diff --git a/backend/app/gateway/config.py b/backend/app/gateway/config.py
index 66f1f2a4..e2253799 100644
--- a/backend/app/gateway/config.py
+++ b/backend/app/gateway/config.py
@@ -9,6 +9,10 @@ class GatewayConfig(BaseModel):
     host: str = Field(default="0.0.0.0", description="Host to bind the gateway server")
     port: int = Field(default=8001, description="Port to bind the gateway server")
     cors_origins: list[str] = Field(default_factory=lambda: ["http://localhost:3000"], description="Allowed CORS origins")
+    skill_content_api_url: str = Field(
+        default="https://skills.xueai.art/api/cmsContent/getContent",
+        description="Remote API URL used to fetch skill YAML content by content ID",
+    )
 
 
 _gateway_config: GatewayConfig | None = None
@@ -23,5 +27,9 @@ def get_gateway_config() -> GatewayConfig:
             host=os.getenv("GATEWAY_HOST", "0.0.0.0"),
             port=int(os.getenv("GATEWAY_PORT", "8001")),
             cors_origins=cors_origins_str.split(","),
+            skill_content_api_url=os.getenv(
+                "SKILL_CONTENT_API_URL",
+                "https://skills.xueai.art/api/cmsContent/getContent",
+            ),
         )
     return _gateway_config
diff --git a/backend/app/gateway/routers/skills.py b/backend/app/gateway/routers/skills.py
index e94ba393..09e9a5a5 100644
--- a/backend/app/gateway/routers/skills.py
+++ b/backend/app/gateway/routers/skills.py
@@ -2,10 +2,13 @@ import json
 import logging
 from pathlib import Path
 
+import httpx
 from fastapi import APIRouter, HTTPException
 from pydantic import BaseModel, Field
 
+from app.gateway.config import get_gateway_config
 from app.gateway.path_utils import resolve_thread_virtual_path
+from app.gateway.skill_yaml_importer import materialize_skill_tree, parse_skill_yaml_spec
 from deerflow.config.extensions_config import ExtensionsConfig, SkillStateConfig, get_extensions_config, reload_extensions_config
 from deerflow.skills import Skill, load_skills
 from deerflow.skills.installer import SkillAlreadyExistsError, install_skill_from_archive
@@ -52,6 +55,33 @@ class SkillInstallResponse(BaseModel):
     message: str = Field(..., description="Installation result message")
 
 
+class RemoteSkillBootstrapRequest(BaseModel):
+    """Request model for bootstrapping skill files from remote content API."""
+
+    thread_id: str = Field(..., description="Thread ID used for user-data path binding")
+    content_id: int = Field(..., description="Remote content ID (maps from frontend query param skill_id)")
+    language_type: int = Field(default=0, description="Language type for remote API request body")
+    target_dir: str = Field(
+        default="/mnt/user-data/uploads/skill",
+        description="Virtual target directory where parsed files/directories are created",
+    )
+    clear_target: bool = Field(
+        default=True,
+        description="Whether to clear target directory before writing parsed files",
+    )
+
+
+class RemoteSkillBootstrapResponse(BaseModel):
+    """Response model for remote bootstrap endpoint."""
+
+    success: bool = Field(..., description="Whether bootstrap succeeded")
+    target_dir: str = Field(..., description="Virtual target directory")
+    created_directories: int = Field(..., description="Number of created directories")
+    created_files: int = Field(..., description="Number of created files")
+    sandbox_id: str | None = Field(default=None, description="Acquired sandbox ID (null when sandbox is not acquired)")
+    message: str = Field(..., description="Operation result message")
+
+
 def _skill_to_response(skill: Skill) -> SkillResponse:
     """Convert a Skill object to a SkillResponse."""
     return SkillResponse(
@@ -171,3 +201,81 @@ async def install_skill(request: SkillInstallRequest) -> SkillInstallResponse:
     except Exception as e:
         logger.error(f"Failed to install skill: {e}", exc_info=True)
         raise HTTPException(status_code=500, detail=f"Failed to install skill: {str(e)}")
+
+
+@router.post(
+    "/skills/bootstrap-remote",
+    response_model=RemoteSkillBootstrapResponse,
+    summary="Bootstrap Skill Files From Remote API",
+    description=(
+        "Fetch YAML text from configured remote API by content_id/language_type and "
+        "materialize files into /mnt/user-data/uploads/skill before first thread submit."
