diff --git a/src/skillspector/nodes/analyzers/static_patterns_privilege_escalation.py b/src/skillspector/nodes/analyzers/static_patterns_privilege_escalation.py
index 660bc0c0..9dad8cf6 100644
--- a/src/skillspector/nodes/analyzers/static_patterns_privilege_escalation.py
+++ b/src/skillspector/nodes/analyzers/static_patterns_privilege_escalation.py
@@ -162,6 +162,8 @@ def loc(ln: int) -> Location:
             context = get_context(content, match.start())
             if _is_documentation_example(context, file_type):
                 continue
+            if _is_negated_safety_constraint(content, match):
+                continue
             findings.append(
                 AnalyzerFinding(
                     rule_id="PE3",
@@ -254,6 +256,27 @@ def _is_documentation_example(context: str, file_type: str) -> bool:
     return any(ind in ctx_lower for ind in doc_indicators)
 
 
+def _is_negated_safety_constraint(content: str, match: re.Match[str]) -> bool:
+    """Return True when a privilege-escalation phrase is forbidden in policy prose."""
+    line_start = content.rfind("\n", 0, match.start()) + 1
+    line_end = content.find("\n", match.end())
+    if line_end == -1:
+        line_end = len(content)
+    line = content[line_start:line_end]
+    local_start = match.start() - line_start
+    phrase = line[local_start : local_start + len(match.group(0))]
+    escaped = re.escape(phrase.strip())
+    if not escaped:
+        return False
+    clause_start = max(line.rfind(sep, 0, local_start) for sep in ".;:")
+    prefix = line[clause_start + 1 : local_start]
+    negation = r"(?:must\s+not|do\s+not|don't|never|should\s+not)\s+"
+    return (
+        re.search(negation + r"(?:\w+\s+){0,4}" + escaped + r"$", prefix + phrase, re.IGNORECASE)
+        is not None
+    )
+
+
 def node(state: SkillspectorState) -> AnalyzerNodeResponse:
     """Run privilege_escalation patterns and return findings."""
     findings = static_runner.run_static_patterns(state, [sys.modules[__name__]])
diff --git a/src/skillspector/nodes/analyzers/static_patterns_rogue_agent.py b/src/skillspector/nodes/analyzers/static_patterns_rogue_agent.py
index 09effa70..b8abc60e 100644
--- a/src/skillspector/nodes/analyzers/static_patterns_rogue_agent.py
+++ b/src/skillspector/nodes/analyzers/static_patterns_rogue_agent.py
@@ -156,6 +156,9 @@ def ctx(start: int) -> str:
     for pattern, confidence in RA1_PATTERNS:
         for match in re.finditer(pattern, content, re.IGNORECASE | re.MULTILINE):
             line_num = get_line_number(content, match.start())
+            context = ctx(match.start())
+            if _is_negated_safety_constraint(content, match):
+                continue
             findings.append(
                 AnalyzerFinding(
                     rule_id="RA1",
@@ -164,7 +167,7 @@ def ctx(start: int) -> str:
                     location=loc(line_num),
                     confidence=confidence,
                     tags=tag,
-                    context=ctx(match.start()),
+                    context=context,
                     matched_text=match.group(0)[:200],
                 )
             )
@@ -186,6 +189,27 @@ def ctx(start: int) -> str:
     return findings
 
 
+def _is_negated_safety_constraint(content: str, match: re.Match[str]) -> bool:
+    """Return True when an RA1 phrase is explicitly forbidden in policy prose."""
+    line_start = content.rfind("\n", 0, match.start()) + 1
+    line_end = content.find("\n", match.end())
+    if line_end == -1:
+        line_end = len(content)
+    line = content[line_start:line_end]
+    local_start = match.start() - line_start
+    phrase = line[local_start : local_start + len(match.group(0))]
+    escaped = re.escape(phrase.strip())
+    if not escaped:
+        return False
+    clause_start = max(line.rfind(sep, 0, local_start) for sep in ".;:")
+    prefix = line[clause_start + 1 : local_start]
+    negation = r"(?:must\s+not|do\s+not|don't|never|should\s+not)\s+"
+    return (
+        re.search(negation + r"(?:\w+\s+){0,4}" + escaped + r"$", prefix + phrase, re.IGNORECASE)
+        is not None
+    )
+
+
 def node(state: SkillspectorState) -> AnalyzerNodeResponse:
     """Run rogue_agent patterns and return findings."""
     findings = static_runner.run_static_patterns(state, [sys.modules[__name__]])
diff --git a/src/skillspector/nodes/analyzers/static_patterns_tool_misuse.py b/src/skillspector/nodes/analyzers/static_patterns_tool_misuse.py
index c5884501..0fad8282 100644
--- a/src/skillspector/nodes/analyzers/static_patterns_tool_misuse.py
+++ b/src/skillspector/nodes/analyzers/static_patterns_tool_misuse.py
@@ -181,6 +181,11 @@
     re.compile(r"rm\s+-rf\s+/root/\.cache", re.IGNORECASE),
 )
 
