diff --git a/clients/web/src/components/screens/SkillsScreen/SkillsScreen.stories.tsx b/clients/web/src/components/screens/SkillsScreen/SkillsScreen.stories.tsx
index da17cf50..dfdc4581 100644
--- a/clients/web/src/components/screens/SkillsScreen/SkillsScreen.stories.tsx
+++ b/clients/web/src/components/screens/SkillsScreen/SkillsScreen.stories.tsx
@@ -3,6 +3,7 @@ import type { ComponentProps } from "react";
 import type { Meta, StoryObj } from "@storybook/react-vite";
 import { expect, fn, userEvent, waitFor, within } from "storybook/test";
 import type { SkillEntry } from "@inspector/core/mcp/skillsSchemas";
+import { sha256Bytes } from "@inspector/core/mcp/sha256";
 import { SkillsScreen } from "./SkillsScreen";
 import type { SkillsUiState } from "./SkillsScreen";
 import { EMPTY_SKILLS_UI } from "../screenUiState";
@@ -16,29 +17,74 @@ function StatefulSkillsScreen(args: ComponentProps<typeof SkillsScreen>) {
 }
 
 const REF_TEXT = "# Column rules\n";
-const SELF_TEXT = "# skill\n";
-// The real digests of those two strings, so the clean skill actually verifies
-// when the "Verify all" story runs — a placeholder would demo a false green.
-const REF_DIGEST =
-  "sha256:e201429aa2684958ca1a0537ab4eb4b7eb3a81c71e7cc7a11397eb500738e015";
-const SELF_DIGEST =
-  "sha256:6504f2de0a1febf7492c3b98f93d9ab49558eb364607a706f02fe9a75aa7f75b";
+
+/**
+ * A skill's own `SKILL.md`, built FROM the frontmatter its entry advertises.
+ *
+ * SEP-2640 requires the two to match field for field, and the screen now checks
+ * it — so a shared placeholder body with no frontmatter made every "conforming"
+ * story report a `frontmatter-absent` error. Deriving the file makes that class
+ * of drift impossible rather than merely fixed, which is the same discipline
+ * `test-servers/src/skills.ts` and the unit fixtures apply.
+ */
+const skillMd = (name: string, description: string) =>
+  `---\nname: ${name}\ndescription: ${description}\n---\n\n# ${name}\n`;
+
+/** Real digests, computed from the very bytes served, so the clean skill
+ *  actually verifies when the "Verify all" story runs — a hard-coded
+ *  placeholder would demo a false green, and could not survive an edit to the
+ *  text above. `sha256Bytes` is the repo's synchronous implementation, which is
+ *  what lets this happen at module scope in a CSF file. */
+const digestOf = (text: string) =>
+  `sha256:${[...sha256Bytes(new TextEncoder().encode(text))]
+    .map((b) => b.toString(16).padStart(2, "0"))
+    .join("")}`;
+
+const REF_DIGEST = digestOf(REF_TEXT);
+
+/** The frontmatter each sample skill advertises, keyed by its path segment. */
+const SAMPLE_FM: Record<string, { name: string; description: string }> = {
+  "data-analysis": {
+    name: "data-analysis",
+    description: "Analyze a CSV and summarize its columns",
+  },
+  "tampered-notes": {
+    name: "tampered-notes",
+    description: "Advertises a digest its bytes do not match",
+  },
+  "wrong-folder": {
+    name: "right-name",
+    description: "Served from a folder that disagrees with its name",
+  },
+  "big-manifest": {
+    name: "big-manifest",
+    description: "A skill with a long manifest",
+  },
+};
+
+/** The file a given skill path serves, derived from its own frontmatter. */
+const selfText = (path: string) => {
+  const fm = SAMPLE_FM[path];
+  return fm ? skillMd(fm.name, fm.description) : "# skill\n";
+};
 
