diff --git a/docs/product/output-conventions.md b/docs/product/output-conventions.md
index 79771ae2..8f4efd1e 100644
--- a/docs/product/output-conventions.md
+++ b/docs/product/output-conventions.md
@@ -118,7 +118,9 @@ It is silent when:
 
 This notice covers every project whose install does not resync the skills. `skills sync` itself never edits the user's `package.json` or root `.gitignore`. The synced copies are ordinary files that git tracks like any other file in the repository. Sync removes the `*` ignore file an older CLI wrote into its copies, but leaves a `.gitignore` the user authored in place.
 
-Which agents get skill copies is configuration, never detection: `skills: { agents: [...] }` in `prisma.config.ts` names them, each agent name mapping to its directory — `claude` (`.claude/skills`), `cursor` (`.cursor/skills`), `agents` (`.agents/skills`), `devin` (`.devin/skills`). An unknown name is a config error naming the known agents. When the field or the whole config is absent, the default is every known agent, so a harness adopted later finds the skills already in place. An empty list (`agents: []`, what `prisma init --skills=none` scaffolds) is a recorded choice, not an omission: sync writes nothing and answers `No agents are configured for skills.`, `skills list` reports the same, and the staleness notice never fires. `prisma init` writes the section into a fresh `prisma.config.ts`; a config that already exists is never edited — init reports the exact snippet to add instead. init also adds `prisma` to `devDependencies` at the CLI's exact version when no dependency field declares it, so the scaffolded config's `prisma/config` import resolves after the next install. Everything anchors at the directory the command runs in: sync, list, the staleness notice, and the `.prisma/skills.json` opt-out all read from cwd (the postinstall hook runs with cwd at the package root, so the mainline never guesses). The notice reads the config only when a `prisma.config.ts` exists in cwd and the full agent set already looks out of date, and evaluates it at most once; without a config it uses the default set and the postinstall hook remains the primary resync trigger.
+Which agents get skill copies is configuration, never detection: `skills: { agents: [...] }` in `prisma.config.ts` names them, each agent name mapping to its directory — `claude` (`.claude/skills`), `cursor` (`.cursor/skills`), `agents` (`.agents/skills`), `devin` (`.devin/skills`). An unknown name is a config error naming the known agents. When the field or the whole config is absent, the default is every known agent, so a harness adopted later finds the skills already in place. An empty list (`agents: []`, what `prisma init --skills=none` scaffolds) is a recorded choice, not an omission: sync writes nothing and answers `No agents are configured to sync skills for.`, `skills list` reports the same, and the staleness notice never fires. `prisma init` writes the section into a fresh `prisma.config.ts`; a config that already exists is never edited — init reports the exact snippet to add instead. init also adds `prisma` to `devDependencies` at the CLI's exact version when no dependency field declares it, so the scaffolded config's `prisma/config` import resolves after the next install. Everything anchors at the directory the command runs in: sync, list, the staleness notice, and the `.prisma/skills.json` opt-out all read from cwd (the postinstall hook runs with cwd at the package root, so the mainline never guesses). The notice reads the config only when a `prisma.config.ts` exists in cwd and the full agent set already looks out of date, and evaluates it at most once; without a config it uses the default set and the postinstall hook remains the primary resync trigger.
+
+`Agent skills are up to date.` appears only when installed skills exist and are current — a project with nothing to sync never borrows that line. The three empty states each name themselves: `agents: []` answers `No agents are configured to sync skills for.`; a project with no allowlisted package installed answers `No Prisma packages with agent skills are installed.`; installed packages whose versions ship no skills at all (older releases without a `skills/` directory) answer `No Prisma dependencies in your project ship agent skills to sync.` from sync and `No Prisma dependencies in your project ship agent skills.` from list. The sync JSON result carries a `skills` array naming every skill the installed packages ship, so machine consumers can make the same distinction. `prisma init` reports it in its JSON `skills.outcome`, whose values are `synced`, `up-to-date`, `no-agents`, `no-packages`, `no-skills`, `failed`, and `skipped`. A project where at least one installed package ships skills keeps the ordinary summaries even when another installed package ships none.
 
