diff --git a/CHANGELOG.md b/CHANGELOG.md
index c60b6a5917..ace041f33a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -323,6 +323,17 @@ This release closes that milestone with **181 merged pull requests**.
 
 ### Fixed
 
+- **gateway:** `GET /api/skills`, `GET /api/skills/custom` and
+  `GET /api/skills/{name}` no longer walk the skill directories on the event
+  loop. Each called `load_skills()` inline, which resolves the caller's
+  storage, scans every public and custom skill directory and parses each
+  `SKILL.md` — filesystem work that grows with the number of installed
+  skills. #5747 moved that same call off the loop for the custom-skill
+  content route and documented why; these three routes were missed, so the
+  strict Blockbuster gate raised `BlockingError` on them and, in production,
+  a large or slow skills tree stalled every other request on the worker for
+  the duration of the scan. All three now offload the load with
+  `asyncio.to_thread` through one shared helper. ([#5945])
 - **gateway:** `GET` and `PUT /api/user-profile` no longer run their
   filesystem work on the event loop. Both handlers resolved the per-user
   `USER.md` path (which builds absolute paths on every call), stat'ed, read,
@@ -6207,4 +6218,5 @@ with **180 merged pull requests** since the first 2.0 milestone tag.
 [#5928]: https://github.com/bytedance/deer-flow/pull/5928
 [#5934]: https://github.com/bytedance/deer-flow/pull/5934
 [#5935]: https://github.com/bytedance/deer-flow/pull/5935
+[#5945]: https://github.com/bytedance/deer-flow/pull/5945
 
diff --git a/CHANGELOG_zh.md b/CHANGELOG_zh.md
index 5db871fe57..b95f7c7440 100644
--- a/CHANGELOG_zh.md
+++ b/CHANGELOG_zh.md
@@ -328,6 +328,12 @@
 
 ### 修复
 
+- **网关：** `GET /api/skills`、`GET /api/skills/custom` 与 `GET /api/skills/{name}` 不再在事件循环上
+  遍历技能目录。三者此前都内联调用 `load_skills()`：它会解析调用者的存储、扫描所有公共与自定义
+  技能目录并解析每个 `SKILL.md`，工作量随已安装技能数增长。#5747 已经为自定义技能内容路由把同一
+  调用移出事件循环并注明原因，但这三条路由被遗漏了，因此严格的 Blockbuster 门禁会在它们上抛出
+  `BlockingError`；在生产环境中，技能树很大或磁盘很慢时，扫描期间该 worker 上的其他所有请求都会
+  停顿。现在三者通过一个共享辅助函数用 `asyncio.to_thread` 卸载加载过程。([#5945])
 - **网关：** `GET` 与 `PUT /api/user-profile` 不再在事件循环上执行文件系统操作。这两个处理器
   此前在循环上直接解析按用户隔离的 `USER.md` 路径（每次调用都会构造绝对路径）、stat、读取、
   创建用户目录并写入文件，而自定义智能体路由里的其他所有处理器都通过 `asyncio.to_thread`
@@ -5264,3 +5270,4 @@ DeerFlow 2.0 是围绕"超级智能体"框架的彻底重写，核心包含子
 [#5928]: https://github.com/bytedance/deer-flow/pull/5928
 [#5934]: https://github.com/bytedance/deer-flow/pull/5934
 [#5935]: https://github.com/bytedance/deer-flow/pull/5935
+[#5945]: https://github.com/bytedance/deer-flow/pull/5945
diff --git a/backend/app/gateway/routers/skills.py b/backend/app/gateway/routers/skills.py
index 005efb3b1e..288cbded94 100644
--- a/backend/app/gateway/routers/skills.py
+++ b/backend/app/gateway/routers/skills.py
@@ -187,6 +187,18 @@ def _get_user_skill_storage(config: AppConfig) -> SkillStorage:
     return get_or_new_user_skill_storage(get_effective_user_id(), app_config=config)
 
