feat(kimi): unwrap redirect urls and merge search panel into citations

Pull Kimi's "搜索网页" panel results into the regular citation source
flow, drop the dedicated-citation-panel branch on the server side, and
unwrap Kimi redirect URLs so citation source items resolve to the real
target host.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

apps/desktop-client/src/main/adapters/kimi.test.ts

@@ -0,0 +1,138 @@
+import { describe, expect, it } from "vitest";
+
+import { __kimiTestUtils } from "./kimi";
+
+const {
+  buildSourceItem,
+  classifyKimiSources,
+  mergeKimiSourceLinksIntoContentSnapshot,
+  normalizeUrl,
+} = __kimiTestUtils;
+
+function buildSnapshot(overrides: Partial<Parameters<typeof classifyKimiSources>[0]>): Parameters<typeof classifyKimiSources>[0] {
+  return {
+    url: "https://www.kimi.com/chat/test",
+    title: "Kimi",
+    currentModelLabel: "K2.6 思考",
+    loginRequired: false,
+    loginReason: null,
+    busy: false,
+    busySignals: [],
+    sendDisabled: null,
+    answerText: "答案",
+    answerBlocks: ["答案"],
+    reasoningText: null,
+    reasoningBlocks: [],
+    questionMatched: true,
+    candidateAnswerCount: 1,
+    candidateReasoningCount: 0,
+    citationLinks: [],
+    panelCitationLinks: [],
+    inlineCitationCandidateLinks: [],
+    searchResultLinks: [],
+    signature: "sig",
+    ...overrides,
+  };
+}
+
+describe("kimi adapter helpers", () => {
+  it("unwraps Kimi redirect URLs before storing source items", () => {
+    expect(normalizeUrl("https://www.kimi.com/redirect?url=https%3A%2F%2Fexample.com%2Fsource%23ref")).toBe(
+      "https://example.com/source",
+    );
+
+    expect(buildSourceItem({
+      url: "https://www.kimi.com/redirect?target=https%3A%2F%2Fsource.example.com%2Fnews%3Fid%3D1",
+      title: "搜索结果标题",
+      text: null,
+      siteName: "来源站点",
+    })).toMatchObject({
+      url: "https://source.example.com/news?id=1",
+      normalized_url: "https://source.example.com/news?id=1",
+      title: "搜索结果标题",
+      site_name: "来源站点",
+      host: "source.example.com",
+    });
+  });
+
+  it("uses search web results as citation sources and footer references as content citation candidates", () => {
+    const classified = classifyKimiSources(buildSnapshot({
+      searchResultLinks: [
+        {
+          url: "https://search.example.com/a",
+          title: "搜索网页 A",
+          text: "搜索网页 A",
+          siteName: "搜索站点",
+        },
+      ],
+      panelCitationLinks: [
+        {
+          url: "https://content.example.com/cited",
+          title: "页尾引用文章",
+          text: "页尾引用文章",
+          siteName: "内容站点",
+        },
+      ],
+      inlineCitationCandidateLinks: [
+        {
+          url: "https://content.example.com/site",
+          title: null,
+          text: "内容站点",
+          siteName: "内容站点",
+        },
+      ],
+    }));
+
+    expect(classified.citations).toHaveLength(1);
+    expect(classified.citations[0]?.url).toBe("https://search.example.com/a");
+    expect(classified.searchResults[0]?.url).toBe("https://search.example.com/a");
+    expect(classified.panelCitations[0]?.url).toBe("https://content.example.com/cited");
+    expect(classified.inlineCitationCandidates.map((item) => item.url)).toEqual([
+      "https://content.example.com/cited",
+      "https://content.example.com/site",
+    ]);
+  });
+
+  it("falls back to footer references as citation sources when no search web results are visible", () => {
+    const classified = classifyKimiSources(buildSnapshot({
+      panelCitationLinks: [
+        {
+          url: "https://content.example.com/cited",
+          title: "页尾引用文章",
+          text: "页尾引用文章",
+          siteName: "内容站点",
+        },
+      ],
+    }));
+
+    expect(classified.searchResults).toHaveLength(0);
+    expect(classified.citations).toHaveLength(1);
+    expect(classified.citations[0]?.url).toBe("https://content.example.com/cited");
+  });
+
+  it("keeps the answer text from the content snapshot when merging side-panel sources", () => {
+    const merged = mergeKimiSourceLinksIntoContentSnapshot(
+      buildSnapshot({
+        answerText: "真实回答正文",
+        answerBlocks: ["真实回答正文"],
+      }),
+      buildSnapshot({
+        answerText: "搜索网页 48\nhttps://example.com/a 很长的侧栏文本",
+        answerBlocks: ["搜索网页 48\nhttps://example.com/a 很长的侧栏文本"],
+        searchResultLinks: [
+          {
+            url: "https://example.com/a",
+            title: "搜索结果 A",
+            text: "搜索结果 A",
+            siteName: "Example",
+          },
+        ],
+      }),
+    );
+
+    expect(merged.answerText).toBe("真实回答正文");
+    expect(merged.answerBlocks).toEqual(["真实回答正文"]);
+    expect(merged.searchResultLinks).toHaveLength(1);
+    expect(merged.searchResultLinks[0]?.url).toBe("https://example.com/a");
+  });
+});

