diff --git a/benchmark/SKILL.md b/benchmark/SKILL.md
index 9451d2d4f..21391c5d1 100644
--- a/benchmark/SKILL.md
+++ b/benchmark/SKILL.md
@@ -1,12 +1,12 @@
 ---
-name: benchmark
+name: gstack-benchmark
 preamble-tier: 1
 version: 1.0.0
-description: Performance regression detection using the browse daemon. (gstack)
+description: Web page performance regression detection using the browse daemon. (gstack)
 triggers:
-  - performance benchmark
+  - web performance benchmark
   - check page speed
-  - detect performance regression
+  - detect page performance regression
 allowed-tools:
   - Bash
   - Read
@@ -23,8 +23,9 @@ allowed-tools:
 Establishes
 baselines for page load times, Core Web Vitals, and resource sizes.
 Compares before/after on every PR. Tracks performance trends over time.
-Use when: "performance", "benchmark", "page speed", "lighthouse", "web vitals",
-"bundle size", "load time".
+Use when: "web performance benchmark", "page speed", "lighthouse",
+"web vitals", "bundle size", "load time". Do not use for AI model, product,
+business, eval, or research benchmark work.
 
 Voice triggers (speech-to-text aliases): "speed test", "check performance".
 
@@ -84,7 +85,7 @@ _QUESTION_TUNING=$(~/.claude/skills/gstack/bin/gstack-config get question_tuning
 echo "QUESTION_TUNING: $_QUESTION_TUNING"
 mkdir -p ~/.gstack/analytics
 if [ "$_TEL" != "off" ]; then
-echo '{"skill":"benchmark","ts":"'$(date -u +%Y-%m-%dT%H:%M:%SZ)'","repo":"'$(_repo=$(basename "$(git rev-parse --show-toplevel 2>/dev/null)" 2>/dev/null | tr -cd 'a-zA-Z0-9._-'); echo "${_repo:-unknown}")'"}'  >> ~/.gstack/analytics/skill-usage.jsonl 2>/dev/null || true
+echo '{"skill":"gstack-benchmark","ts":"'$(date -u +%Y-%m-%dT%H:%M:%SZ)'","repo":"'$(_repo=$(basename "$(git rev-parse --show-toplevel 2>/dev/null)" 2>/dev/null | tr -cd 'a-zA-Z0-9._-'); echo "${_repo:-unknown}")'"}'  >> ~/.gstack/analytics/skill-usage.jsonl 2>/dev/null || true
 fi
 for _PF in $(find ~/.gstack/analytics -maxdepth 1 -name '.pending-*' 2>/dev/null); do
   if [ -f "$_PF" ]; then
@@ -106,7 +107,7 @@ if [ -f "$_LEARN_FILE" ]; then
 else
   echo "LEARNINGS: 0"
 fi
-~/.claude/skills/gstack/bin/gstack-timeline-log '{"skill":"benchmark","event":"started","branch":"'"$_BRANCH"'","session":"'"$_SESSION_ID"'"}' 2>/dev/null &
+~/.claude/skills/gstack/bin/gstack-timeline-log '{"skill":"gstack-benchmark","event":"started","branch":"'"$_BRANCH"'","session":"'"$_SESSION_ID"'"}' 2>/dev/null &
 _HAS_ROUTING="no"
 if [ -f CLAUDE.md ] && grep -q "## Skill routing" CLAUDE.md 2>/dev/null; then
   _HAS_ROUTING="yes"
@@ -571,22 +572,29 @@ If `NEEDS_SETUP`:
    fi
    ```
 
-# /benchmark — Performance Regression Detection
+# /gstack-benchmark - Web Page Performance Regression Detection
 
 You are a **Performance Engineer** who has optimized apps serving millions of requests. You know that performance doesn't degrade in one big regression — it dies by a thousand paper cuts. Each PR adds 50ms here, 20KB there, and one day the app takes 8 seconds to load and nobody knows when it got slow.
 
 Your job is to measure, baseline, compare, and alert. You use the browse daemon's `perf` command and JavaScript evaluation to gather real performance data from running pages.
 