+    ),
+)
+async def bootstrap_skill_from_remote(request: RemoteSkillBootstrapRequest) -> RemoteSkillBootstrapResponse:
+    """Initialize thread skill directory from remote YAML content service."""
+    try:
+        cfg = get_gateway_config()
+        api_url = cfg.skill_content_api_url
+        payload = {
+            "contentId": request.content_id,
+            "languageType": request.language_type,
+        }
+
+        async with httpx.AsyncClient(timeout=20.0) as client:
+            response = await client.post(api_url, json=payload)
+
+        if response.status_code >= 400:
+            raise HTTPException(
+                status_code=502,
+                detail=f"Remote skill content API failed with HTTP {response.status_code}",
+            )
+
+        try:
+            response_json = response.json()
+        except ValueError as e:
+            raise HTTPException(status_code=502, detail=f"Remote API did not return valid JSON: {e}") from e
+
+        status = response_json.get("status")
+        if status != 1000:
+            raise HTTPException(
+                status_code=502,
+                detail=f"Remote API returned non-success status: {status}, message: {response_json.get('message')}",
+            )
+
+        yaml_text = response_json.get("data")
+        if not isinstance(yaml_text, str) or not yaml_text.strip():
+            raise HTTPException(status_code=502, detail="Remote API returned empty or invalid YAML content")
+
+        target_path = resolve_thread_virtual_path(request.thread_id, request.target_dir)
+        parsed = parse_skill_yaml_spec(yaml_text)
+        materialize_skill_tree(parsed, target_path, clear_target=request.clear_target)
+
+        logger.info(
+            "Bootstrapped remote skill YAML for thread %s (content_id=%s, language_type=%s) to %s: dirs=%d files=%d",
+            request.thread_id,
+            request.content_id,
+            request.language_type,
+            request.target_dir,
+            len(parsed.directories),
+            len(parsed.files),
+        )
+
+        return RemoteSkillBootstrapResponse(
+            success=True,
+            target_dir=request.target_dir,
+            created_directories=len(parsed.directories),
+            created_files=len(parsed.files),
+            sandbox_id=None,
+            message=(
+                f"Bootstrapped {len(parsed.files)} files and {len(parsed.directories)} directories "
+                f"under '{request.target_dir}'"
+            ),
+        )
+    except HTTPException:
+        raise
+    except ValueError as e:
+        raise HTTPException(status_code=400, detail=str(e))
+    except Exception as e:
+        logger.error(f"Failed to bootstrap skill from remote API: {e}", exc_info=True)
+        raise HTTPException(status_code=500, detail=f"Failed to bootstrap skill from remote API: {str(e)}")
diff --git a/backend/app/gateway/skill_yaml_importer.py b/backend/app/gateway/skill_yaml_importer.py
new file mode 100644
index 00000000..7afa6e63
--- /dev/null
+++ b/backend/app/gateway/skill_yaml_importer.py
@@ -0,0 +1,475 @@
+"""Utilities for parsing YAML-defined skill package structures.
+
+This module supports turning a YAML document describing files/directories into
+real filesystem content under a thread's virtual path (for example,
+``/mnt/user-data/uploads/skill``).
+"""
+
+from __future__ import annotations
+
+import argparse
+import json
+import sys
+from dataclasses import dataclass
+from pathlib import Path
+
+import yaml  # type: ignore[import-not-found]
+
+
+@dataclass(frozen=True)
+class ParsedSkillTree:
+    """Normalized parsed structure from YAML spec."""
+
+    directories: set[str]
+    files: dict[str, str]
+
+
+def _pick_first_existing(data: dict, keys: tuple[str, ...]):
+    for key in keys:
+        if key in data:
+            return data[key]
+    return None
+
+
+def _extract_spec_root(data: dict) -> dict:
+    """Extract the effective spec root.