apps/desktop-client/src/main/adapters/kimi.ts

@@ -14,6 +14,26 @@ const KIMI_INCOMPLETE_ANSWER_GRACE_MS = 18_000;
 const KIMI_EDITOR_SELECTOR = "div[role=\"textbox\"].chat-input-editor, .chat-input-editor[role=\"textbox\"], [role=\"textbox\"][class*=\"chat-input-editor\"]";
 const KIMI_SEND_BUTTON_SELECTOR = ".send-button-container";
 const KIMI_THINKING_MODE_LABEL = "K2.6 思考";
+const KIMI_REDIRECT_QUERY_KEYS = [
+  "url",
+  "u",
+  "target",
+  "targetUrl",
+  "target_url",
+  "link",
+  "href",
+  "sourceUrl",
+  "source_url",
+  "originUrl",
+  "origin_url",
+  "realUrl",
+  "real_url",
+  "redirect",
+  "redirect_url",
+  "jump",
+  "jump_url",
+  "to",
+];
 
 type KimiDomLink = {
   url: string;
@@ -45,6 +65,13 @@ type KimiPageSnapshot = {
   signature: string | null;
 };
 
+type KimiClassifiedSources = {
+  citations: MonitoringSourceItem[];
+  searchResults: MonitoringSourceItem[];
+  inlineCitationCandidates: MonitoringSourceItem[];
+  panelCitations: MonitoringSourceItem[];
+};
+
 type KimiModeSwitchResult =
   | {
     ok: true;
@@ -87,19 +114,85 @@ function normalizeOptionalString(value: unknown): string | null {
   return trimmed ? trimmed : null;
 }
 
+function decodeUrlCandidate(value: string): string {
+  let decoded = value.trim();
+  for (let index = 0; index < 3; index += 1) {
+    try {
+      const next = decodeURIComponent(decoded);
+      if (next === decoded) {
+        break;
+      }
+      decoded = next;
+    } catch {
+      break;
+    }
+  }
+  return decoded;
+}
+
+function coercePotentialUrl(value: string): string {
+  const trimmed = decodeUrlCandidate(value);
+  if (/^\/\//.test(trimmed)) {
+    return `https:${trimmed}`;
+  }
+  if (/^[a-z0-9-]+(?:\.[a-z0-9-]+)+(?:[/?#].*)?$/i.test(trimmed)) {
+    return `https://${trimmed}`;
+  }
+  return trimmed;
+}
+
+function normalizeAbsoluteUrl(value: string): string | null {
+  try {
+    const url = new URL(coercePotentialUrl(value));
+    url.hash = "";
+    return url.toString();
+  } catch {
+    return null;
+  }
+}
+
+function extractRedirectTargetUrl(value: string): string | null {
+  const direct = normalizeAbsoluteUrl(value);
+  if (!direct) {
+    return null;
+  }
+
+  try {
+    const url = new URL(direct);
+    for (const key of KIMI_REDIRECT_QUERY_KEYS) {
+      const raw = url.searchParams.get(key);
+      if (!raw) {
+        continue;
+      }
+      const normalized = normalizeAbsoluteUrl(raw);
+      if (normalized) {
+        return normalized;
+      }
+    }
+  } catch {
+    return null;
+  }
+
+  const encodedMatch = direct.match(/https?%3A%2F%2F[^&\s"'<>]+/i);
+  if (encodedMatch) {
+    return normalizeAbsoluteUrl(encodedMatch[0]);
+  }
+
+  const plainMatch = direct.match(/https?:\/\/[^&\s"'<>]+/i);
+  if (plainMatch && plainMatch[0] !== direct) {
+    return normalizeAbsoluteUrl(plainMatch[0]);
+  }
+
+  return null;
+}
+
 function normalizeUrl(value: unknown): string | null {
   const input = normalizeText(value);
   if (!input) {
     return null;
   }
 
-  try {
-    const url = new URL(input);
-    url.hash = "";
-    return url.toString();
-  } catch {
-    return input;
-  }
+  return extractRedirectTargetUrl(input) ?? normalizeAbsoluteUrl(input);
 }
 
 function buildSourceItem(source: KimiDomLink): MonitoringSourceItem | null {
@@ -152,6 +245,99 @@ function dedupeSourceItems(items: MonitoringSourceItem[]): MonitoringSourceItem[
   return Array.from(keyed.values());
 }
 