 A target directory that already holds a `SKILL.md` this CLI did not write is `unmanaged`: sync refuses to replace it, reports each refusal as a `SKILLS.UNMANAGED_DIRECTORY` diagnostic and in the `refused` array of the JSON result, and `skills list` shows `unmanaged` in its State column. An unmanaged directory does not count as out of date — the staleness notice stays silent about it — but the human summary of `skills sync` and `skills list` names it instead of over-claiming: `Agent skills are up to date; 1 directory is not managed by this CLI.` A directory that merely exists without a `SKILL.md` is treated as absent and is written by the next sync.
 
diff --git a/packages/cli/e2e/init.e2e.ts b/packages/cli/e2e/init.e2e.ts
index 2db88a7c..7886f2ef 100644
--- a/packages/cli/e2e/init.e2e.ts
+++ b/packages/cli/e2e/init.e2e.ts
@@ -130,7 +130,7 @@ describe("prisma init", () => {
     ]);
     // No allowlisted Prisma package is installed here, so the sync has
     // nothing to do and says so instead of failing.
-    expect(envelope.result.skills.outcome).toBe("up-to-date");
+    expect(envelope.result.skills.outcome).toBe("no-packages");
     expect(envelope.result.skills.sync?.packages).toEqual([]);
     expect(envelope.diagnostics).toEqual([]);
 
@@ -205,7 +205,7 @@ describe("prisma init", () => {
     expect(envelope.result.postinstall.outcome).toBe("exists");
     expect(envelope.result.postinstall.dependency).toBe("declared");
     expect(envelope.result.config.outcome).toBe("created");
-    expect(envelope.result.skills.outcome).toBe("up-to-date");
+    expect(envelope.result.skills.outcome).toBe("no-packages");
     expect(envelope.diagnostics.map((d) => d.code)).not.toContain(
       "INIT.CONFIG_KEPT",
     );
diff --git a/packages/cli/src/commands/init.ts b/packages/cli/src/commands/init.ts
index 07ff6435..5aa282f4 100644
--- a/packages/cli/src/commands/init.ts
+++ b/packages/cli/src/commands/init.ts
@@ -40,7 +40,19 @@ export interface InitPostinstallReport {
   readonly dependency: InitDependencyOutcome;
 }
 
-export type InitSkillsOutcome = "synced" | "up-to-date" | "failed" | "skipped";
+/** "up-to-date" is reserved for a project that has skills installed and
+ *  current; each way the sync had nothing to work on names itself.
+ *  "no-agents": the config records `agents: []`. "no-packages": no
+ *  allowlisted Prisma package is installed. "no-skills": packages are
+ *  installed but their versions ship no skills. */
+export type InitSkillsOutcome =
+  | "synced"
+  | "up-to-date"
+  | "no-agents"
+  | "no-packages"
+  | "no-skills"
+  | "failed"
+  | "skipped";
 
 export interface InitSkillsReport {
   readonly outcome: InitSkillsOutcome;
@@ -609,6 +621,22 @@ async function scaffoldConfigStep(
   };
 }
 
+function skillsOutcome(result: SkillsSyncResult): InitSkillsOutcome {
+  if (result.synced.length > 0 || result.pruned.length > 0) {
+    return "synced";
+  }
+  if (result.agents.length === 0) {
+    return "no-agents";
+  }
+  if (result.packages.length === 0) {
+    return "no-packages";
+  }
+  if (result.skills.length === 0) {
+    return "no-skills";
+  }
+  return "up-to-date";
+}
+
 async function syncSkillsStep(
   cwd: string,
   agents: readonly AgentName[],
@@ -620,6 +648,7 @@ async function syncSkillsStep(
       projectRoot: outcome.projectRoot,
       agents,
       packages: packageReports(outcome.packages),
+      skills: outcome.skills,
       synced: outcome.synced,
       pruned: outcome.pruned,
       refused: outcome.refused,
@@ -627,10 +656,7 @@ async function syncSkillsStep(
     };
     return {
       report: {
-        outcome:
-          result.synced.length > 0 || result.pruned.length > 0
-            ? "synced"
-            : "up-to-date",
+        outcome: skillsOutcome(result),
         sync: result,
       },
       lines: null,
diff --git a/packages/cli/src/commands/skills/presentation.ts b/packages/cli/src/commands/skills/presentation.ts
index 71ed7778..4ec9fced 100644
--- a/packages/cli/src/commands/skills/presentation.ts
+++ b/packages/cli/src/commands/skills/presentation.ts
@@ -24,11 +24,19 @@ function unmanagedClause(count: number): string {
 }
 