+
+    Supports nested wrappers like:
+    - skill: { ... }
+    - package: { ... }
+    - spec: { ... }
+    """
+    if not isinstance(data, dict):
+        raise ValueError("YAML root must be an object")
+
+    known_keys = {
+        "entries",
+        "files",
+        "directories",
+        "dirs",
+        "tree",
+        "structure",
+        "file_tree",
+        "fileTree",
+        "file_structure",
+        "paths",
+    }
+    if any(k in data for k in known_keys):
+        return data
+
+    wrapper_candidates = ("skill", "package", "spec", "data", "content", "payload")
+    for wrapper in wrapper_candidates:
+        candidate = data.get(wrapper)
+        if isinstance(candidate, dict) and any(k in candidate for k in known_keys):
+            return candidate
+
+    # Fallback: if exactly one nested object exists, try it as spec root.
+    nested_dicts = [v for v in data.values() if isinstance(v, dict)]
+    if len(nested_dicts) == 1:
+        return nested_dicts[0]
+
+    return data
+
+
+def _normalize_relative_path(path: str) -> str:
+    """Normalize and validate a relative path.
+
+    Raises:
+        ValueError: If path is unsafe or invalid.
+    """
+    if not isinstance(path, str):
+        raise ValueError("Path must be a string")
+
+    normalized = path.strip().replace("\\", "/")
+    if normalized in {"/", ".", "./"}:
+        return ""
+    if not normalized:
+        raise ValueError("Path cannot be empty")
+
+    if normalized.startswith("/"):
+        raise ValueError(f"Path must be relative, got absolute path: {path}")
+
+    if ":" in normalized:
+        raise ValueError(f"Path cannot contain ':' (possible drive path): {path}")
+
+    parts = [part for part in normalized.split("/") if part]
+    if not parts:
+        raise ValueError("Path cannot be empty")
+
+    if any(part in {".", ".."} for part in parts):
+        raise ValueError(f"Path traversal is not allowed: {path}")
+
+    return "/".join(parts)
+
+
+def _add_directory(path: str, directories: set[str]) -> None:
+    normalized = _normalize_relative_path(path)
+    if not normalized:
+        return
+    directories.add(normalized)
+
+
+def _add_file(path: str, content: str, files: dict[str, str], directories: set[str]) -> None:
+    normalized = _normalize_relative_path(path)
+    if not normalized:
+        raise ValueError("File path cannot be root ('/')")
+    if not isinstance(content, str):
+        raise ValueError(f"File content must be a string for '{normalized}'")
+
+    parent = Path(normalized).parent
+    if str(parent) != ".":
+        directories.add(str(parent).replace("\\", "/"))
+
+    files[normalized] = content
+
+
+def _walk_tree_dict(tree: dict, base: str, files: dict[str, str], directories: set[str]) -> None:
+    for name, value in tree.items():
+        if not isinstance(name, str):
+            raise ValueError("Tree keys must be strings")
+
+        if name.strip() in {"/", ".", "./"}:
+            if isinstance(value, dict):
+                _walk_tree_dict(value, base, files, directories)
+                continue
+            raise ValueError("Root sentinel '/' can only be used for directory/object nodes")
+
+        node_path = f"{base}/{name}" if base else name
+
+        if isinstance(value, dict):
+            _add_directory(node_path, directories)
+            _walk_tree_dict(value, _normalize_relative_path(node_path), files, directories)
+        elif isinstance(value, str):
+            _add_file(node_path, value, files, directories)
+        else:
+            raise ValueError(
+                f"Unsupported tree node type for '{node_path}': {type(value).__name__}. "
+                "Use object (directory) or string (file content)."
+            )
+
+
+def _parse_entries_node(
+    node: dict,
+    base: str,
+    files: dict[str, str],
+    directories: set[str],
+) -> None:
+    raw_path = node.get("path")
+    raw_name = node.get("name")
+
+    if raw_path is None and raw_name is None:
+        raise ValueError("Each entry must have at least one of: 'path' or 'name'")
+
+    if raw_path is not None and not isinstance(raw_path, str):
+        raise ValueError("Entry 'path' must be a string")
+    if raw_name is not None and not isinstance(raw_name, str):
+        raise ValueError("Entry 'name' must be a string")
+
+    # Common schema compatibility:
+    # - `path` is parent directory (e.g. "/")
+    # - `name` is current node name (e.g. "README.md")
+    # Build parent then append name when both are present.
