [ [10, 20], [40, 20], [10, 30], [40, 30] ],
+            "label": "text"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/BoundingBox/$BoundingBox_VER",
+          "properties": {
+            "id": "v1:bb2",
+            "coordinates": [ [210, 220], [240, 220], [210, 230], [240, 230] ],
+            "label": "text"
+          }
+        }
+      ]
+    },
+    {
+      "id": "v2",
+      "metadata": {
+        "app": "http://mmif.clams.ai/apps/tesseract/0.2.1",
+        "contains": {
+          "http://mmif.clams.ai/0.1.0/TextDocument": {},
+          "http://mmif.clams.ai/0.1.0/Alignment": {}
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://clams.ai/vocabulary/type/TextDocument/$TextDocument_VER",
+          "properties": {
+            "id": "v2:td1",
+            "text": {
+              "@value": "Arf"
+            }
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/Alignment/$Alignment_VER",
+          "properties": {
+            "id": "v2:a1",
+            "source": "v1:bb1",
+            "target": "v2:td1"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/TextDocument/$TextDocument_VER",
+          "properties": {
+            "id": "v2:td2",
+            "text": {
+              "@value": "yelp"
+            }
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/Alignment/$Alignment_VER",
+          "properties": {
+            "id": "v2:a2",
+            "source": "v1:bb2",
+            "target": "v2:td2"
+          }
+        }
+      ]
+    },
+    {
+      "id": "v3",
+      "metadata": {
+        "app": "http://mmif.clams.ai/apps/semantic-typer/0.2.4",
+        "contains": {
+          "http://vocab.lappsgrid.org/SemanticTag": {}
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "v3:st1",
+            "category": "dog-sound",
+            "document": "V2:td1",
+            "start": 0,
+            "end": 4
+          }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "v3:st2",
+            "category": "dog-sound",
+            "document": "V2:td2",
+            "start": 0,
+            "end": 4
+          }
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/tests/mmif-examples/everything/raw.json b/tests/mmif-examples/everything/raw.json
new file mode 100644
index 00000000..7708bacc
--- /dev/null
+++ b/tests/mmif-examples/everything/raw.json
@@ -0,0 +1,1797 @@
+{
+  "metadata": {
+    "mmif": "http://mmif.clams.ai/$VERSION"
+  },
+  "documents": [
+    {
+      "@type": "http://clams.ai/vocabulary/type/VideoDocument/$VideoDocument_VER",
+      "properties": {
+        "id": "m1",
+        "mime": "video/mpeg",
+        "location": "file:///var/archive/video-002.mp4"
+      }
+    }
+  ],
+  "views": [
+    {
+      "id": "v1",
+      "metadata": {
+        "app": "http://apps.clams.ai/bars-and-tones/1.0.5",
+        "timestamp": "2020-05-27T12:23:45",
+        "contains": {
+          "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER": {
+            "document": "m1",
+            "timeUnit": "milliseconds"
+          }
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER",
+          "properties": {
+            "id": "v1:s1",
+            "start": 0,
+            "end": 2600,
+            "frameType": "bars-and-tones"
+          }
+        }
+      ]
+    },
+    {
+      "id": "v2",
+      "metadata": {
+        "app": "http://apps.clams.ai/slates/1.0.3",
+        "timestamp": "2020-05-27T12:23:45",
+        "contains": {
+          "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER": {
+            "document": "m1",
+            "timeUnit": "milliseconds"
+          }
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER",
+          "properties": {
+            "id": "v2:s1",
+            "start": 2700,
+            "end": 5300,
+            "frameType": "slate"
+          }
+        }
+      ]
+    },
+    {
+      "id": "v3",
+      "metadata": {
+        "app": "http://mmif.clams.ai/apps/audio-segmenter/0.2.1",
+        "contains": {
+          "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER": {
+            "timeUnit": "milliseconds",
+            "document": "m1"
+          }
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER",
+          "properties": {
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+          "properties": {
+            "id": "v7:ne1",
+            "document": "v6:td2",
+            "start": 0,
+            "end": 10,
+            "category": "Date",
+            "text": "1982-05-12"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/NamedEntity/$NamedEntity_VER",
+          "properties": {
+            "id": "v7:ne2",
+            "document": "v6:td6",
+            "start": 0,
+            "end": 10,
+            "category": "Person",
+            "text": "Jim Lehrer"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/NamedEntity/$NamedEntity_VER",
+          "properties": {
+            "id": "v7:ne3",
+            "document": "v6:td8",
+            "start": 0,
+            "end": 9,
+            "category": "Person",
+            "text": "Sara Just"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/NamedEntity/$NamedEntity_VER",
+          "properties": {
+            "id": "v7:ne4",
+            "document": "v6:td10",
+            "start": 0,
+            "end": 10,
+            "category": "Date",
+            "text": "1982-05-12"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/NamedEntity/$NamedEntity_VER",
+          "properties": {
+            "id": "v7:ne5",
+            "document": "v6:td14",
+            "start": 0,
+            "end": 10,
+            "category": "Person",
+            "text": "Jim Lehrer"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/NamedEntity/$NamedEntity_VER",
+          "properties": {
+            "id": "v7:ne6",
+            "document": "v6:td16",
+            "start": 0,
+            "end": 9,
+            "category": "Person",
+            "text": "Sara Just"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/NamedEntity/$NamedEntity_VER",
+          "properties": {
+            "id": "v7:ne7",
+            "document": "v6:td18",
+            "start": 0,
+            "end": 10,
+            "category": "Date",
+            "text": "1982-05-12"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/NamedEntity/$NamedEntity_VER",
+          "properties": {
+            "id": "v7:ne8",
+            "document": "v6:td22",
+            "start": 0,
+            "end": 10,
+            "category": "Person",
+            "text": "Jim Lehrer"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/NamedEntity/$NamedEntity_VER",
+          "properties": {
+            "id": "v7:ne9",
+            "document": "v6:td24",
+            "start": 0,
+            "end": 9,
+            "category": "Person",
+            "text": "Sara Just"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/NamedEntity/$NamedEntity_VER",
+          "properties": {
+            "id": "v7:ne10",
+            "document": "v6:td25",
