diff --git a/codemeta.json b/codemeta.json
index 11cf8d5..9cd7000 100644
--- a/codemeta.json
+++ b/codemeta.json
@@ -33,8 +33,10 @@
     "programmingLanguage": "Python 3",
     "releaseNotes": "## What's Changed\n* Fix beta test feedbacks by @francoto in https://github.com/SoftwareUnderstanding/sw-metadata-bot/pull/7\n\n\n**Full Changelog**: https://github.com/SoftwareUnderstanding/sw-metadata-bot/compare/v0.1.0...v0.1.1",
     "softwareRequirements": [
-        "metacheck>=0.2.0",
-        "requests>=2.32.5"
+    "click>=8.3.1",
+    "rsmetacheck>=0.2.1",
+    "python-dotenv>=1.0.0",
+    "requests>=2.32.5"
     ],
     "version": "0.3.1",
     "codemeta:contIntegration": {
diff --git a/coverage.svg b/coverage.svg
index 1d809e7..a4262d3 100644
--- a/coverage.svg
+++ b/coverage.svg
@@ -9,13 +9,13 @@
     </mask>
     <g mask="url(#a)">
         <path fill="#555" d="M0 0h63v20H0z"/>
-        <path fill="#e05d44" d="M63 0h36v20H63z"/>
+        <path fill="#dfb317" d="M63 0h36v20H63z"/>
         <path fill="url(#b)" d="M0 0h99v20H0z"/>
     </g>
     <g fill="#fff" text-anchor="middle" font-family="DejaVu Sans,Verdana,Geneva,sans-serif" font-size="11">
         <text x="31.5" y="15" fill="#010101" fill-opacity=".3">coverage</text>
         <text x="31.5" y="14">coverage</text>
-        <text x="80" y="15" fill="#010101" fill-opacity=".3">10%</text>
-        <text x="80" y="14">10%</text>
+        <text x="80" y="15" fill="#010101" fill-opacity=".3">69%</text>
+        <text x="80" y="14">69%</text>
     </g>
 </svg>
diff --git a/interrogate_badge.svg b/interrogate_badge.svg
index e7d3947..bc91d28 100644
--- a/interrogate_badge.svg
+++ b/interrogate_badge.svg
@@ -1,5 +1,5 @@
 <svg width="140" height="20" viewBox="0 0 140 20" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" xml:space="preserve" xmlns:serif="http://www.serif.com/" style="fill-rule:evenodd;clip-rule:evenodd;stroke-linejoin:round;stroke-miterlimit:2;">
-    <title>interrogate: 97.6%</title>
+    <title>interrogate: 100%</title>
     <g transform="matrix(1,0,0,1,22,0)">
         <g id="backgrounds" transform="matrix(1.32789,0,0,1,-22.3892,0)">
             <rect x="0" y="0" width="71" height="20" style="fill:rgb(85,85,85);"/>
@@ -12,8 +12,8 @@
     <g fill="#fff" text-anchor="middle" font-family="DejaVu Sans,Verdana,Geneva,sans-serif" font-size="110">
         <text x="590" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="610">interrogate</text>
         <text x="590" y="140" transform="scale(.1)" textLength="610">interrogate</text>
-        <text x="1160" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="370" data-interrogate="result">97.6%</text>
-        <text x="1160" y="140" transform="scale(.1)" textLength="370" data-interrogate="result">97.6%</text>
+        <text x="1160" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="330" data-interrogate="result">100%</text>
+        <text x="1160" y="140" transform="scale(.1)" textLength="330" data-interrogate="result">100%</text>
     </g>
     <g id="logo-shadow" serif:id="logo shadow" transform="matrix(0.854876,0,0,0.854876,-6.73514,1.732)">
         <g transform="matrix(0.299012,0,0,0.299012,9.70229,-6.68582)">
diff --git a/pyproject.toml b/pyproject.toml
index 4191068..fc4f184 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,9 +14,10 @@ authors = [
 ]
 dependencies = [
     "click>=8.3.1",
-    "metacheck>=0.2.1",
+    "rsmetacheck>=0.2.1",
     "python-dotenv>=1.0.0",
     "requests>=2.32.5",
+    "setuptools[test]<82.0.0",
 ]
 
 keywords = ["codemeta", "metadata", "bot", "quality software"]
@@ -66,8 +67,6 @@ packages = { find = { where = ["src"] } }
 # Start year for copyright range (displayed as "YYYY–present" in docs)
 copyright_year = "2026"
 