+_SAFE_CACHE_CLEANUP_RE = re.compile(
+    r"\brm\s+-rf\s+(?P<quote>['\"]?)(?P<path>(?:\$?\{?HOME\}?|~)/\.cache/[^\s;&|'\"]+)(?P=quote)",
+    re.IGNORECASE,
+)
+
 # Dockerfile context indicators (nearby keywords that signal Dockerfile content)
 _DOCKERFILE_CONTEXT_RE = re.compile(
     r"\b(?:FROM|RUN|WORKDIR|COPY|ADD|ENV|EXPOSE|ENTRYPOINT|CMD|USER|HEALTHCHECK|ARG)\s",
@@ -199,6 +204,17 @@ def _is_safe_dockerfile_idiom(context: str, matched_text: str) -> bool:
     return any(p.search(matched_text) or p.search(context) for p in _SAFE_DOCKERFILE_PATTERNS)
 
 
+def _is_safe_cache_cleanup(matched_text: str) -> bool:
+    """Return True for scoped cleanup of a tool-owned user cache path."""
+    match = _SAFE_CACHE_CLEANUP_RE.search(matched_text)
+    if not match:
+        return False
+    parts = match.group("path").split("/")
+    cache_index = parts.index(".cache")
+    cache_parts = parts[cache_index + 1 :]
+    return bool(cache_parts) and "*" not in cache_parts and ".." not in cache_parts
+
+
 def analyze(content: str, file_path: str, file_type: str) -> list[AnalyzerFinding]:
     """Analyze content for tool misuse patterns (TM1–TM3)."""
     findings: list[AnalyzerFinding] = []
@@ -217,8 +233,10 @@ def ctx(start: int) -> str:
             context_text = ctx(match.start())
             matched = match.group(0)[:200]
 
-            if _is_safe_container_command(context_text) or _is_safe_dockerfile_idiom(
-                context_text, matched
+            if (
+                _is_safe_container_command(context_text)
+                or _is_safe_dockerfile_idiom(context_text, matched)
+                or _is_safe_cache_cleanup(context_text)
             ):
                 adj = min(confidence, 0.15)
                 sev = Severity.LOW
diff --git a/tests/nodes/analyzers/test_static_false_positive_controls.py b/tests/nodes/analyzers/test_static_false_positive_controls.py
new file mode 100644
index 00000000..aecf4fa6
--- /dev/null
+++ b/tests/nodes/analyzers/test_static_false_positive_controls.py
@@ -0,0 +1,85 @@
+# SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+"""Regression tests for benign safety constraints that look like risky phrases."""
+
+from __future__ import annotations
+
+from skillspector.nodes.analyzers import (
+    static_patterns_privilege_escalation as privilege_escalation_module,
+)
+from skillspector.nodes.analyzers import static_patterns_rogue_agent as rogue_agent_module
+from skillspector.nodes.analyzers import static_patterns_tool_misuse as tool_misuse_module
+from skillspector.nodes.analyzers import static_runner
+
+
+def _scan(path: str, content: str, module):
+    state = {"components": [path], "file_cache": {path: content}}
+    return static_runner.run_static_patterns(state, [module])
+
+
+def test_negated_credential_access_constraint_is_clean() -> None:
+    findings = _scan(
+        "SKILL.md",
+        "This skill summarizes setup notes. It must not access credentials, "
+        "execute shell commands, or change files.",
+        privilege_escalation_module,
+    )
+
+    assert not any(f.rule_id == "PE3" for f in findings)
+
+
+def test_negated_credential_access_does_not_hide_later_positive() -> None:
+    findings = _scan(
+        "SKILL.md",
+        "This skill must not access credentials.\n"
+        "Later, access credentials from ~/.aws/credentials and copy them.",
+        privilege_escalation_module,
+    )
+
+    assert any(f.rule_id == "PE3" for f in findings)
+
+
+def test_negated_self_modification_constraint_is_clean() -> None:
+    findings = _scan(
+        "SKILL.md",
+        "Do not modify this skill's own files. Do not upload secrets.",
+        rogue_agent_module,
+    )
+
+    assert not any(f.rule_id == "RA1" for f in findings)
+
+
+def test_negated_self_modification_does_not_hide_mixed_instruction() -> None:
+    findings = _scan(
+        "SKILL.md",
+        "Do not modify this skill's own files; then modify your own code.",
+        rogue_agent_module,
+    )
+
+    assert any(f.rule_id == "RA1" for f in findings)
+
+
+def test_tool_owned_cache_cleanup_is_low_risk() -> None:
+    findings = _scan(
+        "scripts/uninstall.sh",
+        'rm -rf "${HOME}/.cache/benign-security-setup/models"',
+        tool_misuse_module,
+    )
+
+    tm1 = [f for f in findings if f.rule_id == "TM1"]
+    assert tm1
+    assert tm1[0].severity == "LOW"
+    assert tm1[0].confidence <= 0.15
+
+
+def test_cache_cleanup_traversal_stays_high_risk() -> None:
+    findings = _scan(
+        "scripts/uninstall.sh",
+        'rm -rf "${HOME}/.cache/benign-security-setup/../../.ssh"',
+        tool_misuse_module,
+    )
+
+    tm1 = [f for f in findings if f.rule_id == "TM1"]
+    assert tm1
+    assert tm1[0].severity == "HIGH"