+            "start": 7,
+            "end": 15,
+            "category": "Location",
+            "text": "New York"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/NamedEntity/$NamedEntity_VER",
+          "properties": {
+            "id": "v7:ne11",
+            "document": "v4:td1",
+            "start": 15,
+            "end": 25,
+            "category": "Person",
+            "text": "Jim Lehrer"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/NamedEntity/$NamedEntity_VER",
+          "properties": {
+            "id": "v7:ne12",
+            "document": "v4:td1",
+            "start": 47,
+            "end": 50,
+            "category": "Organization",
+            "text": "PBS"
+          }
+        }
+      ]
+    },
+    {
+      "id": "v8",
+      "metadata": {
+        "app": "http://apps.clams.ai/slate-parser/1.0.2",
+        "timestamp": "2020-05-27T12:23:45",
+        "contains": {
+          "http://vocab.lappsgrid.org/SemanticTag": {}
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "v8:st1",
+            "document": "v6:td2",
+            "start": 0,
+            "end": 10,
+            "tagName": "Date",
+            "text": "1982-05-12"
+          }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "v8:st2",
+            "document": "v6:td4",
+            "start": 0,
+            "end": 9,
+            "tagName": "Title",
+            "text": "Loud Dogs"
+          }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "v8:st3",
+            "document": "v6:td6",
+            "start": 0,
+            "end": 10,
+            "tagName": "Host",
+            "text": "Jim Lehrer"
+          }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "v8:st4",
+            "document": "v6:td8",
+            "start": 0,
+            "end": 9,
+            "tagName": "Producer",
+            "text": "Sara Just"
+          }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "v8:st5",
+            "document": "v6:td10",
+            "start": 0,
+            "end": 10,
+            "tagName": "Date",
+            "text": "1982-05-12"
+          }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "v8:st6",
+            "document": "v6:td12",
+            "start": 0,
+            "end": 9,
+            "tagName": "Title",
+            "text": "Loud Dogs"
+          }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "v8:st7",
+            "document": "v6:td14",
+            "start": 0,
+            "end": 10,
+            "tagName": "Host",
+            "text": "Jim Lehrer"
+          }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "v8:st8",
+            "document": "v6:td16",
+            "start": 0,
+            "end": 9,
+            "tagName": "Producer",
+            "text": "Sara Just"
+          }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "v8:st9",
+            "document": "v6:td18",
+            "start": 0,
+            "end": 10,
+            "tagName": "Date",
+            "text": "1982-05-12"
+          }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "v8:st10",
+            "document": "v6:td20",
+            "start": 0,
+            "end": 9,
+            "tagName": "Title",
+            "text": "Loud Dogs"
+          }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "v8:st11",
+            "document": "v6:td22",
+            "start": 0,
+            "end": 10,
+            "tagName": "Host",
+            "text": "Jim Lehrer"
+          }
+        },
+        {
+          "@type": "http://vocab.lappsgrid.org/SemanticTag",
+          "properties": {
+            "id": "v8:st12",
+            "document": "v6:td24",
+            "start": 0,
+            "end": 9,
+            "tagName": "Producer",
+            "text": "Sara Just"
+          }
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/tests/mmif-examples/examples.json b/tests/mmif-examples/examples.json
new file mode 100644
index 00000000..ff775feb
--- /dev/null
+++ b/tests/mmif-examples/examples.json
@@ -0,0 +1,22 @@
+[
+  {
+    "dir": "bars-tones-slates",
+    "title": "Minimal: bars-and-tones and slate",
+    "description": "A minimal MMIF with two documents (video and transcript) and three views (bars-and-tones, slate, and tokenizer output). Demonstrates the smallest shape that exercises every required top-level field."
+  },
+  {
+    "dir": "segmenter-kaldi-ner",
+    "title": "Audio: segmenter → Kaldi → NER",
+    "description": "An audio document processed through a chain of three tools: audio segmentation, Kaldi speech recognition producing a text document with tokens and alignments, and named entity recognition over the transcript. Shows how text documents are emitted mid-pipeline and consumed by downstream NLP views."
+  },
+  {
+    "dir": "east-tesseract-typing",
+    "title": "Visual: EAST → Tesseract → semantic typing",
+    "description": "An image document processed through text-box detection (EAST), OCR (Tesseract), and semantic typing of the OCR output. Shows how bounding boxes, text documents, and alignments chain together across views."
+  },
+  {
+    "dir": "everything",
+    "title": "Everything: audiovisual pipeline end-to-end",
+    "description": "A comprehensive example combining bars-and-tones and slate extraction, audio segmentation, Kaldi speech recognition, EAST text-box detection, Tesseract OCR, named entity recognition, and slate parsing over a short synthetic video. Exercises the full range of view chaining and cross-view annotation references."
+  }
+]
diff --git a/tests/mmif-examples/others/README.md b/tests/mmif-examples/others/README.md
new file mode 100644
index 00000000..a13283e9
--- /dev/null
+++ b/tests/mmif-examples/others/README.md
@@ -0,0 +1 @@
+This directory contains legacy MMIF sample files preserved for historical reference. These files are outdated and do not conform to the current format specification.
\ No newline at end of file
diff --git a/tests/mmif-examples/others/image-box-ocr-timex.json b/tests/mmif-examples/others/image-box-ocr-timex.json
new file mode 100644
index 00000000..052048fb
--- /dev/null
+++ b/tests/mmif-examples/others/image-box-ocr-timex.json
@@ -0,0 +1,263 @@
+{
+  "context": "mmif-prototype-0.0.1.jsonld",
+  "metadata": {},
+  "media": [
+    {
+      "id": "0",
+      "type": "audio-video",
+      "location": "file:///var/archive/cpb-aacip-507-fj2988397d.png",
+      "metadata": {
+        "resolutionX": 640,
+        "resolutionY": 480
+      }
+    }
+  ],
+  "contains": {
+    "object-box": "v_0",
+    "ocr": "v_1",
+    "timex-extraction": "v_2"
+  },
+  "views": [
+    {
+      "id": "v_0",
+      "contains": {
+        "obejct-box": {
+          "producer": "EAST-wrapper",
+          "gen_time": "2018-10-08T04:05:59.343212"
+        }
+      },
+      "annotations": [
+        {
+          "topleft": [124,28],
+          "bottomright": [200,70],
+          "id": 0,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [207,32],
+          "bottomright": [292,64],
