diff --git a/openspec/specs/cli-init/spec.md b/openspec/specs/cli-init/spec.md
index 09e1aade..f9923940 100644
--- a/openspec/specs/cli-init/spec.md
+++ b/openspec/specs/cli-init/spec.md
@@ -371,7 +371,7 @@ The wizard SHALL begin by rendering an ASCII rendition of the Taskless wordmark
 
 ### Requirement: Wizard prompts the user to choose install locations
 
-The wizard's location step SHALL be presented as a tool-selection step: "which tools do you want to enable Taskless for?". It SHALL offer one row per directory: `Claude Code` (`.claude/`), `Cursor` (`.cursor/`), `OpenCode` (`.opencode/`), and a row for `.agents/`. A user who arrived from a harness that reads `.agents/` SHALL NOT have to know that before recognising their harness in the list, so the `.agents/` row SHALL be labelled with harness names: the detected harnesses whose own documentation says they read `.agents/skills` (OpenCode, Codex, Gemini CLI, Crush), in catalog order, followed by `and other .agents harnesses`, for example `OpenCode, Codex, and other .agents harnesses (.agents/)`. When none of them is detected, the row SHALL name all of them, so a harness is still recognisable on a machine where nothing is detected.
+The wizard's location step SHALL be presented as a tool-selection step: "which tools do you want to enable Taskless for?". It SHALL offer one row per directory: `Claude Code` (`.claude/`), `Cursor` (`.cursor/`), `OpenCode` (`.opencode/`), and a row for `.agents/`. A user who arrived from a harness that reads `.agents/` SHALL NOT have to know that before recognising their harness in the list, so the `.agents/` row SHALL be labelled with harness names: the detected harnesses whose own documentation says they read `.agents/skills` (OpenCode, Codex, Gemini CLI, Crush), in catalog order, followed by `and other .agents harnesses`, for example `OpenCode, Codex, and other .agents harnesses (.agents/)`. The row SHALL name only detected harnesses: an undetected harness SHALL NOT be named, since the harnesses that read `.agents/skills` outnumber what fits on one row. When none of them is detected, the row SHALL be labelled `Agent Skills (.agents/)`.
 
 Every list of directories derived from the catalog SHALL name each directory at most once, however many detected tools install into it. The pre-checked set SHALL be the union of (a) every directory recorded as a target in the install manifest (`install.targets`) that matches an offered row, and (b) every detected tool's install directory, deduplicated by directory. When the manifest records no targets AND no tools are detected, `.agents/` SHALL be pre-checked as the first-run default. The canonical `.taskless/` store SHALL NOT appear as a selectable entry and SHALL NOT be pre-checked — it is always written and is never a manifest tool-directory target.
 
@@ -383,10 +383,16 @@ Each selected directory SHALL produce exactly one `reference` stub target; the r
 
 #### Scenario: Codex is named in the tool list
 
-- **WHEN** the wizard renders the tool-selection multiselect with Codex detected, or with no `.agents` harness detected
+- **WHEN** the wizard renders the tool-selection multiselect with Codex detected
 - **THEN** the `.agents/` row's label SHALL name `Codex`
 - **AND** exactly one entry SHALL be offered for `.agents/`
 
+#### Scenario: Undetected .agents harnesses are not named
+
+- **WHEN** the wizard renders the tool-selection multiselect with no `.agents` harness detected
+- **THEN** the `.agents/` row SHALL be labelled `Agent Skills (.agents/)`
+- **AND** the label SHALL NOT name OpenCode, Codex, Gemini CLI, or Crush
+
 #### Scenario: Detected .agents harnesses are named in catalog order
 