 /** Every manifest lists the skill's own SKILL.md — a manifest is the complete
  *  file set, so one that omits it is a `manifest-missing-self` error. */
-const selfEntry = (path: string) => ({
-  uri: `skill://${path}/SKILL.md`,
-  digest: SELF_DIGEST,
-  size: 8,
-});
+const selfEntry = (path: string) => {
+  const text = selfText(path);
+  return {
+    uri: `skill://${path}/SKILL.md`,
+    digest: digestOf(text),
+    size: new TextEncoder().encode(text).byteLength,
+  };
+};
 
 const sampleSkills: SkillEntry[] = [
   {
     uri: "skill://data-analysis/SKILL.md",
-    frontmatter: {
-      name: "data-analysis",
-      description: "Analyze a CSV and summarize its columns",
-    },
+    // Read from SAMPLE_FM, which is also what the served file is built from —
+    // so the entry and its SKILL.md agree by construction.
+    frontmatter: SAMPLE_FM["data-analysis"],
     resources: [
       selfEntry("data-analysis"),
       {
@@ -50,10 +96,7 @@ const sampleSkills: SkillEntry[] = [
   },
   {
     uri: "skill://tampered-notes/SKILL.md",
-    frontmatter: {
-      name: "tampered-notes",
-      description: "Advertises a digest its bytes do not match",
-    },
+    frontmatter: SAMPLE_FM["tampered-notes"],
     resources: [
       selfEntry("tampered-notes"),
       {
@@ -76,10 +119,7 @@ const sampleSkills: SkillEntry[] = [
   },
   {
     uri: "skill://wrong-folder/SKILL.md",
-    frontmatter: {
-      name: "right-name",
-      description: "URI path segment disagrees with frontmatter.name",
-    },
+    frontmatter: SAMPLE_FM["wrong-folder"],
     resources: [selfEntry("wrong-folder")],
   },
 ];
@@ -94,11 +134,19 @@ const meta: Meta<typeof SkillsScreen> = {
     ui: EMPTY_SKILLS_UI,
     onUiChange: fn(),
     onRefreshList: fn(),
-    onReadSkillFile: fn(async (uri: string) =>
-      uri.endsWith("reference.md")
-        ? { text: REF_TEXT }
-        : { text: SELF_TEXT, mimeType: "text/markdown" },
-    ),
+    onReadSkillFile: fn(async (uri: string) => {
+      if (uri.endsWith("reference.md")) return { text: REF_TEXT };
+      // Only a skill's OWN SKILL.md is derived from its frontmatter. Every
+      // other manifest file keeps the 8-byte placeholder its entry declares —
+      // serving the SKILL.md for `notes.md` made the tampered fixture fail its
+      // SIZE check first, which is a different finding from the digest
+      // mismatch that story exists to show.
+      if (!uri.endsWith("/SKILL.md")) {
+        return { text: "# skill\n", mimeType: "text/markdown" };
+      }
+      const path = uri.slice("skill://".length, -"/SKILL.md".length);
+      return { text: selfText(path), mimeType: "text/markdown" };
+    }),
     // Echoes back the entry `skills/list` advertised, so "Fetch with
     // skills/get" demonstrates the matching case rather than throwing.
     onGetSkill: fn(async (uri: string) => {
@@ -190,10 +238,7 @@ const LONG_SKILL_MD = [
 // overflowing content.
 const manyFilesSkill: SkillEntry = {
   uri: "skill://big-manifest/SKILL.md",
-  frontmatter: {
-    name: "big-manifest",
-    description: "A conforming skill that declares a great many files",
-  },
+  frontmatter: SAMPLE_FM["big-manifest"],
   resources: [
     selfEntry("big-manifest"),
     ...Array.from({ length: 120 }, (_, i) => ({
@@ -217,8 +262,10 @@ const manyFilesSkill: SkillEntry = {
 export const LongManifest: Story = {
   args: {
     skills: [manyFilesSkill],
+    // Derived like every other fixture, so the frontmatter check stays silent
+    // and this story measures only the long-manifest layout it is about.
     onReadSkillFile: fn(async () => ({
-      text: "---\nname: big-manifest\n---\n\n# Big manifest\n",
+      text: selfText("big-manifest"),
       mimeType: "text/markdown",
     })),
   },
@@ -276,10 +323,12 @@ const hostileHeaderSkill: SkillEntry = {
   resources: [
     {
       uri: `skill://${"very-long-path-segment/".repeat(30)}SKILL.md`,
-      digest: SELF_DIGEST,
+      // This fixture exercises LAYOUT under hostile strings; its digests are
+      // never verified by the story, so a placeholder is honest here.
+      digest: `sha256:${"0".repeat(64)}`,
       size: 8,
     },
-    { uri: HOSTILE_FILE_URI, digest: SELF_DIGEST, size: 8 },
+    { uri: HOSTILE_FILE_URI, digest: `sha256:${"0".repeat(64)}`, size: 8 },
   ],
 };
 