+          "id": 1,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [298,26],
+          "bottomright": [289,70],
+          "id": 2,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [76,108],
+          "bottomright": [206,150],
+          "id": 3,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [53,148],
+          "bottomright": [401,190],
+          "id": 4,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [58,194],
+          "bottomright": [191,237],
+          "id": 5,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [57,242],
+          "bottomright": [207,280],
+          "id": 6,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [208,238],
+          "bottomright": [337,283],
+          "id": 7,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [310,245],
+          "bottomright": [396,280],
+          "id": 8,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [61,292],
+          "bottomright": [243,330],
+          "id": 9,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [232,289],
+          "bottomright": [383,330],
+          "id": 10,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [60,336],
+          "bottomright": [246,372],
+          "id": 11,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [248,330],
+          "bottomright": [458,372],
+          "id": 12,
+          "attype": "object-box",
+          "feaure": {}
+        }
+      ]
+    },
+    {
+      "id": "v_1",
+      "contains": {
+        "obejct-box": {
+          "producer": "tesseract-wrapper",
+          "gen_time": "2018-10-08T04:39:12.125128"
+        }
+      },
+      "annotations": [
+        {
+          "target": "v_0:0",
+          "id": 0,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "ON"
+          }
+        },
+        {
+          "target": "v_0:1",
+          "id": 1,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "THE"
+          }
+        },
+        {
+          "target": "v_0:2",
+          "id": 2,
+          "attype": "ocr",
+          "feaure": {
+            "characters": " RECORD"
+          }
+        },
+        {
+          "target": "v_0:3",
+          "id": 3,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "P OOO"
+          }
+        },
+        {
+          "target": "v_0:4",
+          "id": 4,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "Record: 11/13/92"
+          }
+        },
+        {
+          "target": "v_0:5",
+          "id": 5,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "Air i 1k"
+          }
+        },
+        {
+          "target": "v_0:6",
+          "id": 6,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "Reoeat:"
+          }
+        },
+        {
+          "target": "v_0:7",
+          "id": 7,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "11/16"
+          }
+        },
+        {
+          "target": "v_0:8",
+          "id": 8,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "i/92"
+          }
+        },
+        {
+          "target": "v_0:9",
+          "id": 9,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "Director: "
+          }
+        },
+        {
+          "target": "v_0:10",
+          "id": 10,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "UNGER"
+          }
+        },
+        {
+          "target": "v_0:11",
+          "id": 11,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "Producer:"
+          }
+        },
+        {
+          "target": "v_0:12",
+          "id": 12,
+          "attype": "ocr",
+          "feaure": {
+            "characters": " DOUGLAS"
+          }
+        }
+      ]
+    },
+    {
+      "id": "v_2",
+      "contains": {
+        "timex-extraction": {
+          "producer": "CLAMS-heideltime-wrapper",
+          "gen_time": "2018-10-08T06:34:29.511315",
+          "items": 1
+        }
+      },
+      "annotations": [
+        {
+          "id": "timex_0",
+          "target": "v_1:4",
+          "start": 8,
+          "end": 15,
+          "attype": "timex-extraction",
+          "feature": {
+            "text": "11/13/92",
+            "value": "1992-11-13",
+            "type": "TIME"
+          }
+        }
+      ]
+    }
+  ]
+}
diff --git a/tests/mmif-examples/others/image-box-ocr.json b/tests/mmif-examples/others/image-box-ocr.json
new file mode 100644
index 00000000..1f7ef439
--- /dev/null
+++ b/tests/mmif-examples/others/image-box-ocr.json
@@ -0,0 +1,238 @@
+{
+  "context": "mmif-prototype-0.0.1.jsonld",
+  "metadata": {},
+  "media": [
+    {
+      "id": "0",
+      "type": "audio-video",
+      "location": "file:///var/archive/cpb-aacip-507-fj2988397d.png",
+      "metadata": {
+        "resolutionX": 640,
+        "resolutionY": 480
+      }
+    }
+  ],
+  "contains": {
+    "object-box": "v_0",
+    "ocr": "v_1"
+  },
+  "views": [
+    {
+      "id": "v_0",
+      "contains": {
+        "obejct-box": {
+          "producer": "EAST-wrapper",
+          "gen_time": "2018-10-08T04:05:59.343212"
+        }
+      },
+      "annotations": [
+        {
+          "topleft": [124,28],
+          "bottomright": [200,70],
+          "id": 0,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [207,32],
+          "bottomright": [292,64],
+          "id": 1,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [298,26],
+          "bottomright": [289,70],
+          "id": 2,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [76,108],
+          "bottomright": [206,150],
+          "id": 3,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [53,148],
+          "bottomright": [401,190],
+          "id": 4,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [58,194],
+          "bottomright": [191,237],
+          "id": 5,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [57,242],
+          "bottomright": [207,280],
+          "id": 6,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [208,238],
+          "bottomright": [337,283],
+          "id": 7,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [310,245],
+          "bottomright": [396,280],
+          "id": 8,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [61,292],
+          "bottomright": [243,330],
+          "id": 9,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [232,289],
+          "bottomright": [383,330],
+          "id": 10,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [60,336],
+          "bottomright": [246,372],
+          "id": 11,
+          "attype": "object-box",
+          "feaure": {}
+        },
+        {
+          "topleft": [248,330],
+          "bottomright": [458,372],
+          "id": 12,
+          "attype": "object-box",
+          "feaure": {}
+        }
+      ]
+    },
+    {
+      "id": "v_1",
+      "contains": {
+        "obejct-box": {
+          "producer": "tesseract-wrapper",
+          "gen_time": "2018-10-08T04:39:12.125128"
+        }
+      },
+      "annotations": [
+        {
+          "target": "v_0:0",
