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import os
import re
import sys
import time
from typing import Optional, Union
import requests
from agent_base.tools.tooling import ToolBase
from agent_base.utils import PROJECT_ROOT, env_flag, load_dotenv
DEFAULT_WEBFETCH_TIMEOUT_SECONDS = 300.0
DEFAULT_WEBFETCH_MAX_CHARS = 16384
def webfetch_timeout_seconds() -> float:
timeout = float(os.getenv("WEBFETCH_TIMEOUT_SECONDS", str(DEFAULT_WEBFETCH_TIMEOUT_SECONDS)))
if timeout <= 0:
raise ValueError("WEBFETCH_TIMEOUT_SECONDS must be > 0.")
return timeout
def webfetch_default_max_chars() -> int:
max_chars = int(os.getenv("WEBFETCH_MAX_CHARS", str(DEFAULT_WEBFETCH_MAX_CHARS)))
if max_chars <= 0:
raise ValueError("WEBFETCH_MAX_CHARS must be > 0.")
return max_chars
def search_debug_enabled() -> bool:
return env_flag("DEBUG_SEARCH")
def scholar_debug_enabled() -> bool:
return env_flag("DEBUG_SCHOLAR")
def visit_debug_enabled() -> bool:
return env_flag("DEBUG_VISIT")
def _request_error_text(exc: requests.RequestException) -> str:
response = getattr(exc, "response", None)
if response is None:
return str(exc)
body = response.text.strip()
if len(body) > 1000:
body = body[:1000] + "...(truncated)"
return f"{exc}; response_body={body}" if body else str(exc)
def _clean_webpage_text(text: str) -> str:
text = str(text or "").replace("\r\n", "\n").replace("\r", "\n").replace("\x00", "")
text = re.sub(r"[ \t]+\n", "\n", text)
text = re.sub(r"\n{4,}", "\n\n\n", text)
return text.strip()
class WebSearch(ToolBase):
name = "WebSearch"
description = "Perform one Google web search and return the top results. Call WebSearch multiple times for multiple queries."
parameters = {
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "The search query.",
},
},
"required": ["query"],
}
def __init__(self, cfg: Optional[dict] = None):
super().__init__(cfg)
def google_search_with_serp(self, query: str):
def contains_chinese_basic(text: str) -> bool:
return any("\u4E00" <= char <= "\u9FFF" for char in text)
if contains_chinese_basic(query):
payload = {
"q": query,
"location": "China",
"gl": "cn",
"hl": "zh-cn",
}
else:
payload = {
"q": query,
"location": "United States",
"gl": "us",
"hl": "en",
}
serper_key = os.getenv("SERPER_KEY", "").strip()
if not serper_key:
return "[WebSearch] SERPER_KEY is not set."
headers = {
"X-API-KEY": serper_key,
"Content-Type": "application/json",
}
last_error = ""
res = None
for i in range(5):
try:
res = requests.post(
"https://google.serper.dev/search",
json=payload,
headers=headers,
timeout=20,
)
res.raise_for_status()
break
except requests.RequestException as exc:
last_error = _request_error_text(exc)
if search_debug_enabled():
print(exc)
if i == 4:
return f"[WebSearch] Request failed for '{query}': {last_error}"
if res is None:
return f"[WebSearch] Request failed for '{query}': {last_error or 'unknown error'}"
try:
results = res.json()
except ValueError as exc:
return f"[WebSearch] Invalid JSON response for '{query}': {exc}"
organic_results = results.get("organic")
if not isinstance(organic_results, list) or not organic_results:
return f"No results found for '{query}'. Try with a more general query."
