diff --git a/docs/CLI_CHEAT_SHEET.md b/docs/CLI_CHEAT_SHEET.md
index cf0586f..da00986 100644
--- a/docs/CLI_CHEAT_SHEET.md
+++ b/docs/CLI_CHEAT_SHEET.md
@@ -48,6 +48,27 @@ kaizen-agentic status                    # Show current project status
 kaizen-agentic validate                  # Validate agent installation
 ```
 
+### Project Metrics (ADR-004)
+```bash
+# Record outcome at session close
+kaizen-agentic metrics record tdd-workflow --success --time 120 --quality 0.9
+kaizen-agentic metrics record tdd-workflow --failure --time 45
+
+# Full JSON record from stdin
+echo '{"success": true, "quality_score": 1.0}' | kaizen-agentic metrics record tdd-workflow --json
+
+# Inspect metrics
+kaizen-agentic metrics show tdd-workflow
+kaizen-agentic metrics list
+kaizen-agentic metrics export tdd-workflow
+
+# Scaffold memory + metrics together
+kaizen-agentic memory init tdd-workflow
+kaizen-agentic memory init tdd-workflow --no-metrics   # memory only
+```
+
+Session-close template: `docs/templates/session-close-protocol.md`
+
 ### Information
 ```bash
 # List templates
diff --git a/docs/agency-framework.md b/docs/agency-framework.md
index 72a684f..a44dae5 100644
--- a/docs/agency-framework.md
+++ b/docs/agency-framework.md
@@ -265,6 +265,10 @@ kaizen-agentic metrics optimize [agent] # Run optimizer on project metrics
 `memory brief` includes a `## Performance Summary` when metrics exist (WP-0003
 Part 4).
 
+`memory init` scaffolds `.kaizen/metrics/<agent>/` by default (`--no-metrics` to
+skip). Record outcomes at session close per
+[session-close protocol template](templates/session-close-protocol.md).
+
 ### Fleet correlation
 
 Project metrics correlate with **Helix Forge** fleet session metrics in
diff --git a/docs/templates/session-close-protocol.md b/docs/templates/session-close-protocol.md
new file mode 100644
index 0000000..4e005ba
--- /dev/null
+++ b/docs/templates/session-close-protocol.md
@@ -0,0 +1,33 @@
+# Session-Close Protocol Template
+
+Reference template for memory-enabled agents. Copy the **Session Close** block
+into `agents/agent-<name>.md` and adapt the metrics line to the agent.
+
+## Session Close
+
+1. Update `## Accumulated Findings`, `## What Worked`, and `## Watch Points` as needed.
+2. Append one line to `## Session Log`: `YYYY-MM-DD · <summary> · <outcome>`.
+3. Bump `last_updated` to today and increment `session_count` in memory frontmatter.
+4. Record session metrics (adjust flags to match outcome):
+
+```bash
+kaizen-agentic metrics record <agent-name> --success --time <seconds> --quality <0.0-1.0>
+# or on failure:
+kaizen-agentic metrics record <agent-name> --failure --time <seconds>
+```
+
+Optional: pass a full JSON record (ADR-004 schema) via stdin:
+
+```bash
+echo '{"success": true, "quality_score": 0.9, "primary_metric": {"name": "...", "value": 1.0, "target": 1.0}}' \
+  | kaizen-agentic metrics record <agent-name> --json
+```
+
+Use `--idempotency-key <session-id>` to avoid duplicate records if the close
+protocol runs more than once for the same session.
+
+## Pilot agents
+
+`tdd-workflow` is the reference implementation (WP-0003 Part 5). Other
+memory-enabled agents should adopt this block as the metrics CLI becomes available
+in their workflows.
\ No newline at end of file
diff --git a/src/kaizen_agentic/cli.py b/src/kaizen_agentic/cli.py
index ef80a65..776597f 100644
--- a/src/kaizen_agentic/cli.py
+++ b/src/kaizen_agentic/cli.py
@@ -1,5 +1,6 @@
 """Command-line interface for Kaizen Agentic agent management."""
 
+import json
 import sys
 import subprocess
 import contextlib
@@ -938,6 +939,118 @@ def memory_clear(agent_name: str, target: str):
         memory_path.parent.rmdir()
 