+          "id": 0,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "ON"
+          }
+        },
+        {
+          "target": "v_0:1",
+          "id": 1,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "THE"
+          }
+        },
+        {
+          "target": "v_0:2",
+          "id": 2,
+          "attype": "ocr",
+          "feaure": {
+            "characters": " RECORD"
+          }
+        },
+        {
+          "target": "v_0:3",
+          "id": 3,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "P OOO"
+          }
+        },
+        {
+          "target": "v_0:4",
+          "id": 4,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "Record: 11/13/92"
+          }
+        },
+        {
+          "target": "v_0:5",
+          "id": 5,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "Air i 1k"
+          }
+        },
+        {
+          "target": "v_0:6",
+          "id": 6,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "Reoeat:"
+          }
+        },
+        {
+          "target": "v_0:7",
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+          "attype": "ocr",
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+          }
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+        {
+          "target": "v_0:8",
+          "id": 8,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "i/92"
+          }
+        },
+        {
+          "target": "v_0:9",
+          "id": 9,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "Director: "
+          }
+        },
+        {
+          "target": "v_0:10",
+          "id": 10,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "UNGER"
+          }
+        },
+        {
+          "target": "v_0:11",
+          "id": 11,
+          "attype": "ocr",
+          "feaure": {
+            "characters": "Producer:"
+          }
+        },
+        {
+          "target": "v_0:12",
+          "id": 12,
+          "attype": "ocr",
+          "feaure": {
+            "characters": " DOUGLAS"
+          }
+        }
+      ]
+    }
+  ]
+}
diff --git a/tests/mmif-examples/others/image-box.json b/tests/mmif-examples/others/image-box.json
new file mode 100644
index 00000000..bb2d3c79
--- /dev/null
+++ b/tests/mmif-examples/others/image-box.json
@@ -0,0 +1,122 @@
+{
+  "context": "mmif-prototype-0.0.1.jsonld",
+  "metadata": {},
+  "media": [
+    {
+      "id": "0",
+      "type": "audio-video",
+      "location": "file:///var/archive/cpb-aacip-507-fj2988397d.png",
+      "metadata": {
+        "resolutionX": 640,
+        "resolutionY": 480
+      }
+    }
+  ],
+  "contains": {
+    "object-box": "v_0"
+  },
+  "views": [
+    {
+      "id": "v_0",
+      "contains": {
+        "obejct-box": {
+          "producer": "EAST-wrapper",
+          "gen_time": "2018-10-08T04:05:59.343212"
+        }
+      },
+      "annotations": [
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+          "topleft": [124,28],
+          "bottomright": [200,70],
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+          "attype": "object-box",
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+          "bottomright": [292,64],
+          "id": 1,
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+          "feaure": {}
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+        {
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+          "id": 12,
+          "attype": "object-box",
+          "feaure": {}
+        }
+      ]
+    }
+  ]
+}
diff --git a/tests/mmif-examples/others/image.json b/tests/mmif-examples/others/image.json
new file mode 100644
index 00000000..9e93aca2
--- /dev/null
+++ b/tests/mmif-examples/others/image.json
@@ -0,0 +1,17 @@
+{
+  "context": "mmif-prototype-0.0.1.jsonld",
+  "metadata": {},
+  "media": [
+    {
+      "id": "0",
+      "type": "audio-video",
+      "location": "file:///var/archive/cpb-aacip-507-fj2988397d.png",
+      "metadata": {
+        "resolutionX": 640,
+        "resolutionY": 480
+      }
+    }
+  ],
+  "contains": {},
+  "views": []
+}
diff --git a/tests/mmif-examples/others/slate-detect.json b/tests/mmif-examples/others/slate-detect.json
new file mode 100644
index 00000000..b8923b32
--- /dev/null
+++ b/tests/mmif-examples/others/slate-detect.json
@@ -0,0 +1,38 @@
+{
+  "context": "mmif-prototype-0.0.1.jsonld",
+  "metadata": {
+
+  },
+  "media": [
+    {
+      "id": "0",
+      "type": "audio-video",
+      "location": "file:///Users/kelleylynch/data/wgbh/data/cpb-aacip-507-zw18k75v1r.mp4",
+      "location_tested": "/Users/kelleylynch/data/wgbh/data/cpb-aacip-507-ns0ks6jw2f.mp4",
+      "metadata": {}
+    }
+  ],
+  "contains": {
+    "slate-detection": "v_0"
+  },
+  "views": [
+    {
+      "id": "v_0",
+      "contains": {
+        "slate-detection": {
+          "producer": "<class 'slatedetect.SlateDetection'>",
+          "gen_time": ""
+        }
+      },
+      "annotations": [
+        {
+          "start": "90",
+          "end": "2460",
+            "feature": {},
+          "id": 0,
+          "attype": "slate-detection"
+        }
+      ]
+    }
+  ]
+}
diff --git a/tests/mmif-examples/others/slate-reco.json b/tests/mmif-examples/others/slate-reco.json
new file mode 100644
index 00000000..2bbf4b9c
--- /dev/null
+++ b/tests/mmif-examples/others/slate-reco.json
@@ -0,0 +1,61 @@
+{
+  "context": "mmif-prototype-0.0.1.jsonld",
+    "metadata": {}
+  "media": [
+    {
+      "id": "0",
+      "type": "audio-video",
+      "location": "file:///Users/kelleylynch/data/wgbh/data/cpb-aacip-507-zw18k75v1r.mp4",
+      "location_tested": "/Users/kelleylynch/data/wgbh/data/cpb-aacip-507-ns0ks6jw2f.mp4",
+      "metadata": {
+
+      }
+    }
+  ],
+  "contains": {
+    "slate-detection": "v_0",
+    "raw-ocr-output": "v_1"
+  },
+  "views": [
+    {
+      "id": "v_0",
+      "contains": {
+        "slate-detection": {
+          "producer": "<class 'slatedetect.SlateDetection'>",
+          "gen_time": ""
+        }
+      },
+      "annotations": [
+        {
+          "start": "90",
+          "end": "2460",
+            "feature": {}
+          "id": 0,
+          "attype": "slate-detection"
+        }
+      ]
+    },
+    {
+      "id": "v_1",
+      "contains": {
+        "raw-ocr-output": {
+          "producer": "<class 'slate_recognition.SlateRecognition'>",
+          "gen_time": null
+        }
+      },
+      "annotations": [
+        {
+          "start": 0,
+          "end": 0,
+            "feature": {}
+          "id": 0,
+          "attype": "raw-ocr-output",
+          "target": "v_0: 0",
+          "features": {
+            "characters": "The NewsHour with Jim Lehrer\nDATE: 5/2/00\nDIRECTOR: DAVID DEUTSCH\n\nTRT: 56:46"
+          }
+        }
+      ]
+    }
+  ]
+}
diff --git a/tests/mmif-examples/others/video-demux.json b/tests/mmif-examples/others/video-demux.json
new file mode 100644
index 00000000..2fdfb371
--- /dev/null
+++ b/tests/mmif-examples/others/video-demux.json
@@ -0,0 +1,20 @@
+{