+    parent = base
+    if isinstance(raw_path, str) and raw_path.strip():
+        rp = raw_path.strip()
+        if rp not in {"/", ".", "./"}:
+            parent = _normalize_relative_path(f"{base}/{rp}" if base else rp)
+
+    if isinstance(raw_name, str) and raw_name.strip():
+        if parent:
+            node_path = _normalize_relative_path(f"{parent}/{raw_name.strip()}")
+        else:
+            node_path = _normalize_relative_path(raw_name.strip())
+    else:
+        # Fallback: only path provided
+        if not isinstance(raw_path, str) or not raw_path.strip():
+            raise ValueError("Each entry must have a non-empty 'path' or 'name'")
+        rp = raw_path.strip()
+        if rp in {"/", ".", "./"}:
+            node_path = base
+        else:
+            node_path = _normalize_relative_path(f"{base}/{rp}" if base else rp)
+
+    node_type = node.get("type")
+    content = node.get("content")
+    children = node.get("children")
+
+    inferred_type = "directory" if isinstance(children, list) else "file" if content is not None else None
+    final_type = node_type or inferred_type
+
+    if final_type == "directory":
+        _add_directory(node_path, directories)
+        if children is None:
+            return
+        if not isinstance(children, list):
+            raise ValueError(f"Entry '{node_path}' children must be a list")
+        for child in children:
+            if not isinstance(child, dict):
+                raise ValueError(f"Entry '{node_path}' children must be objects")
+            _parse_entries_node(child, node_path, files, directories)
+        return
+
+    if final_type == "file":
+        if content is None:
+            raise ValueError(f"File entry '{node_path}' is missing 'content'")
+        _add_file(node_path, content, files, directories)
+        return
+
+    raise ValueError(
+        f"Unable to infer entry type for '{node_path}'. Set 'type' to 'file' or 'directory'."
+    )
+
+
+def parse_skill_yaml_spec(yaml_text: str) -> ParsedSkillTree:
+    """Parse YAML text into normalized directories and files.
+
+    Supported forms:
+    - entries: [{type,path/content/children}, ...]
+    - files: {"path/to/file": "text"} + optional directories/dirs
+    - tree/structure: nested dict where dict=directory and string=file content
+    """
+    try:
+        data = yaml.safe_load(yaml_text)
+    except yaml.YAMLError as e:
+        raise ValueError(f"Invalid YAML: {e}") from e
+
+    if data is None:
+        raise ValueError("YAML is empty")
+    if not isinstance(data, dict):
+        raise ValueError("YAML root must be an object")
+
+    data = _extract_spec_root(data)
+
+    directories: set[str] = set()
+    files: dict[str, str] = {}
+
+    # Form 1: explicit entries list
+    entries = _pick_first_existing(data, ("entries", "nodes", "items"))
+    if entries is not None:
+        if not isinstance(entries, list):
+            raise ValueError("'entries' must be a list")
+        for entry in entries:
+            if not isinstance(entry, dict):
+                raise ValueError("Each item in 'entries' must be an object")
+            _parse_entries_node(entry, "", files, directories)
+
+    # Form 2: files + directories
+    file_map = _pick_first_existing(data, ("files", "paths", "file_map", "fileMap", "documents"))
+    if file_map is not None:
+        if isinstance(file_map, dict):
+            for path, content in file_map.items():
+                _add_file(path, content, files, directories)
+        elif isinstance(file_map, list):
+            for item in file_map:
+                if not isinstance(item, dict):
+                    raise ValueError("Each item in 'files' list must be an object")
+                path = item.get("path") or item.get("name") or item.get("file")
+                content = item.get("content")
+                if content is None:
+                    content = item.get("text")
+                if content is None:
+                    content = item.get("body")
+                if path is None or content is None:
+                    raise ValueError("Each file item needs 'path' and 'content'")
+                _add_file(path, content, files, directories)
+        else:
+            raise ValueError("'files' must be a map or list")
+
+    directory_list = _pick_first_existing(data, ("directories", "dirs", "folders", "folder_paths"))
+    if directory_list is not None:
+        if not isinstance(directory_list, list):
+            raise ValueError("'directories'/'dirs' must be a list")
+        for path in directory_list:
+            _add_directory(path, directories)
+
+    # Form 3: nested tree
+    tree = _pick_first_existing(data, ("tree", "structure", "file_tree", "fileTree", "file_structure"))
+    if tree is not None:
+        if isinstance(tree, dict):
+            _walk_tree_dict(tree, "", files, directories)
+        elif isinstance(tree, list):
+            for item in tree:
+                if not isinstance(item, dict):
+                    raise ValueError("Items in 'tree' list must be objects")
+                _parse_entries_node(item, "", files, directories)
+        else:
+            raise ValueError("'tree'/'structure' must be an object or list")
+
+    # Heuristic fallback: treat root as path->content map when possible.