 - **WHEN** Codex and OpenCode are detected
diff --git a/packages/cli/src/wizard/steps/locations.ts b/packages/cli/src/wizard/steps/locations.ts
index 33f05c29..b9867d81 100644
--- a/packages/cli/src/wizard/steps/locations.ts
+++ b/packages/cli/src/wizard/steps/locations.ts
@@ -23,15 +23,21 @@ export interface LocationChoice {
  * `.agents/skills`, in catalog order, then "and other .agents harnesses",
  * since many more read it than Taskless detects.
  *
- * With none detected it names every harness Taskless knows reads it, so a
- * Codex or Gemini CLI user still finds their harness on a fresh machine.
+ * Only detected harnesses are named. Listing every harness that reads
+ * `.agents/skills` grows with the catalog and buries the row, so with none
+ * detected the row keeps its catalog label, `fallback`.
  */
-export function agentsRowLabel(detected: readonly ToolDescriptor[]): string {
+export function agentsRowLabel(
+  detected: readonly ToolDescriptor[],
+  fallback: string
+): string {
   const detectedNames = new Set(detected.map((tool) => tool.name));
-  const readers = TOOLS.filter((tool) => tool.readsAgentSkills === true);
-  const named = readers.filter((tool) => detectedNames.has(tool.name));
-  const names = (named.length > 0 ? named : readers).map((tool) => tool.name);
-  return `${names.join(", ")}, and other .agents harnesses`;
+  const names = TOOLS.filter(
+    (tool) => tool.readsAgentSkills === true && detectedNames.has(tool.name)
+  ).map((tool) => tool.name);
+  if (names.length === 0) return fallback;
+  const list = names.length === 1 ? `${names[0]} ` : `${names.join(", ")}, `;
+  return `${list}and other .agents harnesses`;
 }
 
 /**
@@ -76,7 +82,7 @@ export function locationChoices(
 
   const options = SHIM_TARGETS.map((shim) => ({
     value: shim.dir,
-    label: `${shim.generic === true ? agentsRowLabel(detected) : shim.label} (${shim.dir}/)`,
+    label: `${shim.generic === true ? agentsRowLabel(detected, shim.label) : shim.label} (${shim.dir}/)`,
     hint: installedDirectories.has(shim.dir)
       ? "installed"
       : detectedDirectories.has(shim.dir)
diff --git a/packages/cli/test/wizard-steps.test.ts b/packages/cli/test/wizard-steps.test.ts
index ed0401d0..cd80e029 100644
--- a/packages/cli/test/wizard-steps.test.ts
+++ b/packages/cli/test/wizard-steps.test.ts
@@ -55,17 +55,18 @@ describe("locationChoices", () => {
       "OpenCode, Codex, and other .agents harnesses (.agents/)"
     );
     expect(named(["Crush"])).toBe(
-      "Crush, and other .agents harnesses (.agents/)"
+      "Crush and other .agents harnesses (.agents/)"
     );
   });
 
-  // On a fresh machine nothing is detected, and a Codex user scanning for
-  // "Codex" still has to find it.
-  it("names every known .agents harness when none is detected", async () => {
-    const { agentsRowLabel } = await import("../src/wizard/steps/locations");
-    expect(agentsRowLabel([])).toBe(
-      "OpenCode, Codex, Gemini CLI, Crush, and other .agents harnesses"
-    );
+  // Naming every harness that reads `.agents/skills` grows with the catalog,
+  // so an undetected harness is never named.
+  it("names no harness on the .agents/ row when none is detected", async () => {
+    const { locationChoices } = await import("../src/wizard/steps/locations");
+    const label = locationChoices([]).options.find(
+      (o) => o.value === ".agents"
+    )?.label;
+    expect(label).toBe("Agent Skills (.agents/)");
   });
 
   // OpenCode reads `.agents/skills`, so it is named, but it already gets
@@ -77,7 +78,7 @@ describe("locationChoices", () => {
 
     const { options, initialValues } = locationChoices([opencode]);
     const agents = options.find((o) => o.value === ".agents");
-    expect(agents?.label).toMatch(/^OpenCode, and other/);
+    expect(agents?.label).toMatch(/^OpenCode and other/);
     expect(agents?.hint).toBe("not detected");
     expect(initialValues).toEqual([".opencode"]);
   });