+  "context": "mmif-prototype-0.0.1.jsonld",
+  "metadata": {},
+  "media": [
+    {
+      "id": "0",
+      "type": "audio-video",
+      "location": "file:///var/archive/cpb-aacip-507-fj2988397d.mp4",
+      "metadata": {}
+    },
+    {
+      "id": "1",
+      "type": "audio-only",
+      "location": "file:///var/archive/cpb-aacip-507-fj2988397d.wav",
+      "metadata": {}
+    }
+  ],
+  "contains": {}
+  "views": []
+}
diff --git a/tests/mmif-examples/others/video-transcript-demux-fa.json b/tests/mmif-examples/others/video-transcript-demux-fa.json
new file mode 100644
index 00000000..6ab5140c
--- /dev/null
+++ b/tests/mmif-examples/others/video-transcript-demux-fa.json
@@ -0,0 +1,78844 @@
+{
+  "context": "mmif-prototype-0.0.1.jsonld",
+  "metadata": {},
+  "media": [
+    {
+      "id": "0",
+      "type": "audio-video",
+      "location": "file:///var/archive/cpb-aacip-507-fj2988397d.mp4",
+      "metadata": {}
+    },
+    {
+      "id": "1",
+      "type": "text",
+      "location": "file:///var/archive/cpb-aacip-507-fj2988397d.lab",
+      "metadata": {}
+    },
+    {
+      "id": "2",
+      "type": "audio-only",
+      "location": "file:///var/archive/cpb-aacip-507-fj2988397d.wav",
+      "metadata": {}
+    }
+  ],
+  "contains": {
+    "vanilla-forced-alignment": "v_0"
+  },
+  "views": [
+    {
+      "id": "v_0",
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+          "gen_time": "2018-10-08T06:05:33.183134"
+        }
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diff --git a/tests/mmif-examples/others/video-transcript-demux-fa.short.json b/tests/mmif-examples/others/video-transcript-demux-fa.short.json
new file mode 100644
index 00000000..cb33d318
--- /dev/null
+++ b/tests/mmif-examples/others/video-transcript-demux-fa.short.json
@@ -0,0 +1,11884 @@
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index 00000000..d097edc8
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+}
diff --git a/tests/mmif-examples/others/video-transcript.json b/tests/mmif-examples/others/video-transcript.json
new file mode 100644
index 00000000..60152dc7
--- /dev/null
+++ b/tests/mmif-examples/others/video-transcript.json
@@ -0,0 +1,20 @@
+{
+  "context": "mmif-prototype-0.0.1.jsonld",
+  "metadata": {},
+  "media": [
+    {
+      "id": "0",
+      "type": "audio-video",
+      "location": "file:///var/archive/cpb-aacip-507-fj2988397d.mp4",
+      "metadata": {}
+    },
+    {
+      "id": "1",
+      "type": "text",
+      "location": "file:///var/archive/cpb-aacip-507-fj2988397d.lab",
+      "metadata": {}
+    }
+  ],
+  "contains": {},
+  "views": []
+}
diff --git a/tests/mmif-examples/others/video.json b/tests/mmif-examples/others/video.json
new file mode 100644
index 00000000..e3d03494
--- /dev/null
+++ b/tests/mmif-examples/others/video.json
@@ -0,0 +1,14 @@
+{
+  "context": "mmif-prototype-0.0.1.jsonld",
+  "metadata": {},
+  "media": [
+    {
+      "id": "0",
+      "type": "audio-video",
+      "location": "file:///var/archive/cpb-aacip-507-fj2988397d.mp4",
+      "metadata": {}
+    }
+  ],
+  "contains": {},
+  "views": []
+}
diff --git a/tests/mmif-examples/segmenter-kaldi-ner/raw.json b/tests/mmif-examples/segmenter-kaldi-ner/raw.json
new file mode 100644
index 00000000..5eb15c7b
--- /dev/null
+++ b/tests/mmif-examples/segmenter-kaldi-ner/raw.json
@@ -0,0 +1,247 @@
+{
+  "metadata": {
+    "mmif": "http://mmif.clams.ai/$VERSION"
+  },
+  "documents": [
+    {
+      "@type": "http://clams.ai/vocabulary/type/AudioDocument/$AudioDocument_VER",
+      "properties": {
+        "id": "m1",
+        "mime": "audio/mpeg",
+        "location": "file:///var/archive/audio-002.mp3"
+      }
+    }
+  ],
+  "views": [
+    {
+      "id": "v1",
+      "metadata": {
+        "app": "http://mmif.clams.ai/apps/audio-segmenter/0.2.1",
+        "contains": {
+          "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER": {
+            "timeUnit": "milliseconds",
+            "document": "m1"
+          }
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER",
+          "properties": {
+            "id": "v1:tf1",
+            "frameType": "speech",
+            "start": 17,
+            "end": 132
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER",
+          "properties": {
+            "frameType": "non-speech",
+            "id": "v1:tf2",
+            "start": 132,
+            "end": 194
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER",
+          "properties": {
+            "id": "v1:tf3",
+            "frameType": "speech",
+            "start": 194,
+            "end": 342
+          }
+        }
+      ]
+    },
+    {
+      "id": "v2",
+      "metadata": {
+        "app": "http://mmif.clams.ai/apps/kaldi/0.2.1",
+        "contains": {
+          "http://clams.ai/vocabulary/type/TextDocument/$TextDocument_VER": {},
+          "http://clams.ai/vocabulary/type/Token/$Token_VER": {},
+          "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER": {
+            "timeUnit": "milliseconds",
+            "document": "m1"
+          },
+          "http://clams.ai/vocabulary/type/Alignment/$Alignment_VER": {}
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://clams.ai/vocabulary/type/TextDocument/$TextDocument_VER",
+          "properties": {
+            "id": "v2:td1",
+            "text": {
+              "@value": "Fido barks"
+            }
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/Alignment/$Alignment_VER",
+          "properties": {
+            "id": "v2:a1",
+            "source": "v1:tf1",
+            "target": "v2:td1"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/Token/$Token_VER",
+          "properties": {
+            "id": "v2:t1",
+            "document": "v2:td1",
+            "start": 0,
+            "end": 4,
+            "text": "Fido"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/Token/$Token_VER",
+          "properties": {
+            "id": "v2:t2",
+            "document": "v2:td1",
+            "start": 5,
+            "end": 10,
+            "text": "barks"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER",
+          "properties": {
+            "id": "v2:tf1",
+            "start": 17,
+            "end": 64
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER",
+          "properties": {
+            "id": "v2:tf2",
+            "start": 65,
+            "end": 132
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/Alignment/$Alignment_VER",
+          "properties": {
+            "id": "v2:a2",
+            "source": "v2:tf1",
+            "target": "v2:t1"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/Alignment/$Alignment_VER",
+          "properties": {
+            "id": "v2:a3",
+            "source": "v2:tf2",
+            "target": "v2:t2"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/TextDocument/$TextDocument_VER",
+          "properties": {
+            "id": "v2:td2",
+            "textSource": "v1:tf3",
+            "text": {
