diff --git a/skills/continuous-learning-v2/scripts/instinct-cli.py b/skills/continuous-learning-v2/scripts/instinct-cli.py
index 98f3724b5..7430f7ef1 100755
--- a/skills/continuous-learning-v2/scripts/instinct-cli.py
+++ b/skills/continuous-learning-v2/scripts/instinct-cli.py
@@ -1934,6 +1934,24 @@ def _cmd_projects_merge(args) -> int:
 # Generate Evolved Structures
 # ─────────────────────────────────────────────
 
+def _evolved_description(trigger: str, instincts: list, kind: str) -> str:
+    """Build the frontmatter `description` for a generated artifact.
+
+    Claude Code (and every spec-compliant Agent Skills client) injects only
+    `name` + `description` at startup and will not load an artifact that lacks
+    them, so a generated skill/agent without frontmatter is inert on disk.
+    """
+    ids = ', '.join(i.get('id', 'unnamed') for i in instincts[:6])
+    trig = (trigger or '').strip().rstrip('.') or 'a recurring situation'
+    description = (
+        f"Evolved {kind} covering {len(instincts)} learned instinct(s). "
+        f"Use {trig}. Source instincts - {ids}."
+    )
+    # `: ` breaks strict YAML parsers in an unquoted scalar; `<`/`>` can inject
+    # into the system prompt.
+    return description.replace(': ', ' - ').replace('<', '(').replace('>', ')')
+
+
 def _generate_evolved(skill_candidates: list, workflow_instincts: list, agent_candidates: list, evolved_dir: Path, limit: int = 0) -> list[str]:
     """Generate skill/command/agent files from analyzed instinct clusters.
 
@@ -1966,7 +1984,11 @@ def _generate_evolved(skill_candidates: list, workflow_instincts: list, agent_ca
         skill_dir = evolved_dir / "skills" / name
         skill_dir.mkdir(parents=True, exist_ok=True)
 
-        content = f"# {name}\n\n"
+        content = "---\n"
+        content += f"name: {name}\n"
+        content += f"description: {_evolved_description(trigger, cand['instincts'], 'skill')}\n"
+        content += "---\n\n"
+        content += f"# {name}\n\n"
         content += f"Evolved from {len(cand['instincts'])} instincts "
         content += f"(avg confidence: {cand['avg_confidence']:.0%})\n\n"
         content += f"## When to Apply\n\n"
@@ -1993,7 +2015,10 @@ def _generate_evolved(skill_candidates: list, workflow_instincts: list, agent_ca
             continue
 
         cmd_file = evolved_dir / "commands" / f"{cmd_name}.md"
-        content = f"# {cmd_name}\n\n"
+        content = "---\n"
+        content += f"description: {_evolved_description(inst.get('trigger', ''), [inst], 'command')}\n"
+        content += "---\n\n"
+        content += f"# {cmd_name}\n\n"
         content += f"Evolved from instinct: {inst.get('id', 'unnamed')}\n"
         content += f"Confidence: {inst.get('confidence', 0.5):.0%}\n\n"
         content += inst.get('content', '')
@@ -2016,7 +2041,10 @@ def _generate_evolved(skill_candidates: list, workflow_instincts: list, agent_ca
         domains = ', '.join(cand['domains'])
         instinct_ids = [i.get('id', 'unnamed') for i in cand['instincts']]
 
-        content = f"---\nmodel: sonnet\ntools: Read, Grep, Glob\n---\n"
+        content = "---\n"
+        content += f"name: {agent_name}\n"
+        content += f"description: {_evolved_description(str(cand.get('trigger', '')), cand['instincts'], 'agent')}\n"
+        content += "model: sonnet\ntools: Read, Grep, Glob\n---\n"
         content += f"# {agent_name}\n\n"
         content += f"Evolved from {len(cand['instincts'])} instincts "
         content += f"(avg confidence: {cand['avg_confidence']:.0%})\n"
diff --git a/tests/scripts/instinct-cli-evolve-generate.test.js b/tests/scripts/instinct-cli-evolve-generate.test.js
index 956111f45..a4f339849 100644
--- a/tests/scripts/instinct-cli-evolve-generate.test.js
+++ b/tests/scripts/instinct-cli-evolve-generate.test.js
@@ -243,6 +243,71 @@ test('preview names match the files --generate writes', () => {
   }
 });
 
+function parseFrontmatter(filePath) {
+  const raw = fs.readFileSync(filePath, 'utf8');
+  const match = /^---\n([\s\S]*?)\n---\n/.exec(raw);
+  if (!match) return null;
+  const fm = {};
+  for (const line of match[1].split('\n')) {
+    const idx = line.indexOf(':');
+    if (idx > 0 && !line.startsWith(' ')) {
+      fm[line.slice(0, idx).trim()] = line.slice(idx + 1).trim();
+    }
+  }
+  return fm;
+}
+
+test('generated skills carry loadable name + description frontmatter', () => {
+  const root = createTempDir();
+  try {
+    writeInstinct(root, 'first', 'when investigating complex systems');
+    writeInstinct(root, 'second', 'when investigating complex systems');
+    writeInstinct(root, 'third', 'when running tests');
+
+    assert.strictEqual(runCli(root, ['evolve', '--generate']).status, 0);
+
+    const skillsDir = path.join(root, 'evolved', 'skills');
+    const skillDirs = fs.existsSync(skillsDir) ? fs.readdirSync(skillsDir) : [];
+    assert.ok(skillDirs.length > 0, 'expected at least one generated skill');
+
+    for (const name of skillDirs) {
+      const skillFile = path.join(skillsDir, name, 'SKILL.md');
+      const fm = parseFrontmatter(skillFile);
+      assert.ok(fm, `${name}/SKILL.md has no frontmatter block`);
+      assert.strictEqual(fm.name, name, `${name}: frontmatter name must match its folder`);
+      assert.ok(fm.description && fm.description.length > 0, `${name}: description must not be empty`);
+      assert.ok(!/[<>]/.test(fm.description), `${name}: description must not contain < or >`);
+    }
+  } finally {
+    cleanupDir(root);
+  }
+});
+
+test('generated agents carry name + description alongside model/tools', () => {
+  const root = createTempDir();
+  try {
+    writeInstinct(root, 'a', 'when reviewing pull requests');
+    writeInstinct(root, 'b', 'when reviewing pull requests');
+    writeInstinct(root, 'c', 'when reviewing pull requests');
+
+    assert.strictEqual(runCli(root, ['evolve', '--generate']).status, 0);
+
+    const agentsDir = path.join(root, 'evolved', 'agents');
+    const agents = fs.existsSync(agentsDir) ? fs.readdirSync(agentsDir) : [];
+    assert.ok(agents.length > 0, 'expected at least one generated agent');
+
+    for (const file of agents) {
+      const fm = parseFrontmatter(path.join(agentsDir, file));
+      assert.ok(fm, `${file} has no frontmatter block`);
+      assert.strictEqual(fm.name, path.basename(file, '.md'));
+      assert.ok(fm.description && fm.description.length > 0, `${file}: description must not be empty`);
+      assert.strictEqual(fm.model, 'sonnet');
+    }
+  } finally {
+    cleanupDir(root);
+  }
+});
+
 console.log(`\nPassed: ${passed}`);
 console.log(`Failed: ${failed}`);