web_snippets = []
for idx, page in enumerate(organic_results, start=1):
if not isinstance(page, dict):
continue
title = str(page.get("title", "Untitled result"))
link = str(page.get("link", ""))
date_published = f"\nDate published: {page['date']}" if "date" in page else ""
source = f"\nSource: {page['source']}" if "source" in page else ""
snippet = f"\n{page['snippet']}" if "snippet" in page else ""
redacted_version = f"{idx}. [{title}]({link}){date_published}{source}\n{snippet}"
redacted_version = redacted_version.replace("Your browser can't play this video.", "")
web_snippets.append(redacted_version)
if not web_snippets:
return f"No results found for '{query}'. Try with a more general query."
content = f"A Google search for '{query}' found {len(web_snippets)} results:\n\n## Web Results\n" + "\n\n".join(web_snippets)
return content
def call(self, params: Union[str, dict], **kwargs) -> str:
try:
params = self.parse_json_args(params)
query = params["query"]
except ValueError as exc:
return f"[WebSearch] {exc}"
if not isinstance(query, str) or not query.strip():
return "[WebSearch] 'query' must be a non-empty string."
return self.google_search_with_serp(query.strip())
class ScholarSearch(ToolBase):
name = "ScholarSearch"
description = "Run one academic search through Google Scholar and return relevant publication results. Call ScholarSearch multiple times for multiple queries."
parameters = {
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "The search query for Google Scholar.",
},
},
"required": ["query"],
}
def __init__(self, cfg: Optional[dict] = None):
super().__init__(cfg)
def google_scholar_with_serp(self, query: str):
payload = {"q": query}
serper_key = os.getenv("SERPER_KEY", "").strip()
if not serper_key:
return "[ScholarSearch] SERPER_KEY is not set."
headers = {
"X-API-KEY": serper_key,
"Content-Type": "application/json",
}
last_error = ""
res = None
for i in range(5):
try:
res = requests.post(
"https://google.serper.dev/scholar",
json=payload,
headers=headers,
timeout=20,
)
res.raise_for_status()
break
except requests.RequestException as exc:
last_error = _request_error_text(exc)
if scholar_debug_enabled():
print(exc)
if i == 4:
return f"[ScholarSearch] Request failed for '{query}': {last_error}"
if res is None:
return f"[ScholarSearch] Request failed for '{query}': {last_error or 'unknown error'}"
try:
results = res.json()
except ValueError as exc:
return f"[ScholarSearch] Invalid JSON response for '{query}': {exc}"
organic_results = results.get("organic")
if not isinstance(organic_results, list) or not organic_results:
return f"No results found for '{query}'. Try with a more general query."
web_snippets = []
for idx, page in enumerate(organic_results, start=1):
if not isinstance(page, dict):
continue
title = str(page.get("title", "Untitled result"))
date_published = f"\nDate published: {page['year']}" if "year" in page else ""
publication_info = f"\npublicationInfo: {page['publicationInfo']}" if "publicationInfo" in page else ""
snippet = f"\n{page['snippet']}" if "snippet" in page else ""
link_info = "no available link"
if "pdfUrl" in page:
link_info = "pdfUrl: " + str(page["pdfUrl"])
cited_by = f"\ncitedBy: {page['citedBy']}" if "citedBy" in page else ""
redacted_version = f"{idx}. [{title}]({link_info}){publication_info}{date_published}{cited_by}\n{snippet}"
redacted_version = redacted_version.replace("Your browser can't play this video.", "")
web_snippets.append(redacted_version)
if not web_snippets:
return f"No results found for '{query}'. Try with a more general query."
content = f"A Google scholar for '{query}' found {len(web_snippets)} results:\n\n## Scholar Results\n" + "\n\n".join(web_snippets)
return content
def call(self, params: Union[str, dict], **kwargs) -> str:
try:
params = self.parse_json_args(params)
query = params["query"]
except ValueError as exc:
return f"[ScholarSearch] {exc}"
if not isinstance(query, str) or not query.strip():
return "[ScholarSearch] 'query' must be a non-empty string."
return self.google_scholar_with_serp(query.strip())
class WebFetch(ToolBase):
name = "WebFetch"
description = "Fetch webpage content and return cleaned, range-bounded page text for the agent to inspect."