-[tool.uv.sources]
-metacheck = { git = "https://github.com/SoftwareUnderstanding/RsMetaCheck"}
 
 [tool.pytest.ini_options]
 testpaths = ["tests"]
@@ -109,4 +108,4 @@ color = true
 omit-covered-files = false
 # output file location
 generate-badge = "."
-badge-format = "svg"
\ No newline at end of file
+badge-format = "svg"
diff --git a/src/sw_metadata_bot/pipeline.py b/src/sw_metadata_bot/pipeline.py
index bf3a494..d6917ad 100644
--- a/src/sw_metadata_bot/pipeline.py
+++ b/src/sw_metadata_bot/pipeline.py
@@ -19,7 +19,7 @@
     resolve_snapshot_tag,
     sanitize_repo_name,
 )
-from .metacheck_wrapper import metacheck_command
+from .rsmetacheck_wrapper import rsmetacheck_command
 
 SNAPSHOT_TAG_PATTERN = re.compile(r"^(\d{8})(?:_(\d+))?$")
 SNAPSHOT_INCREMENT_PATTERN = re.compile(r"^(.+?)_(\d+)$")
@@ -214,7 +214,7 @@ def run_pipeline(
 
         if not reused_previous:
             analysis_runtime.run_metacheck_for_repo(
-                repo_url, repo_folder, metacheck_command
+                repo_url, repo_folder, rsmetacheck_command
             )
 
         normalized_repo = analysis_runtime.normalize_repo_url(repo_url)
diff --git a/src/sw_metadata_bot/metacheck_wrapper.py b/src/sw_metadata_bot/rsmetacheck_wrapper.py
similarity index 89%
rename from src/sw_metadata_bot/metacheck_wrapper.py
rename to src/sw_metadata_bot/rsmetacheck_wrapper.py
index 18f68c5..f3553f6 100644
--- a/src/sw_metadata_bot/metacheck_wrapper.py
+++ b/src/sw_metadata_bot/rsmetacheck_wrapper.py
@@ -40,12 +40,12 @@
     default=0.8,
     help="SoMEF confidence threshold (default: 0.8).",
 )
-def metacheck_command(
+def rsmetacheck_command(
     input, skip_somef, somef_output, pitfalls_output, analysis_output, threshold
 ):
-    """Run metacheck to detect metadata pitfalls in repositories."""
-    # Convert click arguments to sys.argv format for metacheck's argparse
-    argv = ["metacheck"]
+    """Run rsmetacheck to detect metadata pitfalls in repositories."""
+    # Convert click arguments to sys.argv format for rsmetacheck's argparse
+    argv = ["rsmetacheck"]
 
     # Add input files
     argv.extend(["--input", input.strip()])
diff --git a/tests/test_pipeline.py b/tests/test_pipeline.py
index b7b8cc8..39c69e2 100644
--- a/tests/test_pipeline.py
+++ b/tests/test_pipeline.py
@@ -116,11 +116,11 @@ def test_run_pipeline_invokes_metacheck_and_writes_reports(monkeypatch, tmp_path
     """Invoke metacheck with expected args and write analysis reports per snapshot."""
     calls: dict[str, dict] = {}
 
-    def fake_metacheck_main(*, args, standalone_mode):
+    def fake_rsmetacheck_main(*, args, standalone_mode):
         """Capture metacheck invocation arguments for assertions."""
         calls["metacheck"] = {"args": args, "standalone_mode": standalone_mode}
 