+              "@value": "Fluffy sleeps"
+            }
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/Alignment/$Alignment_VER",
+          "properties": {
+            "id": "v2:a4",
+            "source": "v1:tf3",
+            "target": "v2:td2"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/Token/$Token_VER",
+          "properties": {
+            "id": "v2:t3",
+            "document": "v2:td2",
+            "start": 0,
+            "end": 6,
+            "text": "Fluffy"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/Token/$Token_VER",
+          "properties": {
+            "id": "v2:t4",
+            "document": "v2:td2",
+            "start": 7,
+            "end": 13,
+            "text": "sleeps"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER",
+          "properties": {
+            "id": "v2:tf3",
+            "start": 194,
+            "end": 240
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/TimeFrame/$TimeFrame_VER",
+          "properties": {
+            "id": "v2:tf4",
+            "start": 241,
+            "end": 342
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/Alignment/$Alignment_VER",
+          "properties": {
+            "id": "v2:a5",
+            "source": "v2:tf3",
+            "target": "v2:t3"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/Alignment/$Alignment_VER",
+          "properties": {
+            "id": "v2:a5",
+            "source": "v2:tf4",
+            "target": "v2:t4"
+          }
+        }
+      ]
+    },
+    {
+      "id": "v3",
+      "metadata": {
+        "app": "http://mmif.clams.ai/apps/stanford-ner/0.2.1",
+        "contains": {
+          "http://clams.ai/vocabulary/type/NamedEntity/$NamedEntity_VER": {}
+        }
+      },
+      "annotations": [
+        {
+          "@type": "http://clams.ai/vocabulary/type/NamedEntity/$NamedEntity_VER",
+          "properties": {
+            "id": "v3:ne1",
+            "document": "v2:td1",
+            "start": 0,
+            "end": 4,
+            "category": "Person",
+            "text": "Fido"
+          }
+        },
+        {
+          "@type": "http://clams.ai/vocabulary/type/NamedEntity/$NamedEntity_VER",
+          "properties": {
+            "id": "v3:ne2",
+            "document": "v2:td2",
+            "start": 0,
+            "end": 6,
+            "category": "Person",
+            "text": "Fluffy"
+          }
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/tests/samples/1.0/swt.mmif b/tests/mmif-examples/swt-1.0.mmif
similarity index 100%
rename from tests/samples/1.0/swt.mmif
rename to tests/mmif-examples/swt-1.0.mmif
diff --git a/tests/mmif_examples.py b/tests/mmif_examples.py
index 8a8f4c6f..b588abe4 100644
--- a/tests/mmif_examples.py
+++ b/tests/mmif_examples.py
@@ -1,83 +1,59 @@
 import itertools
-import os
-import subprocess
 from pathlib import Path
 from string import Template
-from urllib import request
 
 from mmif import __specver__
-from mmif.vocabulary import DocumentTypes, AnnotationTypes
+from mmif.vocabulary import AnnotationTypes, DocumentTypes
 
 __all__ = [
+    'ATTYPE_PREFIX',
     'EVERYTHING_JSON',
     'MMIF_EXAMPLES',
     'FRACTIONAL_EXAMPLES',
 ]
 
+# Canonical URI prefix for vocabulary types (e.g.,
+# ``http://clams.ai/vocabulary/type/TimeFrame/v6``). Derived from the
+# installed ``clams-vocabulary`` so it stays in sync if the prefix
+# ever changes again. Tests should build expected URIs as
+# ``f"{ATTYPE_PREFIX}/{TypeName}/{version}"`` rather than hardcoding.
+ATTYPE_PREFIX = AnnotationTypes.Annotation.base_uri
 
-def _load_from_url_or_git(url):
-    """
-    Load content from URL or local git repository.
-    If LOCALMMIF env var is set, use git show to load from local repo.
-    LOCALMMIF should be the path to the local mmif repository.
-    """
-    localmmif_str = os.environ.get('LOCALMMIF')
-    if localmmif_str:
-        localmmif = Path(localmmif_str)
-        if not localmmif.is_dir():
-            raise ValueError(f"LOCALMMIF path is not a valid directory: {localmmif}")
-        # Extract the version/branch and file path from the URL
-        # URL format: https://raw.githubusercontent.com/clamsproject/mmif/{version}/{filepath}
-        url_prefix = "https://raw.githubusercontent.com/clamsproject/mmif/"
-        if url.startswith(url_prefix):
-            remainder = url[len(url_prefix):]
-            parts = remainder.split('/', 1)
-            if len(parts) == 2:
-                version, filepath = parts
-                # Use git show to get the file from the specific version
-                git_ref = f"{version}:{filepath}"
-                try:
-                    result = subprocess.run(
-                        ['git', 'show', git_ref],
-                        cwd=str(localmmif),
-                        capture_output=True,
-                        text=True,
-                        check=True
-                    )
-                    return result.stdout
-                except subprocess.CalledProcessError as e:
-                    raise RuntimeError(f"Failed to load {git_ref} from local git repo at {localmmif}: {e.stderr}")
 
-    # Fallback to URL loading
-    return request.urlopen(url).read().decode('utf-8')
+_EXAMPLES_DIR = (
+    Path(__file__).resolve().parent / 'mmif-examples'
+)
 
-everything_file_url = f"https://raw.githubusercontent.com/clamsproject/mmif/{__specver__}/specifications/samples/everything/raw.json"
-old_mmif_w_short_id_url = f"https://raw.githubusercontent.com/clamsproject/mmif/1.0.5/specifications/samples/everything/raw.json"
-EVERYTHING_JSON = _load_from_url_or_git(everything_file_url)
-OLD_SHORTID_JSON = _load_from_url_or_git(old_mmif_w_short_id_url)
-SWT_1_0_JSON = (Path(__file__).resolve().parent / 'samples' / '1.0' / 'swt.mmif').read_text()
+EVERYTHING_JSON = (_EXAMPLES_DIR / 'everything' / 'raw.json').read_text()
+OLD_SHORTID_JSON = (_EXAMPLES_DIR / '1.0.5-old-shortid.json').read_text()
+SWT_1_0_JSON = (_EXAMPLES_DIR / 'swt-1.0.mmif').read_text()
 
-# for keys and values in chain all typevers in mmif.vocabulary.*_types modules
-# merge into a single dict 
+# Build ``{TypeName_VER: vN, VERSION: X.Y.Z}`` from the installed
+# ``clams-vocabulary`` package so templated fixtures always exercise the
+# currently installed type versions. Fixtures that need to pin a historical
+# version (e.g., ``1.0.5-old-shortid.json``) hardcode URIs inline rather
+# than using these templates.
 attypevers = {f'{k}_VER': v for k, v in itertools.chain.from_iterable(
     map(lambda x: x._typevers.items(), [AnnotationTypes, DocumentTypes]))}
 attypevers['VERSION'] = __specver__
 
 MMIF_EXAMPLES = {
-    'everything': Template(EVERYTHING_JSON),
-    'mmif_old_shortid': Template(OLD_SHORTID_JSON),
-    'mmif_swt_1_0': Template(SWT_1_0_JSON),
+    'everything': Template(EVERYTHING_JSON).safe_substitute(**attypevers),
+    # Historical fixture: 1.0.5-era types, already hardcoded inline.
+    # Do NOT run template substitution on this file.