 
+@cli.group()
+def metrics():
+    """Manage project-scoped agent metrics (.kaizen/metrics/<agent>/)."""
+    pass
+
+
+@metrics.command("record")
+@click.argument("agent_name")
+@click.option("--target", "-t", default=".", help="Project root (default: current)")
+@click.option("--success", "outcome_success", is_flag=True, help="Record successful execution")
+@click.option("--failure", "outcome_failure", is_flag=True, help="Record failed execution")
+@click.option("--time", "execution_time", type=float, help="Execution time in seconds")
+@click.option("--quality", type=float, help="Quality score 0.0–1.0")
+@click.option("--session-id", help="Optional session identifier")
+@click.option("--idempotency-key", help="Skip append if this key was already recorded")
+@click.option("--json", "json_input", is_flag=True, help="Read full record JSON from stdin")
+def metrics_record(
+    agent_name: str,
+    target: str,
+    outcome_success: bool,
+    outcome_failure: bool,
+    execution_time: Optional[float],
+    quality: Optional[float],
+    session_id: Optional[str],
+    idempotency_key: Optional[str],
+    json_input: bool,
+):
+    """Append one execution record for an agent."""
+    store = MetricsStore(_project_root(target), agent_name)
+
+    if json_input:
+        payload = json.load(sys.stdin)
+        if not isinstance(payload, dict):
+            click.echo("Error: JSON input must be an object", err=True)
+            sys.exit(1)
+    else:
+        if outcome_success and outcome_failure:
+            click.echo("Error: use only one of --success or --failure", err=True)
+            sys.exit(1)
+        if not outcome_success and not outcome_failure:
+            click.echo("Error: specify --success or --failure (or use --json)", err=True)
+            sys.exit(1)
+        payload = {"success": outcome_success}
+        if execution_time is not None:
+            payload["execution_time_s"] = execution_time
+        if quality is not None:
+            payload["quality_score"] = quality
+        if session_id:
+            payload["session_id"] = session_id
+
+    if store.append(payload, idempotency_key=idempotency_key):
+        click.echo(f"Recorded metrics for '{agent_name}'")
+    else:
+        click.echo(f"Skipped duplicate record for '{agent_name}' (idempotency key exists)")
+
+
+@metrics.command("show")
+@click.argument("agent_name")
+@click.option("--target", "-t", default=".", help="Project root (default: current)")
+@click.option("--limit", "-n", default=5, show_default=True, help="Recent executions to show")
+def metrics_show(agent_name: str, target: str, limit: int):
+    """Print metrics summary and recent executions for an agent."""
+    store = MetricsStore(_project_root(target), agent_name)
+
+    if not store.executions_path.exists():
+        click.echo(f"No metrics found for agent '{agent_name}'.")
+        click.echo(f"  Expected: {store.agent_dir}")
+        click.echo(f"  Run: kaizen-agentic memory init {agent_name}")
+        return
+
+    summary = store.read_summary() or store.write_summary()
+    click.echo(f"Metrics for '{agent_name}':")
+    click.echo("=" * 40)
+    click.echo(json.dumps(summary, indent=2))
+
+    records = store.read_executions()
+    if records:
+        click.echo("\nRecent executions:")
+        for record in records[-limit:]:
+            click.echo(json.dumps(record, sort_keys=True))
+
+
+@metrics.command("list")
+@click.option("--target", "-t", default=".", help="Project root (default: current)")
+def metrics_list(target: str):
+    """List agents with metrics in the current project."""
+    agents = MetricsStore.list_agents(_project_root(target))
+    if not agents:
+        click.echo("No agent metrics found in this project.")
+        click.echo("  Run: kaizen-agentic memory init <agent>")
+        return
+
+    click.echo("Agents with metrics:")
+    for name in agents:
+        store = MetricsStore(_project_root(target), name)
+        summary = store.read_summary()
+        count = summary["execution_count"] if summary else len(store.read_executions())
+        click.echo(f"  • {name} ({count} executions)")
+
+
+@metrics.command("export")
+@click.argument("agent_name")
+@click.option("--target", "-t", default=".", help="Project root (default: current)")
+def metrics_export(agent_name: str, target: str):
+    """Dump executions.jsonl for an agent to stdout."""
+    store = MetricsStore(_project_root(target), agent_name)
+    if not store.executions_path.exists():
+        click.echo(f"No metrics found for agent '{agent_name}'.", err=True)
+        sys.exit(1)
+    click.echo(store.executions_path.read_text(encoding="utf-8"), nl=False)
+
+
 @cli.group()
 def protocols():
     """Browse agent protocol runbooks (agents/protocols/<agent>/<slug>.md)."""
@@ -1011,8 +1124,12 @@ def protocols_show(agent_name: str, slug: str):
     click.echo(protocol_path.read_text())
 
 
+def _project_root(target: str) -> Path:
+    return Path(target).resolve()
+
+
 def _memory_path(target: str, agent_name: str) -> Path:
-    return Path(target).resolve() / ".kaizen" / "agents" / agent_name / "memory.md"
+    return _project_root(target) / ".kaizen" / "agents" / agent_name / "memory.md"
 