+## Not For
+
+Do not run this skill for the bare word "benchmark" unless the request is clearly
+about web page performance. Skip this skill for model benchmarks, agent evals,
+business benchmark research, product metric design, or atrib behavior-impact
+measurement. For cross-model gstack skill comparisons, use `/benchmark-models`.
+
 ## User-invocable
-When the user types `/benchmark`, run this skill.
+When the user types `/gstack-benchmark`, run this skill.
 
 ## Arguments
-- `/benchmark <url>` — full performance audit with baseline comparison
-- `/benchmark <url> --baseline` — capture baseline (run before making changes)
-- `/benchmark <url> --quick` — single-pass timing check (no baseline needed)
-- `/benchmark <url> --pages /,/dashboard,/api/health` — specify pages
-- `/benchmark --diff` — benchmark only pages affected by current branch
-- `/benchmark --trend` — show performance trends from historical data
+- `/gstack-benchmark <url>` — full performance audit with baseline comparison
+- `/gstack-benchmark <url> --baseline` — capture baseline (run before making changes)
+- `/gstack-benchmark <url> --quick` — single-pass timing check (no baseline needed)
+- `/gstack-benchmark <url> --pages /,/dashboard,/api/health` — specify pages
+- `/gstack-benchmark --diff` — benchmark only pages affected by current branch
+- `/gstack-benchmark --trend` — show performance trends from historical data
 
 ## Instructions
 
diff --git a/benchmark/SKILL.md.tmpl b/benchmark/SKILL.md.tmpl
index 038f16f5f..939c905bd 100644
--- a/benchmark/SKILL.md.tmpl
+++ b/benchmark/SKILL.md.tmpl
@@ -1,20 +1,21 @@
 ---
-name: benchmark
+name: gstack-benchmark
 preamble-tier: 1
 version: 1.0.0
 description: |
-  Performance regression detection using the browse daemon. Establishes
+  Web page performance regression detection using the browse daemon. Establishes
   baselines for page load times, Core Web Vitals, and resource sizes.
   Compares before/after on every PR. Tracks performance trends over time.
-  Use when: "performance", "benchmark", "page speed", "lighthouse", "web vitals",
-  "bundle size", "load time". (gstack)
+  Use when: "web performance benchmark", "page speed", "lighthouse",
+  "web vitals", "bundle size", "load time". Do not use for AI model, product,
+  business, eval, or research benchmark work. (gstack)
 voice-triggers:
   - "speed test"
   - "check performance"
 triggers:
-  - performance benchmark
+  - web performance benchmark
   - check page speed
-  - detect performance regression
+  - detect page performance regression
 allowed-tools:
   - Bash
   - Read
@@ -27,22 +28,29 @@ allowed-tools:
 
 {{BROWSE_SETUP}}
 
-# /benchmark — Performance Regression Detection
+# /gstack-benchmark - Web Page Performance Regression Detection
 
 You are a **Performance Engineer** who has optimized apps serving millions of requests. You know that performance doesn't degrade in one big regression — it dies by a thousand paper cuts. Each PR adds 50ms here, 20KB there, and one day the app takes 8 seconds to load and nobody knows when it got slow.
 
 Your job is to measure, baseline, compare, and alert. You use the browse daemon's `perf` command and JavaScript evaluation to gather real performance data from running pages.
 
+## Not For
+
+Do not run this skill for the bare word "benchmark" unless the request is clearly
+about web page performance. Skip this skill for model benchmarks, agent evals,
+business benchmark research, product metric design, or atrib behavior-impact
+measurement. For cross-model gstack skill comparisons, use `/benchmark-models`.
+
 ## User-invocable
-When the user types `/benchmark`, run this skill.
+When the user types `/gstack-benchmark`, run this skill.
 