parameters = {
"type": "object",
"properties": {
"url": {
"type": "string",
"description": "The URL of the webpage to visit. Call WebFetch multiple times for multiple URLs.",
},
"start_line": {
"type": "integer",
"description": "Optional 1-based start line for partial reading. Default is 1.",
},
"end_line": {
"type": "integer",
"description": "Optional 1-based end line for partial reading. If omitted, read to the end.",
},
"max_chars": {
"type": "integer",
"description": "Maximum number of characters to return. Default is 16384 and the value must not exceed WEBFETCH_MAX_CHARS.",
},
},
"required": ["url"],
}
def __init__(self, cfg: Optional[dict] = None):
super().__init__(cfg)
@staticmethod
def _remaining_budget_seconds(runtime_deadline: Optional[float]) -> Optional[float]:
if runtime_deadline is None:
return None
return runtime_deadline - time.time()
@staticmethod
def _webfetch_deadline(runtime_deadline: Optional[float]) -> float:
tool_deadline = time.time() + webfetch_timeout_seconds()
if runtime_deadline is None:
return tool_deadline
return min(float(runtime_deadline), tool_deadline)
@staticmethod
def _format_page_content(
*,
url: str,
content: str,
start_line: int,
end_line: Optional[int],
max_chars: int,
) -> str:
clean_content = _clean_webpage_text(content)
lines = clean_content.splitlines()
selected_lines = lines[start_line - 1:end_line]
selected_content = "\n".join(selected_lines)
truncated = len(selected_content) > max_chars
returned_content = selected_content[:max_chars] if truncated else selected_content
effective_end_line = end_line if end_line is not None else len(lines)
meta = [
f"url: {url}",
"source_type: web",
f"start_line: {start_line}",
f"end_line: {effective_end_line}",
f"total_lines: {len(lines)}",
f"total_chars: {len(clean_content)}",
f"max_chars: {max_chars}",
f"returned_chars: {len(returned_content)}",
f"truncated: {str(truncated).lower()}",
]
if truncated:
meta.append("note: content was truncated by max_chars; use a narrower line range, or raise max_chars only up to WEBFETCH_MAX_CHARS if this call used a smaller value.")
return "\n".join(meta) + "\ncontent:\n" + returned_content
def call(self, params: Union[str, dict], **kwargs) -> str:
try:
params = self.parse_json_args(params)
url = params["url"]
except ValueError as exc:
return f"[WebFetch] {exc}"
try:
start_line = int(params.get("start_line", 1))
end_line_raw = params.get("end_line")
end_line = int(end_line_raw) if end_line_raw is not None else None
max_chars_limit = webfetch_default_max_chars()
max_chars_raw = params.get("max_chars")
max_chars = int(max_chars_raw) if max_chars_raw is not None else max_chars_limit
except (TypeError, ValueError):
return "[WebFetch] start_line, end_line, and max_chars must be integers when provided."
if start_line < 1:
return "[WebFetch] start_line must be >= 1."
if end_line is not None and end_line < start_line:
return "[WebFetch] end_line must be >= start_line."
if max_chars <= 0:
return "[WebFetch] max_chars must be > 0."
if max_chars > max_chars_limit:
return f"[WebFetch] max_chars must be <= WEBFETCH_MAX_CHARS ({max_chars_limit}). Use a narrower line range to read more of the page."
try:
runtime_deadline = self._webfetch_deadline(kwargs.get("runtime_deadline"))
except ValueError as exc:
return f"[WebFetch] {exc}"
response = self.readpage_jina(
url,
start_line=start_line,
end_line=end_line,
max_chars=max_chars,
runtime_deadline=runtime_deadline,
)
if visit_debug_enabled():
print(f"WebFetch Length {len(response)}")
return response.strip()
def jina_readpage(self, url: str, runtime_deadline: Optional[float] = None) -> str:
max_retries = 3
timeout = 50
jina_api_key = os.getenv("JINA_KEY", "").strip()
if not jina_api_key:
return "[WebFetch] JINA_KEY is not set."
