diff --git a/demo/index.html b/demo/index.html
index c67307d9..5a69c090 100644
--- a/demo/index.html
+++ b/demo/index.html
@@ -420,7 +420,6 @@
     <div class="sidebar-section" id="skills-section">
       <div class="sidebar-header skills-header" onclick="toggleSection('skills-section')">
         <span class="section-arrow">▶</span> 🤖 AGENT SKILLS
-        <span id="session-badge" style="display:none;font-size:10px;background:var(--purple);color:#fff;padding:1px 6px;border-radius:8px;margin-left:6px;" title="会话进行中">● 会话中</span>
         <div class="agent-selector" onclick="event.stopPropagation()">
           <button class="agent-btn agent-claude active" data-agent="claude" onclick="setAgent('claude')">🤖 Claude Code</button>
           <button class="agent-btn agent-codex" data-agent="codex" onclick="setAgent('codex')">📟 Codex</button>
@@ -1468,7 +1467,6 @@ function sendClaudeRequest(prompt) {
       // ── 会话管理：保存 session_id 并提示用户 ──
       if (data.session_id) {
         claudeSessionId = data.session_id;
-        updateSessionBadge();
         var shortId = data.session_id.substring(0, 8);
         if (data.ok) {
           appendEntry('info', '💬 会话持续中 · ID: <code>' + shortId + '</code> · <span style="color:var(--accent);cursor:pointer;text-decoration:underline;" onclick="newClaudeSession()">点击开始新会话</span> · 下一条 Claude 指令将自动延续本会话');
@@ -1513,24 +1511,10 @@ function sendClaudeRequest(prompt) {
 // ── Start a fresh Claude Code session ──
 function newClaudeSession() {
   claudeSessionId = null;
-  updateSessionBadge();
   appendEntry('info', '🆕 已开始新会话 — 下一条 Claude 指令将创建全新对话');
   showToast('Claude 会话已重置', 'ok');
 }
 
-// ── Update session badge in sidebar ──
-function updateSessionBadge() {
-  var badge = document.getElementById('session-badge');
-  if (badge) {
-    if (claudeSessionId) {
-      badge.style.display = 'inline';
-      badge.textContent = '● 会话中';
-    } else {
-      badge.style.display = 'none';
-    }
-  }
-}
-
 // ── Reset after execution ──
 function resetExecState() {
   isRunning = false;
diff --git a/workflows/01-community-ops.ps1 b/workflows/01-community-ops.ps1
index 4ced467f..4a968ed1 100644
--- a/workflows/01-community-ops.ps1
+++ b/workflows/01-community-ops.ps1
@@ -101,7 +101,7 @@ if ($prsJson) {
         $prData = ($prsJson | ConvertFrom-Json).data
         $prs = if ($prData.issues) { @($prData.issues) } elseif ($prData.pulls) { @($prData.pulls) } elseif ($prData -is [array]) { @($prData) } else { @() }
         foreach ($pr in $prs) {
-            $prTitle = if ($pr.subject) { $pr.subject } elseif ($pr.title) { $pr.title } else { "N/A" }
+            $prTitle = if ($pr.name) { $pr.name } elseif ($pr.subject) { $pr.subject } elseif ($pr.title) { $pr.title } else { "N/A" }
             $prNum = if ($pr.pull_request_number) { $pr.pull_request_number } elseif ($pr.number) { $pr.number } else { "?" }
             $prAuthor = if ($pr.author_login) { $pr.author_login } elseif ($pr.author.login) { $pr.author.login } else { "?" }
             $prItems += "- $prTitle (#$prNum) (@$prAuthor)"
@@ -122,6 +122,9 @@ $docLines = @()
 $otherLines = @()
 $issContributors = @{}
 $issCount = 0
+# Dedupe by issue index: the same issue can be returned by both the open
+# and closed state queries, which would otherwise double-count it.
+$seenIssues = @{}
 $today = (Get-Date -Format "yyyy-MM-dd")
 $yesterday = ((Get-Date).AddDays(-1)).ToString("yyyy-MM-dd")
 
@@ -133,6 +136,8 @@ foreach ($state in @("open","closed")) {
         $issues = if ($issData.issues) { @($issData.issues) } elseif ($issData -is [array]) { @($issData) } else { @() }
         foreach ($iss in $issues) {
             $num = if ($iss.project_issues_index) { $iss.project_issues_index } elseif ($iss.number) { $iss.number } else { "?" }
+            if ($num -ne "?" -and $seenIssues.ContainsKey($num)) { continue }
+            if ($num -ne "?") { $seenIssues[$num] = $true }
             $title = if ($iss.subject) { $iss.subject } elseif ($iss.title) { $iss.title } else { "N/A" }
             $desc = if ($iss.description) { $iss.description } else { "" }
             $author = if ($iss.author.login) { $iss.author.login } elseif ($iss.author.username) { $iss.author.username } else { "?" }
diff --git a/workflows/01-community-ops.sh b/workflows/01-community-ops.sh
index d779295c..3dfd5e91 100644
--- a/workflows/01-community-ops.sh
+++ b/workflows/01-community-ops.sh
@@ -94,7 +94,7 @@ PR_CONTRIBUTORS=""
 PR_TMP=$(mktemp)
 PRS_JSON=$(gl_run pr +list --owner "$OWNER" --repo "$REPO" --state merged --limit 100 2>/dev/null || true)
 if [[ -n "$PRS_JSON" ]]; then
-    echo "$PRS_JSON" | jq -r '(.data.issues // .data.pulls // .data // [])[]? | "\(.subject // .title // "N/A")\t\(.pull_request_number // .number // .id)\t\(.author_login // .author.login // "?")"' 2>/dev/null > "$PR_TMP" || true
+    echo "$PRS_JSON" | jq -r '(.data.issues // .data.pulls // .data // [])[]? | "\(.name // .subject // .title // "N/A")\t\(.pull_request_number // .number // .id)\t\(.author_login // .author.login // "?")"' 2>/dev/null > "$PR_TMP" || true
     while IFS=$'\t' read -r pr_title pr_num pr_author || [[ -n "$pr_title" ]]; do
         PR_ITEMS+="- ${pr_title} (#${pr_num}) (@${pr_author})"$'\n'
         PR_CONTRIBUTORS+="@${pr_author} "