 
+def _load_user_skills(config: AppConfig) -> list[Skill]:
+    """Load every skill visible to the caller's storage, enabled or not.
+
+    Blocking filesystem IO: always call this via ``asyncio.to_thread``.
+    Resolving the user-scoped storage builds absolute paths, and
+    ``load_skills`` walks every public and custom skill directory and parses
+    each ``SKILL.md`` -- work that scales with the number of installed skills
+    (#5747 moved the same call off the loop for ``get_custom_skill``).
+    """
+    return _get_user_skill_storage(config).load_skills(enabled_only=False)
+
+
 def _copy_uploaded_skill_archive(source: BinaryIO) -> Path:
     """Copy an uploaded archive to a bounded temporary file off the event loop."""
     destination: Path | None = None
@@ -327,7 +339,7 @@ async def list_skills(request: Request, config: AppConfig = Depends(get_config))
     yields an empty list (fail-closed) or all skills (fail-open).
     """
     try:
-        skills = _get_user_skill_storage(config).load_skills(enabled_only=False)
+        skills = await asyncio.to_thread(_load_user_skills, config)
     except Exception as e:
         logger.error(f"Failed to load skills: {e}", exc_info=True)
         raise HTTPException(status_code=500, detail=f"Failed to load skills: {str(e)}")
@@ -447,7 +459,7 @@ async def list_custom_skills(request: Request, config: AppConfig = Depends(get_c
     surface names the main listing hides.
     """
     try:
-        skills = [skill for skill in _get_user_skill_storage(config).load_skills(enabled_only=False) if skill.category == SkillCategory.CUSTOM]
+        skills = [skill for skill in await asyncio.to_thread(_load_user_skills, config) if skill.category == SkillCategory.CUSTOM]
         visible_skills = await _filter_visible_skills(request, config, skills)
         return SkillsListResponse(skills=[_skill_to_response(skill) for skill in visible_skills])
     except Exception as e:
@@ -697,7 +709,7 @@ async def rollback_custom_skill(skill_name: str, body: SkillRollbackRequest, req
 async def get_skill(skill_name: str, request: Request, config: AppConfig = Depends(get_config)) -> SkillResponse:
     try:
         skill_name = skill_name.replace("\r\n", "").replace("\n", "")
-        skills = _get_user_skill_storage(config).load_skills(enabled_only=False)
+        skills = await asyncio.to_thread(_load_user_skills, config)
         skill = next((s for s in skills if s.name == skill_name), None)
 
         if skill is None:
@@ -838,10 +850,7 @@ async def update_skill(skill_name: str, body: SkillUpdateRequest, request: Reque
         else:
             await refresh_user_skills_system_prompt_cache_async(get_effective_user_id())
 
-        def _reload_skills() -> list[Skill]:
-            return _get_user_skill_storage(config).load_skills(enabled_only=False)
-
-        skills = await asyncio.to_thread(_reload_skills)
+        skills = await asyncio.to_thread(_load_user_skills, config)
         updated_skill = next((s for s in skills if s.name == skill_name), None)
 