diff --git a/clients/web/src/components/screens/SkillsScreen/SkillsScreen.test.tsx b/clients/web/src/components/screens/SkillsScreen/SkillsScreen.test.tsx
index cd659f70..aaa2064b 100644
--- a/clients/web/src/components/screens/SkillsScreen/SkillsScreen.test.tsx
+++ b/clients/web/src/components/screens/SkillsScreen/SkillsScreen.test.tsx
@@ -155,6 +155,9 @@ const ALL_SKILLS = [
 /** Everything `readFixtureFile` can serve a `SKILL.md` for. */
 const SERVED_SKILLS = [...ALL_SKILLS, ACME, GLOBEX];
 
+/** The many-row fixture's frontmatter, shared with the stub that serves it. */
+const MANY_FM: Frontmatter = { name: "many", description: "Many rows" };
+
 /**
  * A `resources/read` that serves the fixture bytes for any known URI. A skill's
  * own `SKILL.md` comes from {@link skillMdFor}, so it agrees with the entry's
@@ -386,17 +389,22 @@ describe("SkillsScreen", () => {
     const user = userEvent.setup();
     // Held open so the batch is still in flight when the selection changes.
     const releases: (() => void)[] = [];
+    // Each URI gets the file its OWN entry implies, so the frontmatter check
+    // stays silent and this test measures only the open-state invariant it is
+    // about. A stub serving one skill's text for every URI produces a genuine
+    // mismatch, which now reveals Conformance by design.
     const onReadSkillFile = vi.fn(
-      () =>
+      (uri: string) =>
         new Promise<{ text: string }>((resolve) => {
-          releases.push(() => resolve({ text: SELF_TEXT }));
+          const fm = uri.startsWith("skill://many/") ? MANY_FM : CLEAN_FM;
+          releases.push(() => resolve({ text: skillMdFor(fm) }));
         }),
     );
     // More rows than the concurrency cap, so workers keep pulling.
     const manyRows: SkillEntry = {
       ...CLEAN_SKILL,
       uri: "skill://many/SKILL.md",
-      frontmatter: { name: "many", description: "Many rows" },
+      frontmatter: MANY_FM,
       resources: Array.from({ length: 10 }, (_, i) => ({
         uri: i === 0 ? "skill://many/SKILL.md" : `skill://many/f${i}.md`,
         digest: SELF_DIGEST,
@@ -2315,7 +2323,7 @@ describe("SkillsScreen frontmatter cross-check (#2248)", () => {
     };
     renderWithMantine(<ControlledSkillsScreen skills={[lying]} />);
     await user.click(screen.getByText("data-analysis"));
-    await user.click(screen.getByRole("button", { name: /Conformance/ }));
+    // No click to expand: a frontmatter finding reveals the section itself.
     await waitFor(() =>
       expect(
         screen.getByTestId("skill-frontmatter-issues"),
@@ -2352,7 +2360,7 @@ describe("SkillsScreen frontmatter cross-check (#2248)", () => {
       />,
     );
     await user.click(screen.getByText("data-analysis"));
-    await user.click(screen.getByRole("button", { name: /Conformance/ }));
+    // No click to expand: a frontmatter finding reveals the section itself.
     await waitFor(() =>
       expect(
         screen.getByTestId("skill-frontmatter-issues"),
@@ -2377,7 +2385,7 @@ describe("SkillsScreen frontmatter cross-check (#2248)", () => {
       />,
     );
     await user.click(screen.getByText("data-analysis"));
-    await user.click(screen.getByRole("button", { name: /Conformance/ }));
+    // No click to expand: a frontmatter finding reveals the section itself.
     await waitFor(() =>
       expect(
         screen.getByTestId("skill-frontmatter-issues"),
@@ -2385,6 +2393,41 @@ describe("SkillsScreen frontmatter cross-check (#2248)", () => {
     );
   });
 