 function syncSummary(result: SkillsSyncResult): string {
-  if (result.agents.length === 0) {
-    return "No agents are configured for skills.";
-  }
-  if (result.packages.length === 0) {
-    return "No Prisma packages with agent skills are installed.";
+  // The empty-state sentences hold only when this run also removed
+  // nothing; a prune is work done, and its summary must match the
+  // Removed table rendered beneath it.
+  if (result.pruned.length === 0) {
+    if (result.agents.length === 0) {
+      return "No agents are configured to sync skills for.";
+    }
+    if (result.packages.length === 0) {
+      return "No Prisma packages with agent skills are installed.";
+    }
+    if (result.skills.length === 0) {
+      return "No Prisma dependencies in your project ship agent skills to sync.";
+    }
   }
   const refusedDirs = result.refused.reduce(
     (count, skill) => count + skill.dirs.length,
@@ -37,6 +45,10 @@ function syncSummary(result: SkillsSyncResult): string {
   if (result.synced.length === 0 && result.pruned.length === 0) {
     return `Agent skills are up to date${unmanagedClause(refusedDirs)}.`;
   }
+  const removed = `${result.pruned.length} skill${result.pruned.length === 1 ? "" : "s"}`;
+  if (result.synced.length === 0 && result.pruned.length > 0) {
+    return `Removed ${removed}${unmanagedClause(refusedDirs)}.`;
+  }
   const synced = `${result.synced.length} skill${result.synced.length === 1 ? "" : "s"}`;
   const base =
     result.pruned.length === 0
@@ -105,10 +117,13 @@ export function syncPresentations(result: SkillsSyncResult): Presentations {
 
 function listSummary(result: SkillsListResult): string {
   if (result.agents.length === 0) {
-    return "No agents are configured for skills.";
+    return "No agents are configured to sync skills for.";
+  }
+  if (result.packages.length === 0) {
+    return "No Prisma packages with agent skills are installed.";
   }
   if (result.skills.length === 0) {
-    return "No Prisma agent skills are available to sync.";
+    return "No Prisma dependencies in your project ship agent skills.";
   }
   if (!result.upToDate) {
     return "Agent skills are out of date.";
diff --git a/packages/cli/src/commands/skills/results.ts b/packages/cli/src/commands/skills/results.ts
index 4ec051c5..031797b1 100644
--- a/packages/cli/src/commands/skills/results.ts
+++ b/packages/cli/src/commands/skills/results.ts
@@ -19,6 +19,10 @@ export interface SkillsSyncResult {
    *  config records `agents: []` — no skills are wanted. */
   readonly agents: readonly AgentName[];
   readonly packages: readonly SkillsPackageReport[];
+  /** Every skill name the installed packages ship, whether or not this
+   *  run wrote it. Empty while `packages` is not means the installed
+   *  versions ship no skills. */
+  readonly skills: readonly string[];
   readonly synced: readonly SyncedSkill[];
   readonly pruned: readonly PrunedSkill[];
   /** Target directories left untouched because they hold a skill this
diff --git a/packages/cli/src/commands/skills/sync.ts b/packages/cli/src/commands/skills/sync.ts
index 94313153..15f3953f 100644
--- a/packages/cli/src/commands/skills/sync.ts
+++ b/packages/cli/src/commands/skills/sync.ts
@@ -121,6 +121,7 @@ export const skillsSyncCommand = defineCommand({
       projectRoot: outcome.projectRoot,
       agents: ctx.config.agents,
       packages: packageReports(outcome.packages),
+      skills: outcome.skills,
       synced: outcome.synced,
       pruned: outcome.pruned,
       refused: outcome.refused,
diff --git a/packages/cli/src/lib/skills/sync.ts b/packages/cli/src/lib/skills/sync.ts
index caad0315..b4e6693a 100644
--- a/packages/cli/src/lib/skills/sync.ts
+++ b/packages/cli/src/lib/skills/sync.ts
@@ -29,6 +29,10 @@ export interface RefusedSkill {
 export interface SyncOutcome {
   readonly projectRoot: string;
   readonly packages: readonly InstalledSourcePackage[];
+  /** Every skill name the installed packages ship, whether or not this
+   *  run wrote it. Empty while packages are installed means those
+   *  versions ship no skills. */
+  readonly skills: readonly string[];
   readonly synced: readonly SyncedSkill[];
   readonly pruned: readonly PrunedSkill[];
   readonly refused: readonly RefusedSkill[];
@@ -102,6 +106,7 @@ export async function syncSkills(status: SkillsStatus): Promise<SyncOutcome> {
   return {
     projectRoot: status.projectRoot,
     packages: status.packages,
+    skills: status.skills.map((skill) => skill.skill),
     synced,
     pruned,
     refused,
diff --git a/packages/cli/tests/init.test.ts b/packages/cli/tests/init.test.ts
index b34c0d7c..628da0dc 100644
--- a/packages/cli/tests/init.test.ts
+++ b/packages/cli/tests/init.test.ts
@@ -497,6 +497,53 @@ describe("init", () => {
     expect(result.skills.sync?.pruned).toEqual([]);
   });
 