+function dedupeKimiDomLinks(items: KimiDomLink[]): KimiDomLink[] {
+  const keyed = new Map<string, KimiDomLink>();
+  for (const item of items) {
+    const key = normalizeUrl(item.url);
+    if (!key) {
+      continue;
+    }
+
+    const existing = keyed.get(key);
+    if (!existing) {
+      keyed.set(key, {
+        ...item,
+        url: key,
+      });
+      continue;
+    }
+
+    keyed.set(key, {
+      url: key,
+      title: existing.title ?? item.title ?? null,
+      text: existing.text ?? item.text ?? null,
+      siteName: existing.siteName ?? item.siteName ?? null,
+    });
+  }
+  return Array.from(keyed.values());
+}
+
+function mergeKimiDomLinks(left: KimiDomLink[], right: KimiDomLink[]): KimiDomLink[] {
+  return dedupeKimiDomLinks([...left, ...right]);
+}
+
+function mergeKimiSnapshots(base: KimiPageSnapshot, extra: KimiPageSnapshot): KimiPageSnapshot {
+  const citationLinks = mergeKimiDomLinks(base.citationLinks, extra.citationLinks);
+  const panelCitationLinks = mergeKimiDomLinks(base.panelCitationLinks, extra.panelCitationLinks);
+  const inlineCitationCandidateLinks = mergeKimiDomLinks(
+    base.inlineCitationCandidateLinks,
+    extra.inlineCitationCandidateLinks,
+  );
+  const searchResultLinks = mergeKimiDomLinks(base.searchResultLinks, extra.searchResultLinks);
+
+  return {
+    ...base,
+    citationLinks,
+    panelCitationLinks,
+    inlineCitationCandidateLinks,
+    searchResultLinks,
+    signature: [
+      base.signature,
+      extra.signature,
+      ...citationLinks.map((item) => item.url),
+      ...searchResultLinks.map((item) => item.url),
+    ].filter(Boolean).join("\n").slice(-6_000) || base.signature || extra.signature,
+  };
+}
+
+function mergeKimiSourceLinksIntoContentSnapshot(
+  contentSnapshot: KimiPageSnapshot,
+  sourceSnapshot: KimiPageSnapshot,
+): KimiPageSnapshot {
+  return mergeKimiSnapshots(contentSnapshot, sourceSnapshot);
+}
+
+function classifyKimiSources(snapshot: KimiPageSnapshot): KimiClassifiedSources {
+  const searchResults = dedupeSourceItems(
+    snapshot.searchResultLinks
+      .map((item) => buildSourceItem(item))
+      .filter((item): item is MonitoringSourceItem => item !== null),
+  );
+  const panelCitations = dedupeSourceItems(
+    snapshot.panelCitationLinks
+      .map((item) => buildSourceItem(item))
+      .filter((item): item is MonitoringSourceItem => item !== null),
+  );
+  const inlineAnswerCitations = dedupeSourceItems(
+    snapshot.inlineCitationCandidateLinks
+      .map((item) => buildSourceItem(item))
+      .filter((item): item is MonitoringSourceItem => item !== null),
+  );
+  const inlineCitationCandidates = dedupeSourceItems([
+    ...panelCitations,
+    ...inlineAnswerCitations,
+  ]);
+
+  return {
+    // Kimi's citation-source list is the "搜索网页" result set. The footer "引用" panel
+    // is kept as inline/content citation metadata instead.
+    citations: searchResults.length ? searchResults : panelCitations,
+    searchResults,
+    inlineCitationCandidates,
+    panelCitations,
+  };
+}
+
 function toJsonValue(value: unknown, depth = 0): JsonValue {
   if (value == null || depth > 12) {
     return null;
@@ -405,6 +591,231 @@ async function ensureKimiCitationPanelOpen(page: PlaywrightPage, signal?: AbortS
   }
 }
 