+  it("reveals Conformance when a frontmatter finding arrives", async () => {
+    // A structurally clean entry opens collapsed, and the frontmatter findings
+    // arrive later from the SKILL.md read — so the alerts explaining a
+    // mandatory verification failure sat behind a click the reader had no
+    // reason to make (Copilot).
+    const user = userEvent.setup();
+    const lying: SkillEntry = {
+      ...CLEAN_SKILL,
+      frontmatter: { name: "data-analysis", description: "Disagrees" },
+    };
+    renderWithMantine(<ControlledSkillsScreen skills={[lying]} />);
+    await user.click(screen.getByText("data-analysis"));
+    await waitFor(() =>
+      expect(
+        screen.getByRole("button", { name: /Conformance/ }),
+      ).toHaveAttribute("aria-expanded", "true"),
+    );
+    expect(screen.getByTestId("skill-frontmatter-issues")).toBeInTheDocument();
+  });
+
+  it("leaves a clean entry's Conformance collapsed", async () => {
+    // The reveal must not fire when there is nothing to reveal, or it undoes
+    // the auto-collapse it sits next to.
+    const user = userEvent.setup();
+    renderWithMantine(<ControlledSkillsScreen />);
+    await user.click(screen.getByText("data-analysis"));
+    await waitFor(() =>
+      expect(readFixtureFile).toHaveBeenCalledWith(CLEAN_SKILL.uri),
+    );
+    expect(screen.getByRole("button", { name: /Conformance/ })).toHaveAttribute(
+      "aria-expanded",
+      "false",
+    );
+  });
+
   it("counts frontmatter findings in the Conformance badge", async () => {
     // The findings render inside this section, so counting only the static
     // listing issues left the badge saying `0 error(s)` above a red
diff --git a/clients/web/src/components/screens/SkillsScreen/SkillsScreen.tsx b/clients/web/src/components/screens/SkillsScreen/SkillsScreen.tsx
index 8b999d6b..135a922d 100644
--- a/clients/web/src/components/screens/SkillsScreen/SkillsScreen.tsx
+++ b/clients/web/src/components/screens/SkillsScreen/SkillsScreen.tsx
@@ -1482,6 +1482,27 @@ export function SkillsScreen({
    * entry whose only finding is a banner one ended up showing an empty findings
    * container instead of "no structural issues".
    */
+  /**
+   * Reveal Conformance when the frontmatter check finds something.
+   *
+   * A structurally clean entry opens with the section COLLAPSED — the header
+   * badge carries the whole answer — but the frontmatter findings arrive later,
+   * from the `SKILL.md` read, and land inside that collapsed section. The badge
+   * now counts them, so the number changes; the alerts explaining a mandatory
+   * verification failure were still a click away (Copilot).
+   *
+   * Keyed on the entry so it fires **once** per skill, when findings first
+   * appear, rather than fighting a user who deliberately collapses it again.
+   * `useValueChange` runs during render and does only `setState`, as that hook
+   * requires; the key is a primitive so `Object.is` cannot loop.
+   */
+  useValueChange(frontmatterIssues.length > 0 ? manifestKey : "", (next) => {
+    if (next === "") return;
+    setOpenSections((prev) =>
+      prev.includes("conformance") ? prev : [...prev, "conformance"],
+    );
+  });
+
   const listedIssues = useMemo(
     () =>
       issues.filter(
diff --git a/clients/web/src/test/core/mcp/skills.test.ts b/clients/web/src/test/core/mcp/skills.test.ts
index 67132a11..ee3778ec 100644
--- a/clients/web/src/test/core/mcp/skills.test.ts
+++ b/clients/web/src/test/core/mcp/skills.test.ts
@@ -1035,6 +1035,36 @@ describe("checkSkillFrontmatterMatch (#2248)", () => {
     ).toEqual([]);
   });
 