-    monkeypatch.setattr(pipeline.metacheck_command, "main", fake_metacheck_main)
+    monkeypatch.setattr(pipeline.rsmetacheck_command, "main", fake_rsmetacheck_main)
 
     output_root = tmp_path / "outputs"
     config = _write_config(
@@ -165,7 +165,7 @@ def fake_metacheck_main(*, args, standalone_mode):
         """Accept metacheck invocation without side effects."""
         return None
 
-    monkeypatch.setattr(pipeline.metacheck_command, "main", fake_metacheck_main)
+    monkeypatch.setattr(pipeline.rsmetacheck_command, "main", fake_metacheck_main)
 
     output_root = tmp_path / "outputs"
     config = _write_config(
@@ -288,7 +288,7 @@ def fake_metacheck_main(*, args, standalone_mode):
         """Capture metacheck invocation to keep test side-effect free."""
         calls["metacheck"] = {"args": args, "standalone_mode": standalone_mode}
 
-    monkeypatch.setattr(pipeline.metacheck_command, "main", fake_metacheck_main)
+    monkeypatch.setattr(pipeline.rsmetacheck_command, "main", fake_metacheck_main)
 
     output_root = tmp_path / "outputs"
     config = _write_config(
@@ -327,7 +327,7 @@ def fake_metacheck_main(*, args, standalone_mode):
         """Capture metacheck invocation arguments for assertions."""
         calls["metacheck"] = {"args": args, "standalone_mode": standalone_mode}
 
-    monkeypatch.setattr(pipeline.metacheck_command, "main", fake_metacheck_main)
+    monkeypatch.setattr(pipeline.rsmetacheck_command, "main", fake_metacheck_main)
 
     output_root = tmp_path / "outputs"
     config = _write_config(
@@ -416,7 +416,7 @@ def fake_metacheck_main(*, args, standalone_mode):
         """Track unexpected metacheck invocation."""
         called["metacheck"] = True
 
-    monkeypatch.setattr(pipeline.metacheck_command, "main", fake_metacheck_main)
+    monkeypatch.setattr(pipeline.rsmetacheck_command, "main", fake_metacheck_main)
     monkeypatch.setattr(
         commit_lookup, "get_repo_head_commit", lambda repo_url: "abc123"
     )
@@ -512,7 +512,7 @@ def fake_metacheck_main(*, args, standalone_mode):
         )
         (repo_folder / "somef_output.json").write_text("{}")
 
-    monkeypatch.setattr(pipeline.metacheck_command, "main", fake_metacheck_main)
+    monkeypatch.setattr(pipeline.rsmetacheck_command, "main", fake_metacheck_main)
 
     def fake_get_head(repo_url: str) -> str | None:
         """Return deterministic commit hash for unchanged repo."""
@@ -617,7 +617,7 @@ def fake_metacheck_main(*, args, standalone_mode):
         """Record the call arguments for metacheck."""
         calls["metacheck"] = {"args": args, "standalone_mode": standalone_mode}
 
-    monkeypatch.setattr(pipeline.metacheck_command, "main", fake_metacheck_main)
+    monkeypatch.setattr(pipeline.rsmetacheck_command, "main", fake_metacheck_main)
 
     output_root = tmp_path / "outputs"
     config = _write_config(
@@ -654,7 +654,7 @@ def fake_metacheck_main(*, args, standalone_mode):
         """Mark metacheck as called."""
         called["metacheck"] = True
 
-    monkeypatch.setattr(pipeline.metacheck_command, "main", fake_metacheck_main)
+    monkeypatch.setattr(pipeline.rsmetacheck_command, "main", fake_metacheck_main)
     monkeypatch.setattr(
         commit_lookup, "get_repo_head_commit", lambda repo_url: "abc123"
     )
@@ -731,7 +731,7 @@ def fake_metacheck_main(*, args, standalone_mode):
         """Mark metacheck as called."""
         called["metacheck"] = True
 