+    if not files and not directories:
+        candidate_keys = [k for k in data.keys() if isinstance(k, str)]
+        if candidate_keys and all(isinstance(data[k], str) for k in candidate_keys):
+            for path, content in data.items():
+                _add_file(path, content, files, directories)
+
+    if not files and not directories:
+        raise ValueError(
+            "No content found. Provide at least one of: entries, files, directories/dirs, tree/structure"
+        )
+
+    # Ensure parent directories exist for every file
+    for rel_file in files:
+        parent = Path(rel_file).parent
+        if str(parent) != ".":
+            directories.add(str(parent).replace("\\", "/"))
+
+    return ParsedSkillTree(directories=directories, files=files)
+
+
+def materialize_skill_tree(parsed: ParsedSkillTree, target_root: Path, clear_target: bool = True) -> None:
+    """Create parsed directories/files under target root."""
+    if clear_target and target_root.exists():
+        import shutil
+
+        shutil.rmtree(target_root)
+
+    target_root.mkdir(parents=True, exist_ok=True)
+
+    for rel_dir in sorted(parsed.directories, key=lambda p: (p.count("/"), p)):
+        (target_root / rel_dir).mkdir(parents=True, exist_ok=True)
+
+    for rel_file, content in parsed.files.items():
+        file_path = target_root / rel_file
+        file_path.parent.mkdir(parents=True, exist_ok=True)
+        file_path.write_text(content, encoding="utf-8")
+
+
+def _build_cli_parser() -> argparse.ArgumentParser:
+    """Build command-line argument parser.
+
+    CLI usage:
+        python skill_yaml_importer.py <input_path> [options]
+    """
+    parser = argparse.ArgumentParser(description="Parse and validate a skill YAML spec file")
+    parser.add_argument("input_path", help="Path to a YAML file or a directory containing YAML files")
+    parser.add_argument(
+        "--show-files",
+        action="store_true",
+        help="Print sorted parsed file paths",
+    )
+    parser.add_argument(
+        "--show-directories",
+        action="store_true",
+        help="Print sorted parsed directory paths",
+    )
+    parser.add_argument(
+        "--json",
+        action="store_true",
+        help="Print parsed summary as JSON",
+    )
+    parser.add_argument(
+        "--recursive",
+        action="store_true",
+        help="When input path is a directory, scan YAML files recursively",
+    )
+    parser.add_argument(
+        "--log-file",
+        default=None,
+        help="Optional path to save full execution results and summary as JSON",
+    )
+    return parser
+
+
+def _collect_yaml_files(input_path: Path, recursive: bool) -> list[Path]:
+    if input_path.is_file():
+        return [input_path]
+
+    if not input_path.is_dir():
+        return []
+
+    patterns = ("*.yaml", "*.yml")
+    files: list[Path] = []
+    for pattern in patterns:
+        iterator = input_path.rglob(pattern) if recursive else input_path.glob(pattern)
+        files.extend(iterator)
+
+    # Stable order for deterministic output
+    return sorted({p.resolve() for p in files})
+
+
+def _parse_one_yaml_file(yaml_path: Path, show_files: bool, show_directories: bool) -> dict:
+    yaml_text = yaml_path.read_text(encoding="utf-8")
+    parsed = parse_skill_yaml_spec(yaml_text)
+    directories = sorted(parsed.directories)
+    files = sorted(parsed.files.keys())
+
+    return {
+        "yaml_file": str(yaml_path),
+        "directories_count": len(directories),
+        "files_count": len(files),
+        "directories": directories if show_directories else None,
+        "files": files if show_files else None,
+    }
+
+
+def _main() -> int:
+    """CLI entrypoint for parsing one YAML file or a batch of YAML files.