+    'mmif_old_shortid': OLD_SHORTID_JSON,
+    'mmif_swt_1_0': SWT_1_0_JSON,
 }
+
 FRACTIONAL_EXAMPLES = {
-    'doc_only': Template("""{
-"@type": "http://mmif.clams.ai/vocabulary/TextDocument/$TextDocument_VER",
-"properties": {
-"id": "td999",
-"mime": "text/plain",
-"location": "file:///var/archive/transcript-1000.txt" 
-}
-}"""),
+    'doc_only': Template(
+        '{'
+        f'"@type": "{ATTYPE_PREFIX}/TextDocument/$TextDocument_VER",'
+        '"properties": {'
+        '"id": "td999",'
+        '"mime": "text/plain",'
+        '"location": "file:///var/archive/transcript-1000.txt"'
+        '}'
+        '}'
+    ).safe_substitute(**attypevers),
 }
-
-MMIF_EXAMPLES = dict((k, v.safe_substitute(**attypevers)) for k, v in MMIF_EXAMPLES.items())
-FRACTIONAL_EXAMPLES = dict((k, v.safe_substitute(**attypevers)) for k, v in FRACTIONAL_EXAMPLES.items())
diff --git a/tests/test_serialize.py b/tests/test_serialize.py
index f5b0846f..78d4ed9a 100644
--- a/tests/test_serialize.py
+++ b/tests/test_serialize.py
@@ -168,7 +168,7 @@ def test_document_text(self):
     def test_document_empty_text(self):
         document = Document()
         document.id = 'm997'
-        document.at_type = f"http://mmif.clams.ai/vocabulary/TextDocument/{DocumentTypes._typevers['TextDocument']}"
+        document.at_type = f"{ATTYPE_PREFIX}/TextDocument/{DocumentTypes._typevers['TextDocument']}"
         serialized = document.serialize()
         deserialized = Document(serialized)
         self.assertEqual(deserialized.properties.text_value, '')
@@ -214,7 +214,7 @@ def test_get_documents_by_app(self):
         mmif_obj = Mmif(MMIF_EXAMPLES['everything'])
         self.assertEqual(len(mmif_obj.get_documents_by_app(tesseract_appid)), 25)
         self.assertEqual(len(mmif_obj.get_documents_by_app('xxx')), 0)
-        new_document = Document({'@type': f"http://mmif.clams.ai/vocabulary/TextDocument/{DocumentTypes._typevers['TextDocument']}",
+        new_document = Document({'@type': f"{ATTYPE_PREFIX}/TextDocument/{DocumentTypes._typevers['TextDocument']}",
                                  'properties': {'id': 'td999', 'text': {"@value": "HI"}}})
         mmif_obj['v6'].add_document(new_document)
         self.assertEqual(len(mmif_obj.get_documents_by_app(tesseract_appid)), 26)
@@ -1753,8 +1753,9 @@ def tearDown(self) -> None:
             with open('hypotheses.json', 'w') as dump:
                 json.dump(self.hypos, dump, indent=2)
 
+    @pytest.mark.slow
     @given(hypothesis_jsonschema.from_schema(schema))
-    @settings(suppress_health_check=list(HealthCheck))
+    @settings(max_examples=20, suppress_health_check=list(HealthCheck))
     def test_accepts_valid_schema(self, data):
         if DEBUG:
             self.hypos.append(data)
diff --git a/tests/test_specver.py b/tests/test_specver.py
new file mode 100644
index 00000000..16e405bc
--- /dev/null
+++ b/tests/test_specver.py
@@ -0,0 +1,92 @@
+"""
+Drift-detection tests for the bundled MMIF schema and spec version.
+
+These tests assert that the committed ``mmif/res/mmif.json`` and the
+``__specver__`` string match what the MMIF spec repo currently publishes.
+When the spec repo releases a new version, CI goes red, prompting a
+developer to re-fetch the schema and bump ``__specver__``.
+
+Skipped gracefully when the GitHub API is unreachable (offline local
+builds).
+"""
+import json
+import subprocess
+
+import pytest
+
+from mmif import __specver__, get_mmif_json_schema
+
+
+def _gh_api(endpoint, jq_expr='.'):
+    """
+    Call ``gh api`` and return parsed JSON.
+
+    :raises pytest.skip: if ``gh`` is unavailable or the call fails
+    """
+    try:
+        result = subprocess.run(
+            ['gh', 'api', endpoint, '--jq', jq_expr],
+            capture_output=True, text=True, timeout=15,
+        )
+    except (FileNotFoundError, subprocess.TimeoutExpired):
+        pytest.skip("gh CLI not available or timed out")
+    if result.returncode != 0:
+        pytest.skip(f"gh api failed: {result.stderr.strip()}")
+    return result.stdout.strip()
+
+
+class TestSpecVersionDrift:
+
+    def test_specver_matches_latest_remote(self):
+        """
+        Fail when the MMIF spec repo has a newer release than what
+        we target.
+        """
+        raw = _gh_api('repos/clamsproject/mmif/tags', '.[].name')
+        if not raw:
+            pytest.skip("No tags returned from spec repo")
+        tags = raw.splitlines()
+        # spec tags are bare X.Y.Z (no prefix)
+        versions = sorted(
+            [t for t in tags if t.replace('.', '').isdigit()],
+            key=lambda v: list(map(int, v.split('.'))),
+        )
+        if not versions:
+            pytest.skip("No version tags found in spec repo")
+        latest = versions[-1]
+        schema_url = (
+            f"https://raw.githubusercontent.com/clamsproject"
+            f"/mmif/main/schema/mmif.json"
+        )
+        assert __specver__ == latest, (
+            f"MMIF spec moved to {latest}, we target {__specver__}. "
+            f"To fix:\n"
+            f"  1. Update __specver__ in mmif/ver/__init__.py\n"
+            f"  2. curl -sL {schema_url} -o mmif/res/mmif.json\n"
+            f"  3. Commit both changes"
+        )
+
+    def test_bundled_schema_matches_remote(self):
+        """
+        Fail when the committed ``mmif.json`` diverges from the spec
+        repo's schema at the targeted spec version.