-    monkeypatch.setattr(pipeline.metacheck_command, "main", fake_metacheck_main)
+    monkeypatch.setattr(pipeline.rsmetacheck_command, "main", fake_metacheck_main)
     monkeypatch.setattr(
         commit_lookup, "get_repo_head_commit", lambda repo_url: "abc123"
     )
diff --git a/uv.lock b/uv.lock
index 30fed3c..ecf5906 100644
--- a/uv.lock
+++ b/uv.lock
@@ -28,6 +28,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b", size = 13929 },
 ]
 
+[[package]]
+name = "annotated-doc"
+version = "0.0.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/57/ba/046ceea27344560984e26a590f90bc7f4a75b06701f653222458922b558c/annotated_doc-0.0.4.tar.gz", hash = "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4", size = 7288 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/1e/d3/26bf1008eb3d2daa8ef4cacc7f3bfdc11818d111f7e2d0201bc6e3b49d45/annotated_doc-0.0.4-py3-none-any.whl", hash = "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320", size = 5303 },
+]
+
 [[package]]
 name = "anyascii"
 version = "0.3.3"
@@ -46,6 +55,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373", size = 67615 },
 ]
 
+[[package]]
+name = "autocommand"
+version = "2.2.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/5b/18/774bddb96bc0dc0a2b8ac2d2a0e686639744378883da0fc3b96a54192d7a/autocommand-2.2.2.tar.gz", hash = "sha256:878de9423c5596491167225c2a455043c3130fb5b7286ac83443d45e74955f34", size = 22894 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b5/62/05203c39d21aa3171454a6c5391ea3b582a97bfb1bc1adad25628331a1cd/autocommand-2.2.2-py3-none-any.whl", hash = "sha256:710afe251075e038e19e815e25f8155cabe02196cfb545b2185e0d9c8b2b0459", size = 19377 },
+]
+
 [[package]]
 name = "babel"
 version = "2.18.0"
@@ -55,6 +73,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/77/f5/21d2de20e8b8b0408f0681956ca2c69f1320a3848ac50e6e7f39c6159675/babel-2.18.0-py3-none-any.whl", hash = "sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35", size = 10196845 },
 ]
 
+[[package]]
+name = "backports-tarfile"
+version = "1.2.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/86/72/cd9b395f25e290e633655a100af28cb253e4393396264a98bd5f5951d50f/backports_tarfile-1.2.0.tar.gz", hash = "sha256:d75e02c268746e1b8144c278978b6e98e85de6ad16f8e4b0844a154557eca991", size = 86406 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b9/fa/123043af240e49752f1c4bd24da5053b6bd00cad78c2be53c0d1e8b975bc/backports.tarfile-1.2.0-py3-none-any.whl", hash = "sha256:77e284d754527b01fb1e6fa8a1afe577858ebe4e9dad8919e34c862cb399bc34", size = 30181 },
+]
+
 [[package]]
 name = "bandit"
 version = "1.9.4"
@@ -101,6 +128,36 @@ dependencies = [
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/10/ed/7e8b97591f6f456174139ec089c769f89a94a1a4025fe967691de971f314/bs4-0.0.1.tar.gz", hash = "sha256:36ecea1fd7cc5c0c6e4a1ff075df26d50da647b75376626cc186e2212886dd3a", size = 1121 }
 