+  it("reports no-skills when the installed packages ship none", async () => {
+    const root = await makeProjectRoot("init-");
+    await installPackage(root, {
+      name: "@prisma/orm-postgres",
+      version: "6.9.0",
+    });
+
+    const run = await makeCli().run(["init"], {
+      cwd: root,
+      isTty: { stdout: true, stderr: true },
+    });
+    const result = run.presented?.data as InitResult;
+
+    expect(run.exitCode).toBe(0);
+    expect(result.skills.outcome).toBe("no-skills");
+    expect(run.stderr).toContain(
+      "No Prisma dependencies in your project ship agent skills to sync.",
+    );
+    expect(run.stderr).not.toContain("up to date");
+  });
+
+  it("reports no-packages when no allowlisted package is installed", async () => {
+    const root = await makeProjectRoot("init-");
+
+    const { exitCode, result } = await runInit(root);
+
+    expect(exitCode).toBe(0);
+    expect(result.skills.outcome).toBe("no-packages");
+    expect(result.skills.sync?.packages).toEqual([]);
+  });
+
+  it("reports no-agents when the config records agents: []", async () => {
+    const root = await makeProjectRoot("init-");
+    await installPackage(root, {
+      name: "@prisma/orm-postgres",
+      version: "8.1.0",
+      skills: ["prisma-8"],
+    });
+
+    const { exitCode, result } = await runInit(root, [], {
+      skills: { agents: [] },
+    });
+
+    expect(exitCode).toBe(0);
+    expect(result.skills.outcome).toBe("no-agents");
+  });
+
   it("surfaces a refused directory instead of claiming the skills are current", async () => {
     const root = await makeProjectRoot("init-");
     await installPackage(root, {
diff --git a/packages/cli/tests/skills-sync.test.ts b/packages/cli/tests/skills-sync.test.ts
index fb058c88..b102dcfd 100644
--- a/packages/cli/tests/skills-sync.test.ts
+++ b/packages/cli/tests/skills-sync.test.ts
@@ -246,9 +246,59 @@ describe("skills sync", () => {
 
     expect(exitCode).toBe(0);
     expect(result.packages).toEqual([]);
+    expect(result.skills).toEqual([]);
     expect(result.synced).toEqual([]);
   });
 
+  it("says the installed packages ship no skills instead of claiming up to date", async () => {
+    const root = await makeProjectRoot();
+    await installPackage(root, {
+      name: "@prisma/orm-postgres",
+      version: "6.9.0",
+    });
+
+    const run = await makeCli().run(["skills", "sync"], {
+      cwd: root,
+      isTty: { stdout: true, stderr: true },
+    });
+    const result = run.presented?.data as SkillsSyncResult;
+
+    expect(run.exitCode).toBe(0);
+    expect(result.packages.map((pkg) => pkg.package)).toEqual([
+      "@prisma/orm-postgres",
+    ]);
+    expect(result.skills).toEqual([]);
+    expect(result.synced).toEqual([]);
+    expect(run.stderr).toContain(
+      "No Prisma dependencies in your project ship agent skills to sync.",
+    );
+    expect(run.stderr).not.toContain("up to date");
+  });
+
+  it("keeps the up-to-date summary while any installed package ships skills", async () => {
+    const root = await makeProjectRoot();
+    await installPackage(root, {
+      name: "@prisma/orm-postgres",
+      version: "8.1.0",
+      skills: ["prisma-8"],
+    });
+    await installPackage(root, {
+      name: "@prisma/composer",
+      version: "0.11.0",
+    });
+    await runSync(root);
+
+    const run = await makeCli().run(["skills", "sync"], {
+      cwd: root,
+      isTty: { stdout: true, stderr: true },
+    });
+    const result = run.presented?.data as SkillsSyncResult;
+
+    expect(run.exitCode).toBe(0);
+    expect(result.skills).toEqual(["prisma-8"]);
+    expect(run.stderr).toContain("Agent skills are up to date.");
+  });
+
   it("removes a copy whose source package is gone, and nothing else", async () => {
     const root = await makeProjectRoot();
     await seedSyncedSkill(root, ".claude/skills", {
@@ -280,6 +330,25 @@ describe("skills sync", () => {
     ).toBe(true);
   });
 