+        """
+        import base64
+        bundled = json.loads(get_mmif_json_schema())
+        encoded = _gh_api(
+            f'repos/clamsproject/mmif/contents/schema/mmif.json'
+            f'?ref={__specver__}',
+            '.content',
+        )
+        if not encoded:
+            pytest.skip("Could not fetch remote schema")
+        remote = json.loads(base64.b64decode(encoded))
+        schema_url = (
+            f"https://raw.githubusercontent.com/clamsproject"
+            f"/mmif/{__specver__}/schema/mmif.json"
+        )
+        assert bundled == remote, (
+            f"Bundled mmif/res/mmif.json differs from spec repo. "
+            f"To fix:\n"
+            f"  curl -sL {schema_url} -o mmif/res/mmif.json"
+        )
diff --git a/tests/test_versioncompat.py b/tests/test_versioncompat.py
deleted file mode 100644
index cd692d34..00000000
--- a/tests/test_versioncompat.py
+++ /dev/null
@@ -1,56 +0,0 @@
-import unittest
-
-import pytest
-
-from mmif.serialize.view import ContainsDict, View
-from mmif.vocabulary import DocumentTypes
-from mmif.vocabulary.base_types import TypesBase
-
-pytestmark = pytest.mark.filterwarnings("error")
-
-
-class TestMMIFVersionCompatibility(unittest.TestCase):
-
-    def test_compatibility(self):
-        """
-        Simply tests searching by @type queries that do not match MMIF file version works at only patch level
-        """
-        mmif_prefix = DocumentTypes.TextDocument.base_uri
-        attype_prefix = f'{mmif_prefix}/vocabulary'
-        tdv1_1 = TypesBase.from_str(f'{attype_prefix}/TextDocument/v1')
-        tdv1_2 = TypesBase.from_str(f'{attype_prefix}/TextDocument/v1')
-        tdv2_1 = TypesBase.from_str(f'{attype_prefix}/TextDocument/v2')
-        self.assertEqual(tdv1_1, tdv1_2)
-        d = {tdv1_1: 0, tdv1_2: 1}
-        with pytest.warns(UserWarning, match='version difference'):
-            self.assertIn(tdv2_1, d)
-        view = View()
-        view.new_contain(tdv1_1)
-        with pytest.warns(UserWarning, match='version difference'):
-            self.assertIn(tdv2_1, view.metadata.contains)
-        
-        with pytest.warns(UserWarning, match='version difference'):
-            self.assertEqual(tdv1_1, tdv2_1)
-        # disable fuzzy matching
-        tdv2_1.fuzzy_eq = False
-        self.assertNotEqual(tdv1_1, tdv2_1)
-        
-        # legacy mapping: see https://github.com/clamsproject/mmif/issues/14#issuecomment-1504439497
-        ann_v1 = TypesBase.from_str(f'{attype_prefix}/Annotation/v1')
-        ann_v2 = TypesBase.from_str(f'{attype_prefix}/Annotation/v2')
-        ann_0_4_0 = TypesBase.from_str(f'{mmif_prefix}/0.4.0/vocabulary/Annotation')
-        ann_0_4_2 = TypesBase.from_str(f'{mmif_prefix}/0.4.2/vocabulary/Annotation')
-        self.assertEqual(ann_v1, ann_0_4_0)
-        self.assertEqual(ann_v2, ann_0_4_2)
-        with pytest.warns(UserWarning, match='version difference'):
-            self.assertEqual(ann_v2, ann_0_4_0)
-        with pytest.warns(UserWarning, match='version difference'):
-            self.assertEqual(ann_v1, ann_0_4_2)
-
-        tf_v1 = TypesBase.from_str(f'{attype_prefix}/TimeFrame/v1')
-        tf_v2 = TypesBase.from_str(f'{attype_prefix}/TimeFrame/v2')
-        for patch in range(3):
-            tf_old = TypesBase.from_str(f'{mmif_prefix}/0.4.{patch}/vocabulary/TimeFrame')
-            self.assertEqual(tf_v1, tf_old)
-            with pytest.warns(UserWarning, match='version difference'):
-                self.assertEqual(tf_v2, tf_old)
diff --git a/tests/test_vocab.py b/tests/test_vocab.py
index da52e584..667608ef 100644
--- a/tests/test_vocab.py
+++ b/tests/test_vocab.py
@@ -14,8 +14,8 @@ def setUp(self) -> None:
 
     def test_encode(self):
         list_of_two = [AnnotationTypes.Annotation, AnnotationTypes.Chapter]
-        string_of_two = (f'[\"http://mmif.clams.ai/vocabulary/Annotation/{AnnotationTypes._typevers["Annotation"]}\", '
-                         f'\"http://mmif.clams.ai/vocabulary/Chapter/{AnnotationTypes._typevers["Chapter"]}\"]')
+        string_of_two = (f'["{ATTYPE_PREFIX}/Annotation/{AnnotationTypes._typevers["Annotation"]}", '
+                         f'"{ATTYPE_PREFIX}/Chapter/{AnnotationTypes._typevers["Chapter"]}"]')
         string_out = json.dumps(list_of_two, indent=None, cls=MmifObjectEncoder)
         self.assertEqual(string_of_two, string_out)
 
@@ -25,8 +25,8 @@ def test_use_in_mmif(self):
         view_obj.new_annotation(AnnotationTypes.Polygon, 'p1')
         view_obj.new_annotation(AnnotationTypes.TimeFrame, 'bb2')
         self.assertEqual(list(view_obj.metadata.contains.keys()),
-                         [f'http://mmif.clams.ai/vocabulary/TimeFrame/{AnnotationTypes._typevers["TimeFrame"]}',
-                          f'http://mmif.clams.ai/vocabulary/Polygon/{AnnotationTypes._typevers["Polygon"]}'])
+                         [f'{ATTYPE_PREFIX}/TimeFrame/{AnnotationTypes._typevers["TimeFrame"]}',
+                          f'{ATTYPE_PREFIX}/Polygon/{AnnotationTypes._typevers["Polygon"]}'])
 
     def test_type_checking(self):
         mmif_obj = Mmif(MMIF_EXAMPLES['everything'])
@@ -36,6 +36,10 @@ def test_type_checking(self):
         self.assertFalse(ann_obj.is_type(DocumentTypes.VideoDocument))
 
     def test_serialize_within_mmif(self):
+        # Pop an annotation, re-add it via new_annotation + add_property,
+        # and verify the result matches the original after both are
+        # normalized through a serialize → deserialize cycle (which
+        # canonicalizes URI formats).
         mmif_obj = Mmif(MMIF_EXAMPLES['everything'])
         view_obj = mmif_obj.get_view_by_id('v5')
         popped_ann = view_obj.annotations._items.pop('v5:bb25')
@@ -44,9 +48,11 @@ def test_serialize_within_mmif(self):
             if propk == 'id':
                 continue
             new_ann.add_property(propk, propv)
+        # Normalize both through a round-trip so URI formats are canonical
         expected = json.loads(Mmif(MMIF_EXAMPLES['everything']).serialize())
         actual = json.loads(mmif_obj.serialize())
-        bb_type = str(AnnotationTypes.BoundingBox)
+        # Mask gen_time which differs between the two
+        bb_type = f"{ATTYPE_PREFIX}/BoundingBox/{AnnotationTypes._typevers['BoundingBox']}"
         expected['views'][4]['metadata']['contains'][bb_type]['gen_time'] = 'dummy'
         actual['views'][4]['metadata']['contains'][bb_type]['gen_time'] = 'dummy'
         self.assertEqual(expected, actual)