last_error = "unknown page-fetch error"
for attempt in range(max_retries):
headers = {
"Authorization": f"Bearer {jina_api_key}",
}
try:
remaining = self._remaining_budget_seconds(runtime_deadline)
if remaining is not None and remaining <= 0:
return "[WebFetch] Failed to read page: agent runtime limit reached."
response = requests.get(
f"https://r.jina.ai/{url}",
headers=headers,
timeout=min(timeout, max(remaining, 0.001)) if remaining is not None else timeout,
)
if response.status_code == 200:
return response.text
if visit_debug_enabled():
print(response.text)
last_error = f"HTTP {response.status_code}: {response.text[:200]}"
except requests.RequestException as exc:
last_error = str(exc)
remaining = self._remaining_budget_seconds(runtime_deadline)
if remaining is not None and remaining <= 0:
return "[WebFetch] Failed to read page: agent runtime limit reached."
time.sleep(min(0.5, remaining) if remaining is not None else 0.5)
if attempt == max_retries - 1:
return f"[WebFetch] Failed to read page: {last_error}"
return f"[WebFetch] Failed to read page: {last_error}"
def html_readpage_jina(self, url: str, runtime_deadline: Optional[float] = None) -> str:
max_attempts = 8
for _ in range(max_attempts):
remaining = self._remaining_budget_seconds(runtime_deadline)
if remaining is not None and remaining <= 0:
return "[WebFetch] Failed to read page: agent runtime limit reached."
content = self.jina_readpage(url, runtime_deadline=runtime_deadline)
if content and not content.startswith("[WebFetch] Failed to read page:") and content != "[WebFetch] Empty content." and not content.startswith("[document_parser]"):
return content
return "[WebFetch] Failed to read page: exhausted retries"
def readpage_jina(
self,
url: str,
*,
start_line: int = 1,
end_line: Optional[int] = None,
max_chars: int = DEFAULT_WEBFETCH_MAX_CHARS,
runtime_deadline: Optional[float] = None,
) -> str:
content = self.html_readpage_jina(url, runtime_deadline=runtime_deadline)
if not content or content.startswith("[WebFetch] Failed to read page:") or content == "[WebFetch] Empty content." or content.startswith("[document_parser]"):
return "[WebFetch] Failed to read page: the provided webpage content could not be accessed. Please check the URL or file format."
return self._format_page_content(
url=url,
content=content,
start_line=start_line,
end_line=end_line,
max_chars=max_chars,
)
def main(argv: Optional[list[str]] = None) -> int:
parser = argparse.ArgumentParser(description="Run web tools directly.")
subparsers = parser.add_subparsers(dest="tool", required=True)
search_parser = subparsers.add_parser("search", help="Run WebSearch.")
search_parser.add_argument("query", nargs="+")
scholar_parser = subparsers.add_parser("scholar", help="Run ScholarSearch.")
scholar_parser.add_argument("query", nargs="+")
fetch_parser = subparsers.add_parser("fetch", help="Run WebFetch.")
fetch_parser.add_argument("url")
fetch_parser.add_argument("--start-line", type=int, default=1)
fetch_parser.add_argument("--end-line", type=int)
fetch_parser.add_argument("--max-chars", type=int)
args = parser.parse_args(argv)
load_dotenv(PROJECT_ROOT / ".env")
if args.tool == "search":
result = WebSearch().call({"query": " ".join(args.query)})
elif args.tool == "scholar":
result = ScholarSearch().call({"query": " ".join(args.query)})
else:
result = WebFetch().call(
{
"url": args.url,
"start_line": args.start_line,
"end_line": args.end_line,
"max_chars": args.max_chars if args.max_chars is not None else webfetch_default_max_chars(),
}
)
print(result)
return 0
if __name__ == "__main__":
raise SystemExit(main(sys.argv[1:]))
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