+async function ensureKimiSearchPanelOpen(page: PlaywrightPage, signal?: AbortSignal): Promise<void> {
+  for (let attempt = 0; attempt < 4; attempt += 1) {
+    const state = await page.evaluate(() => {
+      const normalize = (value: unknown): string | null => {
+        if (typeof value !== "string") {
+          return null;
+        }
+        const trimmed = value
+          .replace(/\u00a0/g, " ")
+          .split(/\n+/)
+          .map((line) => line.trim())
+          .filter(Boolean)
+          .join(" ");
+        return trimmed ? trimmed : null;
+      };
+
+      const isVisible = (element: Element | null | undefined): element is HTMLElement => {
+        if (!(element instanceof HTMLElement)) {
+          return false;
+        }
+        const style = window.getComputedStyle(element);
+        if (style.display === "none" || style.visibility === "hidden" || style.opacity === "0") {
+          return false;
+        }
+        const rect = element.getBoundingClientRect();
+        return rect.width > 0 && rect.height > 0;
+      };
+
+      const panelReady = Array.from(document.querySelectorAll("div, section, aside"))
+        .some((element) => {
+          if (!(element instanceof HTMLElement) || !isVisible(element)) {
+            return false;
+          }
+          const text = normalize(element.innerText) ?? "";
+          return /^搜索网页\s+\d+/m.test(text) && element.querySelectorAll("a[href], [data-url], [data-href]").length > 0;
+        });
+      if (panelReady) {
+        return {
+          ready: true,
+          clicked: false,
+        };
+      }
+
+      const candidates = Array.from(document.querySelectorAll("button, [role=\"button\"], a, [tabindex], div, li, span"))
+        .filter((element): element is HTMLElement => isVisible(element))
+        .map((element) => {
+          const text = normalize(element.innerText || element.textContent || "") ?? "";
+          if (!/搜索网页/.test(text) || !/结果/.test(text)) {
+            return null;
+          }
+
+          const target = element.closest("button, [role=\"button\"], a, [tabindex], li, [class*=\"search\"], [class*=\"Search\"], [class*=\"web\"], [class*=\"Web\"]") ?? element;
+          if (!(target instanceof HTMLElement) || !isVisible(target)) {
+            return null;
+          }
+
+          const rect = target.getBoundingClientRect();
+          const className = String(target.className || "");
+          const inSideConsole = Boolean(target.closest(".side-console, .side-console-container"));
+          let score = 0;
+          if (/^\s*搜索网页/.test(text)) {
+            score += 120;
+          }
+          if (/\d+\s*个?结果/.test(text)) {
+            score += 100;
+          }
+          if (target.matches("button, [role=\"button\"], a, [tabindex]")) {
+            score += 60;
+          }
+          if (/(search|web|result|思考|research|ole)/i.test(className)) {
+            score += 30;
+          }
+          if (inSideConsole) {
+            score -= 200;
+          }
+          score -= Math.min(rect.width * rect.height / 20_000, 60);
+          return {
+            target,
+            score,
+          };
+        })
+        .filter((item): item is { target: HTMLElement; score: number } => Boolean(item))
+        .sort((left, right) => right.score - left.score);
+
+      const seen = new Set<HTMLElement>();
+      const trigger = candidates
+        .map((item) => item.target)
+        .find((target) => {
+          if (seen.has(target)) {
+            return false;
+          }
+          seen.add(target);
+          return true;
+        });
+      if (!trigger) {
+        return {
+          ready: false,
+          clicked: false,
+        };
+      }
+
+      trigger.scrollIntoView({ block: "center", inline: "center" });
+      trigger.dispatchEvent(new MouseEvent("mouseover", { bubbles: true }));
+      trigger.dispatchEvent(new MouseEvent("mousedown", { bubbles: true, cancelable: true }));
+      trigger.dispatchEvent(new MouseEvent("mouseup", { bubbles: true, cancelable: true }));
+      trigger.click();
+      return {
+        ready: false,
+        clicked: true,
+      };
+    }).catch(() => ({
+      ready: false,
+      clicked: false,
+    }));
+
+    if (state.ready) {
+      return;
+    }
+    if (!state.clicked && attempt > 0) {
+      await pinKimiConversationToBottom(page);
+    }
+    await sleep(450, signal).catch(() => undefined);
+  }
+}
+
+async function scrollKimiSearchPanel(page: PlaywrightPage): Promise<{ atBottom: boolean; moved: boolean }> {
+  return page.evaluate(() => {
+    const normalize = (value: unknown): string | null => {
+      if (typeof value !== "string") {
+        return null;
+      }
+      const trimmed = value
+        .replace(/\u00a0/g, " ")
+        .split(/\n+/)
+        .map((line) => line.trim())
+        .filter(Boolean)
+        .join("\n");
+      return trimmed ? trimmed : null;
+    };
+
+    const isVisible = (element: Element | null | undefined): element is HTMLElement => {
+      if (!(element instanceof HTMLElement)) {
+        return false;
+      }
+      const style = window.getComputedStyle(element);
+      if (style.display === "none" || style.visibility === "hidden" || style.opacity === "0") {
+        return false;
+      }
+      const rect = element.getBoundingClientRect();
+      return rect.width > 0 && rect.height > 0;
+    };
+
+    const candidates = Array.from(document.querySelectorAll("div, section, aside"))
+      .filter((element): element is HTMLElement => {
+        if (!(element instanceof HTMLElement) || !isVisible(element)) {
+          return false;
+        }
+        const text = normalize(element.innerText) ?? "";
+        return text.includes("搜索网页") && element.scrollHeight - element.clientHeight > 32;
+      })
+      .sort((left, right) => {
+        const leftScrollable = left.scrollHeight - left.clientHeight;
+        const rightScrollable = right.scrollHeight - right.clientHeight;
+        return rightScrollable - leftScrollable;
+      });
+
+    const panel = candidates[0] ?? null;
+    if (!panel) {
+      return {
+        atBottom: true,
+        moved: false,
+      };
+    }
+
+    const before = panel.scrollTop;
+    const maxScrollTop = Math.max(panel.scrollHeight - panel.clientHeight, 0);
+    panel.scrollTop = Math.min(maxScrollTop, panel.scrollTop + Math.max(panel.clientHeight - 96, 420));
+    return {
+      atBottom: panel.scrollTop >= maxScrollTop - 2,
+      moved: panel.scrollTop !== before,
+    };
+  }).catch(() => ({
+    atBottom: true,
+    moved: false,
+  }));
+}
+
+async function collectKimiSearchPanelLinks(
+  page: PlaywrightPage,
+  questionText: string,
+  signal: AbortSignal,
+): Promise<KimiDomLink[]> {
+  await ensureKimiSearchPanelOpen(page, signal);
+
+  let collected: KimiDomLink[] = [];
+  let stalledPolls = 0;
+  for (let index = 0; index < 80; index += 1) {
+    if (signal.aborted) {
+      throw new Error("adapter_aborted");
+    }
+
+    const snapshot = await readKimiPageSnapshot(page, questionText);
+    const beforeCount = collected.length;
+    collected = mergeKimiDomLinks(collected, snapshot.searchResultLinks);
+    const state = await scrollKimiSearchPanel(page);
+
+    if (collected.length === beforeCount) {
+      stalledPolls += 1;
+    } else {
+      stalledPolls = 0;
+    }
+
+    if (state.atBottom && stalledPolls >= 2) {
+      break;
+    }
+    if (!state.moved && stalledPolls >= 3) {
+      break;
+    }
+
+    await sleep(180, signal).catch(() => undefined);
+  }
+
+  return collected;
+}
+
 function countMatches(input: string, pattern: RegExp): number {
   const flags = pattern.flags.includes("g") ? pattern.flags : `${pattern.flags}g`;
   return input.match(new RegExp(pattern.source, flags))?.length ?? 0;
@@ -979,7 +1390,7 @@ async function ensureKimiThinkingMode(page: PlaywrightPage): Promise<KimiModeSwi
 
 async function readKimiPageSnapshot(page: PlaywrightPage, questionText: string): Promise<KimiPageSnapshot> {
   return page.evaluate(
-    ({ question }) => {
+    ({ question, redirectQueryKeys }) => {
       type CandidateKind = "answer" | "reasoning";
       type Candidate = {
         element: HTMLElement;
@@ -1062,6 +1473,27 @@ async function readKimiPageSnapshot(page: PlaywrightPage, questionText: string):
         return rect.width > 0 && rect.height > 0;
       };
 