+
+    Exit codes:
+        0: all files parsed successfully
+        1: invalid input path or no YAML files found
+        2: processed completed with one or more parse failures
+    """
+    args = _build_cli_parser().parse_args()
+
+    input_path = Path(args.input_path)
+    if not input_path.exists():
+        print(f"Input path not found: {input_path}", file=sys.stderr)
+        return 1
+
+    yaml_files = _collect_yaml_files(input_path, recursive=args.recursive)
+    if not yaml_files:
+        print(f"No YAML files found under: {input_path}", file=sys.stderr)
+        return 1
+
+    successes: list[dict] = []
+    failures: list[dict[str, str]] = []
+
+    for yaml_path in yaml_files:
+        try:
+            result = _parse_one_yaml_file(
+                yaml_path,
+                show_files=args.show_files,
+                show_directories=args.show_directories,
+            )
+            successes.append(result)
+            if not args.json:
+                print(f"OK: {yaml_path}")
+                print(f"  Directories: {result['directories_count']}")
+                print(f"  Files: {result['files_count']}")
+        except Exception as e:  # noqa: BLE001
+            failures.append({"yaml_file": str(yaml_path), "error": str(e)})
+            print(f"ERROR: {yaml_path}: {e}", file=sys.stderr)
+
+    summary = {
+        "input_path": str(input_path),
+        "total": len(yaml_files),
+        "success": len(successes),
+        "failed": len(failures),
+    }
+
+    report = {"summary": summary, "successes": successes, "failures": failures}
+
+    if args.log_file:
+        try:
+            log_path = Path(args.log_file)
+            log_path.parent.mkdir(parents=True, exist_ok=True)
+            log_path.write_text(json.dumps(report, ensure_ascii=False, indent=2), encoding="utf-8")
+            print(f"Log saved: {log_path}")
+        except Exception as e:  # noqa: BLE001
+            print(f"Failed to write log file '{args.log_file}': {e}", file=sys.stderr)
+
+    if args.json:
+        print(json.dumps(report, ensure_ascii=False, indent=2))
+    else:
+        print("\n[Summary]")
+        print(f"Input: {summary['input_path']}")
+        print(f"Total: {summary['total']}")
+        print(f"Success: {summary['success']}")
+        print(f"Failed: {summary['failed']}")
+
+    return 0 if not failures else 2
+
+
+if __name__ == "__main__":
+    raise SystemExit(_main())
diff --git a/frontend/src/core/skills/api.ts b/frontend/src/core/skills/api.ts
index b6a358f0..40888ec9 100644
--- a/frontend/src/core/skills/api.ts
+++ b/frontend/src/core/skills/api.ts
@@ -35,6 +35,23 @@ export interface InstallSkillResponse {
   message: string;
 }
 
+export interface BootstrapRemoteSkillRequest {
+  thread_id: string;
+  content_id: number;
+  language_type?: number;
+  target_dir?: string;
+  clear_target?: boolean;
+}
+
+export interface BootstrapRemoteSkillResponse {
+  success: boolean;
+  target_dir: string;
+  created_directories: number;
+  created_files: number;
+  sandbox_id: string | null;
+  message: string;
+}
+
 export async function installSkill(
   request: InstallSkillRequest,
 ): Promise<InstallSkillResponse> {
@@ -60,3 +77,27 @@ export async function installSkill(
 
   return response.json();
 }
+
+export async function bootstrapRemoteSkill(
+  request: BootstrapRemoteSkillRequest,
+): Promise<BootstrapRemoteSkillResponse> {
+  const response = await fetch(
+    `${getBackendBaseURL()}/api/skills/bootstrap-remote`,
+    {
+      method: "POST",
+      headers: {
+        "Content-Type": "application/json",
+      },
+      body: JSON.stringify(request),
+    },
+  );
+
+  if (!response.ok) {
+    const errorData = await response.json().catch(() => ({}));
+    const errorMessage =
+      errorData.detail ?? `HTTP ${response.status}: ${response.statusText}`;
+    throw new Error(errorMessage);
+  }
+
+  return response.json();
+}