diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5367cde6f..c10918e54 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -68,6 +68,7 @@ Docs: https://docs.openclaw.ai
 - Discord: prefer gateway guild id when logging inbound messages so cached-miss guilds do not appear as `guild=dm`. Thanks @thewilloftheshadow.
 - TUI: refactor searchable select list description layout and add regression coverage for ANSI-highlight width bounds.
 - Memory/QMD: cap QMD command output buffering to prevent memory exhaustion from pathological `qmd` command output.
+- Memory/QMD: query QMD index using exact docid matches before falling back to prefix lookup for better recall correctness and index efficiency.
 - Models/CLI: guard `models status` string trimming paths to prevent crashes from malformed non-string config values. (#16395) Thanks @BinHPdev.
 
 ## 2026.2.14
diff --git a/src/memory/qmd-manager.test.ts b/src/memory/qmd-manager.test.ts
index 3fef9fed3..cb906b354 100644
--- a/src/memory/qmd-manager.test.ts
+++ b/src/memory/qmd-manager.test.ts
@@ -829,6 +829,71 @@ describe("QmdMemoryManager", () => {
     await manager.close();
   });
 
+  it("prefers exact docid match before prefix fallback for qmd document lookups", async () => {
+    const prepareCalls: string[] = [];
+    const exactDocid = "abc123";
+    spawnMock.mockImplementation((_cmd: string, args: string[]) => {
+      if (args[0] === "search") {
+        const child = createMockChild({ autoClose: false });
+        emitAndClose(
+          child,
+          "stdout",
+          JSON.stringify([
+            { docid: exactDocid, score: 1, snippet: "@@ -5,2\nremember this\nnext line" },
+          ]),
+        );
+        return child;
+      }
+      return createMockChild();
+    });
+
+    const resolved = resolveMemoryBackendConfig({ cfg, agentId });
+    const manager = await QmdMemoryManager.create({ cfg, agentId, resolved });
+    expect(manager).toBeTruthy();
+    if (!manager) {
+      throw new Error("manager missing");
+    }
+
+    const inner = manager as unknown as {
+      db: { prepare: (query: string) => { get: (arg: unknown) => unknown }; close: () => void };
+    };
+    inner.db = {
+      prepare: (query: string) => {
+        prepareCalls.push(query);
+        return {
+          get: (arg: unknown) => {
+            if (query.includes("hash = ?")) {
+              return undefined;
+            }
+            if (query.includes("hash LIKE ?")) {
+              expect(arg).toBe(`${exactDocid}%`);
+              return { collection: "workspace", path: "notes/welcome.md" };
+            }
+            throw new Error(`unexpected sqlite query: ${query}`);
+          },
+        };
+      },
+      close: () => {},
+    };
+
+    const results = await manager.search("test", { sessionKey: "agent:main:slack:dm:u123" });
+    expect(results).toEqual([
+      {
+        path: "notes/welcome.md",
+        startLine: 5,
+        endLine: 6,
+        score: 1,
+        snippet: "@@ -5,2\nremember this\nnext line",
+        source: "memory",
+      },
+    ]);
+
+    expect(prepareCalls).toHaveLength(2);
+    expect(prepareCalls[0]).toContain("hash = ?");
+    expect(prepareCalls[1]).toContain("hash LIKE ?");
+    await manager.close();
+  });
+
   it("errors when qmd output exceeds command output safety cap", async () => {
     const noisyPayload = "x".repeat(240_000);
     spawnMock.mockImplementation((_cmd: string, args: string[]) => {
diff --git a/src/memory/qmd-manager.ts b/src/memory/qmd-manager.ts
index 46764d233..ec65cbdaa 100644
--- a/src/memory/qmd-manager.ts
+++ b/src/memory/qmd-manager.ts
@@ -692,9 +692,17 @@ export class QmdMemoryManager implements MemorySearchManager {
     const db = this.ensureDb();
     let row: { collection: string; path: string } | undefined;
     try {
-      row = db
-        .prepare("SELECT collection, path FROM documents WHERE hash LIKE ? AND active = 1 LIMIT 1")
-        .get(`${normalized}%`) as { collection: string; path: string } | undefined;
+      const exact = db
+        .prepare("SELECT collection, path FROM documents WHERE hash = ? AND active = 1 LIMIT 1")
+        .get(normalized) as { collection: string; path: string } | undefined;
+      row = exact;
+      if (!row) {
+        row = db
+          .prepare(
+            "SELECT collection, path FROM documents WHERE hash LIKE ? AND active = 1 LIMIT 1",
+          )
+          .get(`${normalized}%`) as { collection: string; path: string } | undefined;
+      }
     } catch (err) {
       if (this.isSqliteBusyError(err)) {
         log.debug(`qmd index is busy while resolving doc path: ${String(err)}`);