 
 def _today() -> str:
diff --git a/tests/test_metrics_cli.py b/tests/test_metrics_cli.py
new file mode 100644
index 0000000..f811b54
--- /dev/null
+++ b/tests/test_metrics_cli.py
@@ -0,0 +1,123 @@
+"""CLI tests for project-scoped metrics commands."""
+
+from __future__ import annotations
+
+import json
+from pathlib import Path
+
+import pytest
+from click.testing import CliRunner
+
+from kaizen_agentic.cli import cli
+
+
+@pytest.fixture
+def runner() -> CliRunner:
+    return CliRunner()
+
+
+@pytest.fixture
+def project_dir(tmp_path: Path) -> Path:
+    root = tmp_path / "demo-project"
+    root.mkdir()
+    return root
+
+
+class TestMetricsCli:
+    def test_record_show_list_export_flow(self, runner: CliRunner, project_dir: Path):
+        target = str(project_dir)
+
+        record = runner.invoke(
+            cli,
+            [
+                "metrics",
+                "record",
+                "tdd-workflow",
+                "--target",
+                target,
+                "--success",
+                "--time",
+                "42",
+                "--quality",
+                "0.85",
+            ],
+        )
+        assert record.exit_code == 0
+        assert "Recorded metrics" in record.output
+
+        show = runner.invoke(cli, ["metrics", "show", "tdd-workflow", "--target", target])
+        assert show.exit_code == 0
+        assert '"execution_count": 1' in show.output
+        assert '"success": true' in show.output
+
+        listed = runner.invoke(cli, ["metrics", "list", "--target", target])
+        assert listed.exit_code == 0
+        assert "tdd-workflow" in listed.output
+
+        export = runner.invoke(cli, ["metrics", "export", "tdd-workflow", "--target", target])
+        assert export.exit_code == 0
+        lines = [line for line in export.output.splitlines() if line.strip()]
+        assert len(lines) == 1
+        assert json.loads(lines[0])["quality_score"] == 0.85
+
+    def test_record_json_from_stdin(self, runner: CliRunner, project_dir: Path):
+        payload = json.dumps({"success": False, "execution_time_s": 9.5})
+        result = runner.invoke(
+            cli,
+            ["metrics", "record", "coach", "--target", str(project_dir), "--json"],
+            input=payload,
+        )
+        assert result.exit_code == 0
+
+        show = runner.invoke(cli, ["metrics", "show", "coach", "--target", str(project_dir)])
+        assert '"success": false' in show.output
+
+    def test_record_idempotency_key_skips_duplicate(
+        self, runner: CliRunner, project_dir: Path
+    ):
+        args = [
+            "metrics",
+            "record",
+            "coach",
+            "--target",
+            str(project_dir),
+            "--success",
+            "--idempotency-key",
+            "sess-abc",
+        ]
+        first = runner.invoke(cli, args)
+        second = runner.invoke(cli, args)
+        assert first.exit_code == 0
+        assert second.exit_code == 0
+        assert "Skipped duplicate" in second.output
+
+        export = runner.invoke(
+            cli, ["metrics", "export", "coach", "--target", str(project_dir)]
+        )
+        assert len(export.output.strip().splitlines()) == 1
+
+    def test_record_requires_outcome_without_json(self, runner: CliRunner, project_dir: Path):
+        result = runner.invoke(
+            cli,
+            ["metrics", "record", "tdd-workflow", "--target", str(project_dir)],
+        )
+        assert result.exit_code != 0
+        assert "--success or --failure" in result.output
+
+    def test_memory_init_scaffolds_metrics(self, runner: CliRunner, project_dir: Path):
+        result = runner.invoke(
+            cli,
+            ["memory", "init", "tdd-workflow", "--target", str(project_dir)],
+        )
+        assert result.exit_code == 0
+        metrics_dir = project_dir / ".kaizen" / "metrics" / "tdd-workflow"
+        assert metrics_dir.exists()
+        assert (metrics_dir / "executions.jsonl").exists()
+
+    def test_memory_init_no_metrics_flag(self, runner: CliRunner, project_dir: Path):
+        result = runner.invoke(
+            cli,
+            ["memory", "init", "coach", "--target", str(project_dir), "--no-metrics"],
+        )
+        assert result.exit_code == 0
+        assert not (project_dir / ".kaizen" / "metrics" / "coach").exists()
\ No newline at end of file
diff --git a/workplans/kaizen-agentic-WP-0003-measurement-loop.md b/workplans/kaizen-agentic-WP-0003-measurement-loop.md
index 9fd5341..67e68f5 100644
--- a/workplans/kaizen-agentic-WP-0003-measurement-loop.md
+++ b/workplans/kaizen-agentic-WP-0003-measurement-loop.md
@@ -121,10 +121,10 @@ kaizen-agentic metrics export <agent>   # Dump executions.jsonl to stdout
 
 ### Tasks
 
-- [ ] T05 — Implement `metrics` CLI command group (record, show, list, export)
-- [ ] T06 — Integrate `metrics record` into session-close protocol template for pilot agents
-- [ ] T07 — CLI tests for metrics commands (click.testing, temp project dir)
-- [ ] T08 — Update `docs/CLI_CHEAT_SHEET.md` and `docs/agency-framework.md` with metrics section
+- [x] T05 — Implement `metrics` CLI command group (record, show, list, export)
+- [x] T06 — Integrate `metrics record` into session-close protocol template for pilot agents
+- [x] T07 — CLI tests for metrics commands (click.testing, temp project dir)
+- [x] T08 — Update `docs/CLI_CHEAT_SHEET.md` and `docs/agency-framework.md` with metrics section
 
 ### Definition of done