+      const isAuxiliaryPanelElement = (element: Element | null | undefined): boolean => {
+        let current: Element | null = element ?? null;
+        for (let depth = 0; current && depth < 10; depth += 1) {
+          const descriptor = [
+            current.className || "",
+            current.getAttribute("role") || "",
+            current.getAttribute("aria-label") || "",
+            current.getAttribute("data-testid") || "",
+          ].join(" ");
+          const text = current instanceof HTMLElement ? normalizeInline(current.innerText)?.slice(0, 160) ?? "" : "";
+          if (
+            /(side-console|console|drawer|modal|popover|popup|tooltip|floating|hover-card|dropdown|search-result|search-panel|reference-panel|ref-panel|citation-panel)/i.test(descriptor)
+            || /^(引用来源|搜索网页)\s*\d*/.test(text)
+          ) {
+            return true;
+          }
+          current = current.parentElement;
+        }
+        return false;
+      };
+
       const loginSignals = [
         "微信扫码登录",
         "手机号快捷登录",
@@ -1143,19 +1575,84 @@ async function readKimiPageSnapshot(page: PlaywrightPage, questionText: string):
         return order;
       };
 
+      const decodeUrlCandidate = (value: string): string => {
+        let decoded = value.trim();
+        for (let index = 0; index < 3; index += 1) {
+          try {
+            const next = decodeURIComponent(decoded);
+            if (next === decoded) {
+              break;
+            }
+            decoded = next;
+          } catch {
+            break;
+          }
+        }
+        return decoded;
+      };
+
+      const coercePotentialUrl = (value: string): string => {
+        const trimmed = decodeUrlCandidate(value);
+        if (/^\/\//.test(trimmed)) {
+          return `https:${trimmed}`;
+        }
+        if (/^[a-z0-9-]+(?:\.[a-z0-9-]+)+(?:[/?#].*)?$/i.test(trimmed)) {
+          return `https://${trimmed}`;
+        }
+        return trimmed;
+      };
+
+      const normalizeAbsoluteHref = (value: string): string | null => {
+        try {
+          const url = new URL(coercePotentialUrl(value), window.location.href);
+          url.hash = "";
+          return url.toString();
+        } catch {
+          return null;
+        }
+      };
+
+      const extractRedirectTargetHref = (value: string): string | null => {
+        const direct = normalizeAbsoluteHref(value);
+        if (!direct) {
+          return null;
+        }
+
+        try {
+          const url = new URL(direct);
+          for (const key of redirectQueryKeys) {
+            const raw = url.searchParams.get(key);
+            if (!raw) {
+              continue;
+            }
+            const normalized = normalizeAbsoluteHref(raw);
+            if (normalized) {
+              return normalized;
+            }
+          }
+        } catch {
+          return null;
+        }
+
+        const encodedMatch = direct.match(/https?%3A%2F%2F[^&\s"'<>]+/i);
+        if (encodedMatch) {
+          return normalizeAbsoluteHref(encodedMatch[0]);
+        }
+
+        return null;
+      };
+
       const normalizeHref = (value: string | null): string | null => {
         const href = normalizeInline(value);
         if (!href) {
           return null;
         }
 
-        try {
-          const url = new URL(href, window.location.href);
-          url.hash = "";
-          return url.toString();
-        } catch {
+        if (/^(?:javascript|data|blob|mailto|tel):/i.test(href)) {
           return null;
         }
+
+        return extractRedirectTargetHref(href) ?? normalizeAbsoluteHref(href);
       };
 
       const buildSyntheticSourceUrl = (siteName: string | null): string | null => {
@@ -1287,6 +1784,121 @@ async function readKimiPageSnapshot(page: PlaywrightPage, questionText: string):
         };
       };
 