+[[package]]
+name = "build"
+version = "1.4.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama", marker = "os_name == 'nt'" },
+    { name = "importlib-metadata", marker = "python_full_version < '3.10.2'" },
+    { name = "packaging" },
+    { name = "pyproject-hooks" },
+    { name = "tomli", marker = "python_full_version < '3.11'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/6c/1d/ab15c8ac57f4ee8778d7633bc6685f808ab414437b8644f555389cdc875e/build-1.4.2.tar.gz", hash = "sha256:35b14e1ee329c186d3f08466003521ed7685ec15ecffc07e68d706090bf161d1", size = 83433 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/4a/57/3b7d4dd193ade4641c865bc2b93aeeb71162e81fc348b8dad020215601ed/build-1.4.2-py3-none-any.whl", hash = "sha256:7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88", size = 24643 },
+]
+
+[package.optional-dependencies]
+virtualenv = [
+    { name = "virtualenv" },
+]
+
+[[package]]
+name = "cachetools"
+version = "7.0.5"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/af/dd/57fe3fdb6e65b25a5987fd2cdc7e22db0aef508b91634d2e57d22928d41b/cachetools-7.0.5.tar.gz", hash = "sha256:0cd042c24377200c1dcd225f8b7b12b0ca53cc2c961b43757e774ebe190fd990", size = 37367 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/06/f3/39cf3367b8107baa44f861dc802cbf16263c945b62d8265d36034fc07bea/cachetools-7.0.5-py3-none-any.whl", hash = "sha256:46bc8ebefbe485407621d0a4264b23c080cedd913921bad7ac3ed2f26c183114", size = 13918 },
+]
+
 [[package]]
 name = "certifi"
 version = "2026.2.25"
@@ -110,6 +167,54 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/9a/3c/c17fb3ca2d9c3acff52e30b309f538586f9f5b9c9cf454f3845fc9af4881/certifi-2026.2.25-py3-none-any.whl", hash = "sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa", size = 153684 },
 ]
 
+[[package]]
+name = "cffi"
+version = "2.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pycparser", marker = "implementation_name != 'PyPy'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/eb/56/b1ba7935a17738ae8453301356628e8147c79dbb825bcbc73dc7401f9846/cffi-2.0.0.tar.gz", hash = "sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529", size = 523588 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/93/d7/516d984057745a6cd96575eea814fe1edd6646ee6efd552fb7b0921dec83/cffi-2.0.0-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44", size = 184283 },
+    { url = "https://files.pythonhosted.org/packages/9e/84/ad6a0b408daa859246f57c03efd28e5dd1b33c21737c2db84cae8c237aa5/cffi-2.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49", size = 180504 },
+    { url = "https://files.pythonhosted.org/packages/50/bd/b1a6362b80628111e6653c961f987faa55262b4002fcec42308cad1db680/cffi-2.0.0-cp310-cp310-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:53f77cbe57044e88bbd5ed26ac1d0514d2acf0591dd6bb02a3ae37f76811b80c", size = 208811 },
+    { url = "https://files.pythonhosted.org/packages/4f/27/6933a8b2562d7bd1fb595074cf99cc81fc3789f6a6c05cdabb46284a3188/cffi-2.0.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:3e837e369566884707ddaf85fc1744b47575005c0a229de3327f8f9a20f4efeb", size = 216402 },
+    { url = "https://files.pythonhosted.org/packages/05/eb/b86f2a2645b62adcfff53b0dd97e8dfafb5c8aa864bd0d9a2c2049a0d551/cffi-2.0.0-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:5eda85d6d1879e692d546a078b44251cdd08dd1cfb98dfb77b670c97cee49ea0", size = 203217 },
+    { url = "https://files.pythonhosted.org/packages/9f/e0/6cbe77a53acf5acc7c08cc186c9928864bd7c005f9efd0d126884858a5fe/cffi-2.0.0-cp310-cp310-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:9332088d75dc3241c702d852d4671613136d90fa6881da7d770a483fd05248b4", size = 203079 },
+    { url = "https://files.pythonhosted.org/packages/98/29/9b366e70e243eb3d14a5cb488dfd3a0b6b2f1fb001a203f653b93ccfac88/cffi-2.0.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:fc7de24befaeae77ba923797c7c87834c73648a05a4bde34b3b7e5588973a453", size = 216475 },
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+
+[[package]]
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+version = "3.23.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e3/02/0f2892c661036d50ede074e376733dca2ae7c6eb617489437771209d4180/zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166", size = 25547 }
+wheels = [
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+]