 ## Arguments
-- `/benchmark <url>` — full performance audit with baseline comparison
-- `/benchmark <url> --baseline` — capture baseline (run before making changes)
-- `/benchmark <url> --quick` — single-pass timing check (no baseline needed)
-- `/benchmark <url> --pages /,/dashboard,/api/health` — specify pages
-- `/benchmark --diff` — benchmark only pages affected by current branch
-- `/benchmark --trend` — show performance trends from historical data
+- `/gstack-benchmark <url>` — full performance audit with baseline comparison
+- `/gstack-benchmark <url> --baseline` — capture baseline (run before making changes)
+- `/gstack-benchmark <url> --quick` — single-pass timing check (no baseline needed)
+- `/gstack-benchmark <url> --pages /,/dashboard,/api/health` — specify pages
+- `/gstack-benchmark --diff` — benchmark only pages affected by current branch
+- `/gstack-benchmark --trend` — show performance trends from historical data
 
 ## Instructions
 
diff --git a/scripts/gen-llms-txt.ts b/scripts/gen-llms-txt.ts
index 02e55d12d..6ade865a3 100644
--- a/scripts/gen-llms-txt.ts
+++ b/scripts/gen-llms-txt.ts
@@ -24,10 +24,12 @@ import { COMMAND_DESCRIPTIONS as BROWSE_COMMANDS } from '../browse/src/commands'
 
 const ROOT = path.resolve(import.meta.dir, '..');
 const OUTPUT = path.join(ROOT, 'gstack', 'llms.txt');
+const CLAUDE_SKIPPED_SKILL_DIRS = new Set(['claude']);
 
 interface SkillEntry {
   name: string;
   description: string;
+  href: string;
 }
 
 /**
@@ -113,6 +115,11 @@ function oneLine(text: string): string {
   return first.replace(/\s+/g, ' ').trim();
 }
 
+function skillDirForOutput(output: string): string {
+  const dir = path.dirname(output);
+  return dir === '.' ? '.' : dir;
+}
+
 interface GenerateOptions {
   /** Override repo root (for tests). */
   root?: string;
@@ -135,6 +142,9 @@ export async function generateLlmsTxt(opts: GenerateOptions = {}): Promise<Gener
   const templates = discoverTemplates(root);
   const skills: SkillEntry[] = [];
   for (const t of templates) {
+    if (CLAUDE_SKIPPED_SKILL_DIRS.has(skillDirForOutput(t.output))) {
+      continue;
+    }
     const filePath = path.join(root, t.tmpl);
     const entry = parseSkillFrontmatter(filePath);
     if (!entry) {
@@ -144,7 +154,7 @@ export async function generateLlmsTxt(opts: GenerateOptions = {}): Promise<Gener
       }
       continue;
     }
-    skills.push(entry);
+    skills.push({ ...entry, href: t.output });
   }
   skills.sort((a, b) => a.name.localeCompare(b.name));
 
@@ -167,7 +177,7 @@ export async function generateLlmsTxt(opts: GenerateOptions = {}): Promise<Gener
   lines.push('');
   for (const skill of skills) {
     const summary = oneLine(skill.description);
-    lines.push(`- [/${skill.name}](${skill.name}/SKILL.md): ${summary}`);
+    lines.push(`- [/${skill.name}](${skill.href}): ${summary}`);
   }
   lines.push('');
 
diff --git a/scripts/proactive-suggestions.json b/scripts/proactive-suggestions.json
index d08c60853..0bf91597b 100644
--- a/scripts/proactive-suggestions.json
+++ b/scripts/proactive-suggestions.json
@@ -9,8 +9,8 @@
       "voice_line": "Voice triggers (speech-to-text aliases): \"auto plan\", \"automatic review\"."
     },
     "benchmark": {
-      "lead": "Performance regression detection using the browse daemon.",
-      "routing": "Establishes\nbaselines for page load times, Core Web Vitals, and resource sizes.\nCompares before/after on every PR. Tracks performance trends over time.\nUse when: \"performance\", \"benchmark\", \"page speed\", \"lighthouse\", \"web vitals\",\n\"bundle size\", \"load time\".",
+      "lead": "Web page performance regression detection using the browse daemon.",
+      "routing": "Establishes\nbaselines for page load times, Core Web Vitals, and resource sizes.\nCompares before/after on every PR. Tracks performance trends over time.\nUse when: \"web performance benchmark\", \"page speed\", \"lighthouse\",\n\"web vitals\", \"bundle size\", \"load time\". Do not use for AI model, product,\nbusiness, eval, or research benchmark work.",
       "voice_line": "Voice triggers (speech-to-text aliases): \"speed test\", \"check performance\"."
     },
     "benchmark-models": {
diff --git a/test/gen-skill-docs.test.ts b/test/gen-skill-docs.test.ts
index 2fb783ffd..bb1dba6c3 100644
--- a/test/gen-skill-docs.test.ts
+++ b/test/gen-skill-docs.test.ts
@@ -467,6 +467,23 @@ describe('gen-skill-docs', () => {
     }
   });
 