+      const firstUrlFromText = (value: string | null): string | null => {
+        if (!value) {
+          return null;
+        }
+
+        const httpMatch = value.match(/https?:\/\/[^\s"'<>，。；、]+/i);
+        if (httpMatch) {
+          return normalizeHref(httpMatch[0]);
+        }
+
+        const domainMatch = value.match(/\b[a-z0-9-]+(?:\.[a-z0-9-]+)+(?:\/[^\s"'<>，。；、]*)?/i);
+        return domainMatch ? normalizeHref(domainMatch[0]) : null;
+      };
+
+      const readElementUrl = (element: Element): string | null => {
+        const candidateAttributes = [
+          "href",
+          "data-href",
+          "data-url",
+          "data-link",
+          "data-target-url",
+          "data-source-url",
+          "data-origin-url",
+          "data-real-url",
+          "data-page-url",
+          "data-web-url",
+          "data-log",
+          "data-click",
+          "data-extra",
+          "data-info",
+          "data-value",
+        ];
+        const candidates: string[] = [];
+        for (const name of candidateAttributes) {
+          const value = element.getAttribute(name);
+          if (value) {
+            candidates.push(value);
+          }
+        }
+
+        if (element instanceof HTMLElement) {
+          candidates.push(...Object.values(element.dataset).filter((value): value is string => Boolean(value)));
+        }
+
+        for (const candidate of candidates) {
+          const href = normalizeHref(candidate) ?? firstUrlFromText(candidate);
+          if (isExternalSourceUrl(href)) {
+            return href;
+          }
+        }
+
+        const text = normalizeBlock(element.textContent ?? "");
+        if (text && text.length <= 2_000) {
+          const href = firstUrlFromText(text);
+          if (isExternalSourceUrl(href)) {
+            return href;
+          }
+        }
+
+        return null;
+      };
+
+      const extractSearchResultLink = (element: Element): KimiDomLink | null => {
+        const anchorLink = extractExternalAnchorLink(element);
+        if (anchorLink) {
+          return anchorLink;
+        }
+        if (!(element instanceof HTMLElement) || !isVisible(element)) {
+          return null;
+        }
+
+        const href = readElementUrl(element);
+        if (!isExternalSourceUrl(href)) {
+          return null;
+        }
+
+        const card = element.closest([
+          "a",
+          "li",
+          "article",
+          "section",
+          "[role=\"listitem\"]",
+          "[class*=\"item\"]",
+          "[class*=\"Item\"]",
+          "[class*=\"card\"]",
+          "[class*=\"Card\"]",
+          "[class*=\"result\"]",
+          "[class*=\"Result\"]",
+          "[class*=\"source\"]",
+          "[class*=\"Source\"]",
+          "[class*=\"web\"]",
+          "[class*=\"Web\"]",
+        ].join(",")) ?? element;
+
+        const title = normalizeInline(
+          card.querySelector("[class*=\"title\"], [class*=\"Title\"], h1, h2, h3, h4")?.textContent
+          ?? element.getAttribute("title")
+          ?? element.getAttribute("aria-label")
+          ?? card.textContent,
+        );
+        const siteName = sanitizeSiteName(
+          card.querySelector("[class*=\"site\"], [class*=\"Site\"], [class*=\"domain\"], [class*=\"Domain\"], [class*=\"source\"], [class*=\"Source\"]")?.textContent
+          ?? element.getAttribute("data-site-name")
+          ?? element.dataset.siteName
+          ?? element.getAttribute("aria-label"),
+        );
+
+        return {
+          url: href as string,
+          title: title ?? siteName,
+          text: title ?? siteName,
+          siteName,
+        };
+      };
+
       const extractCitationPanelLink = (element: Element): KimiDomLink | null => {
         if (!(element instanceof HTMLAnchorElement)) {
           return null;
@@ -1344,6 +1956,31 @@ async function readKimiPageSnapshot(page: PlaywrightPage, questionText: string):
         return results;
       };
 
+      const collectUniqueRootLinks = (
+        roots: HTMLElement[],
+        selectors: string,
+        extractor: (element: Element) => KimiDomLink | null,
+      ): KimiDomLink[] => {
+        const results: KimiDomLink[] = [];
+        const seen = new Set<string>();
+        for (const root of roots) {
+          const sourceNodes = [
+            root,
+            ...Array.from(root.querySelectorAll(selectors)),
+          ];
+          for (const sourceNode of sourceNodes) {
+            const link = extractor(sourceNode);
+            if (!link || shouldIgnoreLink(link) || seen.has(link.url)) {
+              continue;
+            }
+
+            seen.add(link.url);
+            results.push(link);
+          }
+        }
+        return results;
+      };
+
       const formatMarkdownLink = (label: string | null, url: string | null): string => {
         const normalizedLabel = normalizeInline(label);
         if (!url) {
@@ -1614,6 +2251,9 @@ async function readKimiPageSnapshot(page: PlaywrightPage, questionText: string):
           if (!(node instanceof HTMLElement) || !isVisible(node)) {
             continue;
           }
+          if (isAuxiliaryPanelElement(node)) {
+            continue;
+          }
 
           const text = normalizeBlock(node.innerText);
           if (!text) {
@@ -1726,6 +2366,9 @@ async function readKimiPageSnapshot(page: PlaywrightPage, questionText: string):
             if (!(element instanceof HTMLElement) || seen.has(element) || !isVisible(element)) {
               continue;
             }
+            if (isAuxiliaryPanelElement(element)) {
+              continue;
+            }
             seen.add(element);
             const order = getElementOrder(element);
 