+  it("bounds the LISTING side too, not only the served YAML", () => {
+    // The listing arrives over JSON-RPC so it cannot be cyclic, but it is just
+    // as unbounded in depth — and both the comparison and its message
+    // formatter walk it, so an absurdly nested advertised value crashed the
+    // tool exactly as a cyclic served one did (Copilot).
+    let deep: unknown = "leaf";
+    for (let i = 0; i < 5000; i += 1) deep = { a: deep };
+    const issues = checkSkillFrontmatterMatch(
+      entry({ x: deep as Record<string, unknown> }),
+      file("x: shallow"),
+    );
+    expect(issues).toEqual([
+      expect.objectContaining({
+        code: "frontmatter-unparsable",
+        severity: "error",
+      }),
+    ]);
+    expect(issues[0].message).toMatch(/listing's own frontmatter/);
+  });
+
+  it("still compares an ordinarily nested listing value", () => {
+    // The bound must not reject anything a real skill would carry.
+    expect(
+      checkSkillFrontmatterMatch(
+        entry({ meta: { a: { b: { c: [1, 2] } } } }),
+        file("meta:\n  a:\n    b:\n      c: [1, 2]"),
+      ),
+    ).toEqual([]);
+  });
+
   it("reports nothing for two empty frontmatters", () => {
     expect(checkSkillFrontmatterMatch(entry({}), file(""))).toEqual([]);
   });
diff --git a/core/mcp/skillFile.ts b/core/mcp/skillFile.ts
index 76a098d8..42f79d41 100644
--- a/core/mcp/skillFile.ts
+++ b/core/mcp/skillFile.ts
@@ -117,7 +117,13 @@ function hasContent(yamlText: string): boolean {
 const MAX_FRONTMATTER_DEPTH = 64;
 
 /**
- * Why a parsed frontmatter cannot be compared, or `undefined` when it can.
+ * Why a frontmatter value cannot be compared, or `undefined` when it can.
+ *
+ * Exported because **both sides need it**. The served side can be cyclic; the
+ * listed side arrives over JSON-RPC and cannot be, but it is just as unbounded
+ * in DEPTH — a server can advertise a listing nested tens of thousands of
+ * levels deep, and the comparison and its message formatter both recurse. A
+ * guard on only the YAML side left that door open (Copilot).
  *
  * ⚠️ **A YAML document is a graph, not a tree, and JSON is a tree.** An alias
  * can refer to its own ancestor — `meta: &m [*m]` parses without error into a
@@ -136,10 +142,10 @@ const MAX_FRONTMATTER_DEPTH = 64;
  * — which YAML aliases make ordinary and which JSON represents perfectly well —
  * is not mistaken for a cycle.
  */
-function jsonGraphError(
+export function jsonGraphError(
   value: unknown,
-  seen: Set<object>,
-  depth: number,
+  seen: Set<object> = new Set(),
+  depth = 0,
 ): string | undefined {
   if (typeof value !== "object" || value === null) return undefined;
   if (depth > MAX_FRONTMATTER_DEPTH) {
diff --git a/core/mcp/skills.ts b/core/mcp/skills.ts
index d33847b9..54032198 100644
--- a/core/mcp/skills.ts
+++ b/core/mcp/skills.ts
@@ -42,7 +42,11 @@ import {
   type SkillResource,
 } from "./skillsSchemas.js";
 import { sha256Bytes } from "./sha256.js";
-import { parseSkillFrontmatter, splitSkillFile } from "./skillFile.js";
+import {
+  jsonGraphError,
+  parseSkillFrontmatter,
+  splitSkillFile,
+} from "./skillFile.js";
 
 /** Maximum resource entries a single skill may declare (SEP-2640). */
 export const SKILL_MAX_RESOURCE_ENTRIES = 512;
@@ -852,6 +856,23 @@ export function checkSkillFrontmatterMatch(
       },
     ];
   }
+  // The LISTING side is bounded too, before anything recurses over it. It
+  // arrives over JSON-RPC so it cannot be cyclic, but it is just as unbounded
+  // in depth — and both `jsonLikeEqual` and `displayValue` walk it, so a
+  // server advertising an absurdly nested value crashed the tool exactly as a
+  // cyclic served one did (Copilot). Checked before the file is parsed: there
+  // is no point reading one if the thing to compare it against is unusable.
+  const listedError = jsonGraphError(entry.frontmatter);
+  if (listedError) {
+    return [
+      {
+        code: "frontmatter-unparsable",
+        severity: "error",
+        message: `The listing's own frontmatter cannot be compared: ${listedError}`,
+        resourceUri: entry.uri,
+      },
+    ];
+  }
   const parsed = parseSkillFrontmatter(frontmatter);
   if ("error" in parsed) {
     return [