+  test('benchmark skill is scoped to web performance', () => {
+    const generated = fs.readFileSync(path.join(ROOT, 'benchmark', 'SKILL.md'), 'utf-8');
+    const template = fs.readFileSync(path.join(ROOT, 'benchmark', 'SKILL.md.tmpl'), 'utf-8');
+
+    for (const content of [generated, template]) {
+      const frontmatter = content.match(/^---\n([\s\S]*?)\n---/)?.[1] ?? '';
+      expect(frontmatter).toContain('name: gstack-benchmark');
+      expect(frontmatter).not.toContain('name: benchmark');
+      expect(frontmatter).toContain('web performance benchmark');
+      expect(frontmatter).not.toMatch(/["']benchmark["']/);
+      expect(content).toContain('Do not run this skill for the bare word "benchmark"');
+      expect(content).toContain('For cross-model gstack skill comparisons, use `/benchmark-models`.');
+      expect(content).toContain('/gstack-benchmark <url>');
+      expect(content).not.toContain('When the user types `/benchmark`, run this skill.');
+    }
+  });
+
   test('qa and qa-only templates use QA_METHODOLOGY placeholder', () => {
     const qaTmpl = fs.readFileSync(path.join(ROOT, 'qa', 'SKILL.md.tmpl'), 'utf-8');
     expect(qaTmpl).toContain('{{QA_METHODOLOGY}}');
diff --git a/test/llms-txt-shape.test.ts b/test/llms-txt-shape.test.ts
index 3cbebb426..14de056c9 100644
--- a/test/llms-txt-shape.test.ts
+++ b/test/llms-txt-shape.test.ts
@@ -25,17 +25,29 @@ describe('gen-llms-txt — shape', () => {
     expect(generated.content).toContain('auto-generated');
   });
 
-  test('every skill .tmpl in the repo appears in the index', () => {
+  test('every generated Claude skill appears in the index', () => {
     const templates = discoverTemplates(ROOT);
+    const claudeGeneratedTemplates = templates.filter((t) => path.dirname(t.output) !== 'claude');
     // Filter to those that successfully parsed (have name + description).
     expect(generated.skills.length).toBeGreaterThan(0);
-    expect(generated.skills.length).toBeLessThanOrEqual(templates.length);
+    expect(generated.skills.length).toBeLessThanOrEqual(claudeGeneratedTemplates.length);
+    expect(generated.content).not.toContain('[/claude]');
 
     for (const skill of generated.skills) {
       expect(generated.content).toMatch(new RegExp(`/${skill.name}\\b`));
     }
   });
 
+  test('every skill link points at an existing generated file', () => {
+    const skillsSection = generated.content.split('## Skills')[1].split('## Browse Commands')[0];
+    const links = [...skillsSection.matchAll(/- \[\/[^\]]+\]\(([^)]+)\):/g)].map((m) => m[1]);
+    expect(links.length).toBe(generated.skills.length);
+
+    for (const href of links) {
+      expect(fs.existsSync(path.join(ROOT, href)), href).toBe(true);
+    }
+  });
+
   test('every browse command in COMMAND_DESCRIPTIONS appears in the index', () => {
     expect(generated.browseCommands.length).toBeGreaterThan(0);
     for (const cmd of generated.browseCommands) {