@@ -1887,30 +2530,61 @@ async function readKimiPageSnapshot(page: PlaywrightPage, questionText: string):
         .filter((value): value is HTMLElement => value instanceof HTMLElement && isVisible(value))
         .map((element) => {
           const text = normalizeBlock(element.innerText) ?? "";
-          const externalAnchorCount = Array.from(element.querySelectorAll("a[href]"))
-            .filter((node) => extractExternalAnchorLink(node) !== null)
-            .length;
+          const searchLinkCount = collectUniqueRootLinks(
+            [element],
+            [
+              "a[href]",
+              "[data-href]",
+              "[data-url]",
+              "[data-link]",
+              "[data-target-url]",
+              "[data-source-url]",
+              "[data-origin-url]",
+              "[data-real-url]",
+              "[data-page-url]",
+              "[data-web-url]",
+              "[data-log]",
+              "[data-click]",
+              "[data-extra]",
+              "[data-info]",
+              "li",
+              "article",
+              "[role=\"listitem\"]",
+              "[class*=\"item\"]",
+              "[class*=\"Item\"]",
+              "[class*=\"card\"]",
+              "[class*=\"Card\"]",
+              "[class*=\"result\"]",
+              "[class*=\"Result\"]",
+            ].join(","),
+            extractSearchResultLink,
+          ).length;
           const rect = element.getBoundingClientRect();
           const area = Math.round(Math.max(rect.width, 0) * Math.max(rect.height, 0));
           const className = normalizeInline(element.getAttribute("class"))?.toLowerCase() ?? "";
           return {
             element,
             text,
-            externalAnchorCount,
+            searchLinkCount,
             area,
             className,
           };
         })
         .filter((candidate) =>
-          candidate.externalAnchorCount >= 3
+          candidate.searchLinkCount >= 1
           && (
             /^搜索网页(?:\s+\d+)?/m.test(candidate.text)
             || (
               candidate.text.includes("搜索网页")
-              && (candidate.className.includes("ole") || candidate.className.includes("search"))
+              && (
+                candidate.text.includes("结果")
+                || candidate.className.includes("ole")
+                || candidate.className.includes("search")
+                || candidate.className.includes("web")
+              )
             )
           ))
-        .sort((left, right) => left.area - right.area || right.externalAnchorCount - left.externalAnchorCount);
+        .sort((left, right) => left.area - right.area || right.searchLinkCount - left.searchLinkCount);
 
       const searchPanelRoots: HTMLElement[] = [];
       for (const candidate of searchPanelCandidates) {
@@ -1922,8 +2596,32 @@ async function readKimiPageSnapshot(page: PlaywrightPage, questionText: string):
 
       const searchResultLinks = collectUniqueLinks(
         searchPanelRoots,
-        "a[href]",
-        extractExternalAnchorLink,
+        [
+          "a[href]",
+          "[data-href]",
+          "[data-url]",
+          "[data-link]",
+          "[data-target-url]",
+          "[data-source-url]",
+          "[data-origin-url]",
+          "[data-real-url]",
+          "[data-page-url]",
+          "[data-web-url]",
+          "[data-log]",
+          "[data-click]",
+          "[data-extra]",
+          "[data-info]",
+          "li",
+          "article",
+          "[role=\"listitem\"]",
+          "[class*=\"item\"]",
+          "[class*=\"Item\"]",
+          "[class*=\"card\"]",
+          "[class*=\"Card\"]",
+          "[class*=\"result\"]",
+          "[class*=\"Result\"]",
+        ].join(","),
+        extractSearchResultLink,
       );
 
       const bodyText = normalizeBlock(document.body?.innerText) ?? "";
@@ -1996,6 +2694,7 @@ async function readKimiPageSnapshot(page: PlaywrightPage, questionText: string):
     },
     {
       question: questionText,
+      redirectQueryKeys: KIMI_REDIRECT_QUERY_KEYS,
     },
   );
 }
@@ -2065,8 +2764,18 @@ async function waitForKimiAnswer(
       && stablePollCount >= KIMI_STABLE_POLLS_REQUIRED
       && shouldReturnStableKimiAnswer(snapshot, firstChangedContentAt, now)
     ) {
+      const contentSnapshot = pickBetterSnapshot(bestSnapshot, snapshot);
+      const revealedSearchLinks = await collectKimiSearchPanelLinks(page, questionText, signal).catch(() => []);
+      let sourceSnapshot = await readKimiPageSnapshot(page, questionText);
+      if (revealedSearchLinks.length) {
+        sourceSnapshot = mergeKimiSnapshots(sourceSnapshot, {
+          ...sourceSnapshot,
+          searchResultLinks: revealedSearchLinks,
+        });
+      }
       await ensureKimiCitationPanelOpen(page, signal);
-      let finalSnapshot = pickBetterSnapshot(bestSnapshot, await readKimiPageSnapshot(page, questionText));
+      sourceSnapshot = mergeKimiSnapshots(sourceSnapshot, await readKimiPageSnapshot(page, questionText));
+      let finalSnapshot = mergeKimiSourceLinksIntoContentSnapshot(contentSnapshot, sourceSnapshot);
       if (!hasKimiObservedContent(finalSnapshot) && bestContentSnapshot) {
         finalSnapshot = pickBetterSnapshot(finalSnapshot, bestContentSnapshot);
       }
@@ -2082,8 +2791,18 @@ async function waitForKimiAnswer(
   }
 