+  it("summarizes a prune-only run as removal, not as an empty state", async () => {
+    const root = await makeProjectRoot();
+    await seedSyncedSkill(root, ".claude/skills", {
+      skill: "prisma-8",
+      library: "@prisma/orm-postgres",
+      version: "8.1.0",
+    });
+
+    const run = await makeCli().run(["skills", "sync"], {
+      cwd: root,
+      isTty: { stdout: true, stderr: true },
+    });
+
+    expect(run.exitCode).toBe(0);
+    expect(run.stderr).toContain("Removed 1 skill.");
+    expect(run.stderr).not.toContain("are installed");
+    expect(run.stderr).not.toContain("ship agent skills");
+  });
+
   it("keeps a skill still shipped by another installed package", async () => {
     const root = await makeProjectRoot();
     await installPackage(root, {
@@ -449,7 +518,9 @@ describe("skills sync", () => {
     expect(result.agents).toEqual([]);
     expect(result.synced).toEqual([]);
     expect(result.pruned).toEqual([]);
-    expect(run.stderr).toContain("No agents are configured for skills.");
+    expect(run.stderr).toContain(
+      "No agents are configured to sync skills for.",
+    );
     expect(run.stderr).not.toContain("up to date");
     for (const dir of HARNESS_SKILL_DIRS) {
       expect(await exists(path.join(root, dir))).toBe(false);
@@ -611,6 +682,47 @@ describe("skills list", () => {
     expect(result.orphaned).toEqual([]);
   });
 
+  it("says no allowlisted package is installed when there are none", async () => {
+    const root = await makeProjectRoot();
+
+    const run = await makeCli().run(["skills", "list"], {
+      cwd: root,
+      isTty: { stdout: true, stderr: true },
+    });
+    const result = run.presented?.data as SkillsListResult;
+
+    expect(run.exitCode).toBe(0);
+    expect(result.packages).toEqual([]);
+    expect(run.stderr).toContain(
+      "No Prisma packages with agent skills are installed.",
+    );
+    expect(run.stderr).not.toContain("up to date");
+  });
+
+  it("says the installed packages ship no skills", async () => {
+    const root = await makeProjectRoot();
+    await installPackage(root, {
+      name: "@prisma/orm-postgres",
+      version: "6.9.0",
+    });
+
+    const run = await makeCli().run(["skills", "list"], {
+      cwd: root,
+      isTty: { stdout: true, stderr: true },
+    });
+    const result = run.presented?.data as SkillsListResult;
+
+    expect(run.exitCode).toBe(0);
+    expect(result.packages.map((pkg) => pkg.package)).toEqual([
+      "@prisma/orm-postgres",
+    ]);
+    expect(result.skills).toEqual([]);
+    expect(run.stderr).toContain(
+      "No Prisma dependencies in your project ship agent skills.",
+    );
+    expect(run.stderr).not.toContain("up to date");
+  });
+
   it("names copies waiting to be pruned", async () => {
     const root = await makeProjectRoot();
     await seedSyncedSkill(root, ".agents/skills", {
@@ -672,7 +784,9 @@ describe("skills list", () => {
       true,
     );
     expect(result.upToDate).toBe(true);
-    expect(run.stderr).toContain("No agents are configured for skills.");
+    expect(run.stderr).toContain(
+      "No agents are configured to sync skills for.",
+    );
   });
 
   it("reads nothing and changes nothing", async () => {