         if updated_skill is None:
diff --git a/backend/tests/blocking_io/test_skills_listing_router.py b/backend/tests/blocking_io/test_skills_listing_router.py
new file mode 100644
index 0000000000..7814690607
--- /dev/null
+++ b/backend/tests/blocking_io/test_skills_listing_router.py
@@ -0,0 +1,104 @@
+"""Regression anchors: the skill listing/detail routes must not block the event loop.
+
+``list_skills``, ``list_custom_skills`` and ``get_skill`` all call
+``SkillStorage.load_skills()``, which walks every public and custom skill
+directory and parses each ``SKILL.md`` -- blocking filesystem IO that scales
+with the number of installed skills. #5747 moved the same call off the loop
+for ``get_custom_skill`` (and left a comment saying why) but these three
+routes kept calling it inline. Under the strict Blockbuster gate they raise
+``BlockingError``; with the fix they offload it via ``asyncio.to_thread``.
+
+Seeding the custom skill on disk is itself offloaded so only the handlers'
+own filesystem access is exercised on the loop.
+"""
+
+from __future__ import annotations
+
+import asyncio
+from pathlib import Path
+from types import SimpleNamespace
+
+import pytest
+from fastapi import HTTPException, Request
+
+# ``_filter_visible_skills`` resolves the caller through ``deps`` helpers that
+# import ``app.gateway.auth`` lazily; import it here so that one-time module
+# load happens at collection time and only the handlers' own filesystem access
+# is exercised on the loop (same reason ``test_agents_router`` builds the app
+# at import time).
+import app.gateway.auth  # noqa: F401
+import app.gateway.auth.errors  # noqa: F401
+from app.gateway.routers.skills import get_skill, list_custom_skills, list_skills
+from deerflow.config.paths import get_paths
+from deerflow.runtime.user_context import get_effective_user_id
+
+pytestmark = pytest.mark.asyncio
+
+_SKILL_NAME = "loop-listing-skill"
+_SKILL_MD = f"---\nname: {_SKILL_NAME}\ndescription: Anchor fixture skill.\n---\n\n# {_SKILL_NAME}\n"
+
+
+@pytest.fixture(autouse=True)
+def _isolate_paths(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setenv("DEER_FLOW_HOME", str(tmp_path))
+    monkeypatch.setattr("deerflow.config.paths._paths", None)
+
+
+def _config(skills_root: Path) -> SimpleNamespace:
+    return SimpleNamespace(
+        skills=SimpleNamespace(
+            get_skills_path=lambda: skills_root,
+            container_path="/mnt/skills",
+            use="deerflow.skills.storage.local_skill_storage:LocalSkillStorage",
+        ),
+        authorization=SimpleNamespace(enabled=False, fail_closed=False),
+    )
+
+
+def _anonymous_request() -> Request:
+    # No auth state: ``_filter_visible_skills`` returns the input unfiltered,
+    # so the only filesystem work on the loop is the handler's own.
+    return Request({"type": "http", "headers": [], "state": {}})
+
+
+def _install_skill(skills_root: Path) -> None:
+    (skills_root / "public").mkdir(parents=True, exist_ok=True)
+    skill_dir = get_paths().user_custom_skills_dir(get_effective_user_id()) / _SKILL_NAME
+    skill_dir.mkdir(parents=True, exist_ok=True)
+    (skill_dir / "SKILL.md").write_text(_SKILL_MD, encoding="utf-8")
+
+
+async def _seeded(tmp_path: Path) -> tuple[SimpleNamespace, Request]:
+    skills_root = tmp_path / "skills"
+    config = _config(skills_root)
+    await asyncio.to_thread(_install_skill, skills_root)
+    request = await asyncio.to_thread(_anonymous_request)
+    return config, request
+
+
+async def test_list_skills_does_not_block_event_loop(tmp_path: Path) -> None:
+    config, request = await _seeded(tmp_path)
+
+    response = await list_skills(request, config)
+
+    assert [skill.name for skill in response.skills] == [_SKILL_NAME]
+
+
+async def test_list_custom_skills_does_not_block_event_loop(tmp_path: Path) -> None:
+    config, request = await _seeded(tmp_path)
+
+    response = await list_custom_skills(request, config)
+
+    assert [skill.name for skill in response.skills] == [_SKILL_NAME]
+
+
+async def test_get_skill_does_not_block_event_loop(tmp_path: Path) -> None:
+    config, request = await _seeded(tmp_path)
+
+    response = await get_skill(_SKILL_NAME, request, config)
+    assert response.name == _SKILL_NAME
+
+    # The 404 branch walks the same directories before deciding.
+    with pytest.raises(HTTPException) as exc_info:
+        await get_skill("never-installed-skill", request, config)
+    assert exc_info.value.status_code == 404