   await pinKimiConversationToBottom(page);
+  const contentSnapshot = bestContentSnapshot ?? bestSnapshot;
+  const revealedSearchLinks = await collectKimiSearchPanelLinks(page, questionText, signal).catch(() => []);
+  let sourceSnapshot = await readKimiPageSnapshot(page, questionText);
+  if (revealedSearchLinks.length) {
+    sourceSnapshot = mergeKimiSnapshots(sourceSnapshot, {
+      ...sourceSnapshot,
+      searchResultLinks: revealedSearchLinks,
+    });
+  }
   await ensureKimiCitationPanelOpen(page, signal);
-  let finalSnapshot = pickBetterSnapshot(bestSnapshot, await readKimiPageSnapshot(page, questionText));
+  sourceSnapshot = mergeKimiSnapshots(sourceSnapshot, await readKimiPageSnapshot(page, questionText));
+  let finalSnapshot = mergeKimiSourceLinksIntoContentSnapshot(contentSnapshot, sourceSnapshot);
   if (!hasKimiObservedContent(finalSnapshot) && bestContentSnapshot) {
     finalSnapshot = pickBetterSnapshot(finalSnapshot, bestContentSnapshot);
   }
@@ -2173,16 +2892,11 @@ export const kimiAdapter: MonitorAdapter = {
     context.reportProgress("kimi.wait_answer");
     const queryResult = await waitForKimiAnswer(page, questionText, context.signal);
     const finalSnapshot = queryResult.finalSnapshot;
-    const citations = dedupeSourceItems(
-      finalSnapshot.citationLinks
-        .map((item) => buildSourceItem(item))
-        .filter((item): item is MonitoringSourceItem => item !== null),
-    );
-    const searchResults = dedupeSourceItems(
-      finalSnapshot.searchResultLinks
-        .map((item) => buildSourceItem(item))
-        .filter((item): item is MonitoringSourceItem => item !== null),
-    );
+    const classifiedSources = classifyKimiSources(finalSnapshot);
+    const citations = classifiedSources.citations;
+    const searchResults = classifiedSources.searchResults;
+    const inlineCitationCandidates = classifiedSources.inlineCitationCandidates;
+    const panelCitations = classifiedSources.panelCitations;
     const answer = normalizeText(finalSnapshot.answerText);
     const reasoning = normalizeText(finalSnapshot.reasoningText);
     const answerComplete = isKimiAnswerComplete(finalSnapshot);
@@ -2284,14 +2998,12 @@ export const kimiAdapter: MonitorAdapter = {
           reasoning_blocks: finalSnapshot.reasoningBlocks,
           citation_count: citations.length,
           citations: toJsonSources(citations),
-          panel_citation_count: finalSnapshot.panelCitationLinks.length,
-          panel_citations: finalSnapshot.panelCitationLinks.map((item) => ({
-            url: item.url,
-            title: item.title ?? item.text ?? null,
-            site_name: item.siteName ?? null,
-          })),
-          inline_citation_candidate_count: finalSnapshot.inlineCitationCandidateLinks.length,
-          inline_citation_candidates: finalSnapshot.inlineCitationCandidateLinks.map((item) => ({
+          panel_citation_count: panelCitations.length,
+          panel_citations: toJsonSources(panelCitations),
+          inline_citation_candidate_count: inlineCitationCandidates.length,
+          inline_citation_candidates: toJsonSources(inlineCitationCandidates),
+          inline_answer_citation_candidate_count: finalSnapshot.inlineCitationCandidateLinks.length,
+          inline_answer_citation_candidates: finalSnapshot.inlineCitationCandidateLinks.map((item) => ({
             url: item.url,
             title: item.title ?? item.text ?? null,
             site_name: item.siteName ?? null,
@@ -2312,3 +3024,11 @@ export const kimiAdapter: MonitorAdapter = {
     };
   },
 };
+
+export const __kimiTestUtils = {
+  buildSourceItem,
+  classifyKimiSources,
+  dedupeSourceItems,
+  mergeKimiSourceLinksIntoContentSnapshot,
+  normalizeUrl,
+};

server/internal/tenant/app/monitoring_callback_service.go

@@ -2680,12 +2680,7 @@ func buildMonitoringCitationSourceInputs(platformID string, req MonitoringTaskRe
 }
 
 func monitoringPlatformUsesDedicatedCitationPanel(platformID string) bool {
-	switch normalizeMonitoringPlatformID(platformID) {
-	case "kimi":
-		return true
-	default:
-		return false
-	}
+	return false
 }
 
 func monitoringPlatformResolvesContentCitations(platformID string) bool {

server/internal/tenant/app/monitoring_callback_service_test.go

@@ -283,7 +283,7 @@ func TestMonitoringHeartbeatSnapshotMetrics(t *testing.T) {
 	}
 }
 
-func TestBuildMonitoringRawPayloadKimiExcludesSearchResultsFromCitationInputs(t *testing.T) {
+func TestBuildMonitoringRawPayloadKimiIncludesSearchResultsInCitationInputs(t *testing.T) {
 	citationTitle := "真实引用文章"
 	searchTitle := "搜索网页结果"
 
@@ -304,13 +304,18 @@ func TestBuildMonitoringRawPayloadKimiExcludesSearchResultsFromCitationInputs(t
 	}
 
 	rawPayload, sourceInputs := buildMonitoringRawPayload("kimi", req)
-	if len(sourceInputs) != 1 {
-		t.Fatalf("buildMonitoringRawPayload() sourceInputs len = %d, want 1", len(sourceInputs))
+	if len(sourceInputs) != 2 {
+		t.Fatalf("buildMonitoringRawPayload() sourceInputs len = %d, want 2", len(sourceInputs))
 	}
+	seen := make(map[string]bool)
 	for _, item := range sourceInputs {
-		if item.URL != "https://example.com/citation" {
-			t.Fatalf("buildMonitoringRawPayload() source url = %q, want citation url", item.URL)
-		}
+		seen[item.URL] = true
+	}
+	if !seen["https://example.com/citation"] {
+		t.Fatalf("buildMonitoringRawPayload() missing citation url in source inputs: %#v", sourceInputs)
+	}
+	if !seen["https://example.com/search"] {
+		t.Fatalf("buildMonitoringRawPayload() missing search url in source inputs: %#v", sourceInputs)
 	}
 
 	var payload map[string]interface{}