diff --git a/CHANGELOG.md b/CHANGELOG.md
index 9b4cea9339..1e60b99df1 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -412,6 +412,19 @@ This section accumulates work toward the **2.3.0** milestone
   before a thread view stalled the Gateway event loop that runs, streams and
   every other thread share. The response is unchanged. ([#7727])
 
+- **community:** The shared SSRF guard now returns its documented `Error: ...`
+  rejection for malformed URLs instead of raising `ValueError`.
+  `validate_public_http_url` and `validate_delegated_backend_url` called
+  `urlparse()` unguarded, so an authority it rejects, such as the unmatched
+  IPv6 bracket in `http://[::1/api`, escaped to the caller. That surfaced as an
+  unhandled 500 from the personal MCP router and as generic exception text in
+  the crawl4ai and fastCRW `web_fetch` tools. Both validators now reject any
+  malformed authority before the scheme check and the private-address escape
+  hatches, including a raw bracket in userinfo, which RFC 3986 forbids and
+  Python versions disagree on. This is a fail-closed contract fix plus
+  version-drift hardening: no host reachable through a well-formed URL becomes
+  blocked. ([#8079])
+
 ## [2.2.0] — 2026-10-29
 
 This section accumulates work toward the **2.2.0** milestone
@@ -16350,6 +16363,7 @@ with **180 merged pull requests** since the first 2.0 milestone tag.
 [#8069]: https://github.com/bytedance/deer-flow/issues/8069
 [#8071]: https://github.com/bytedance/deer-flow/issues/8071
 [#8072]: https://github.com/bytedance/deer-flow/pull/8072
+[#8079]: https://github.com/bytedance/deer-flow/pull/8079
 [#8117]: https://github.com/bytedance/deer-flow/pull/8117
 [#8118]: https://github.com/bytedance/deer-flow/pull/8118
 [#8126]: https://github.com/bytedance/deer-flow/pull/8126
diff --git a/backend/packages/harness/deerflow/community/url_safety.py b/backend/packages/harness/deerflow/community/url_safety.py
index c54863a1a4..2ff6643050 100644
--- a/backend/packages/harness/deerflow/community/url_safety.py
+++ b/backend/packages/harness/deerflow/community/url_safety.py
@@ -5,7 +5,7 @@ from __future__ import annotations
 import ipaddress
 import socket
 from collections.abc import Callable
-from urllib.parse import urlparse
+from urllib.parse import ParseResult, urlparse
 
 _BLOCKED_HOSTNAMES = {"localhost", "metadata.google.internal"}
 _IDNA_DOT_TRANSLATION = str.maketrans("\u3002\uff0e\uff61", "...")
@@ -142,6 +142,33 @@ def resolve_public_addresses(
     return candidates
 
 
+def _parse_url(value: str) -> ParseResult | None:
+    """Parse a URL, returning ``None`` for malformed input.
+
+    ``urlparse`` raises ``ValueError`` for some malformed authorities (for
+    example an unmatched IPv6 bracket). The validators' contract is to return an
+    ``"Error: ..."`` string, so callers must never see that exception.
+
+    A raw bracket in the userinfo slot is malformed per RFC 3986. Modern CPython
+    rejects some of those forms inside ``urlparse`` already, but which ones
+    differs across versions, so rejecting all of them here keeps the result
+    version-independent; this also blocks the ``[literal]@[IPv6]`` shape that
+    ``urlparse`` accepts without complaint. Mirrors the SkillScan host parser
+    (#8017). Non-string input is malformed too, matching
+    :func:`safe_public_result_url`.
+    """
+    if not isinstance(value, str):
+        return None
+    try:
+        parsed = urlparse(value)
+    except ValueError:
+        return None
+    userinfo, _, _ = parsed.netloc.rpartition("@")
+    if "[" in userinfo or "]" in userinfo:
+        return None
+    return parsed
+
+
 def validate_public_http_url(
     url: str,
     *,
@@ -167,7 +194,9 @@ def validate_public_http_url(
     crawl4ai, fastcrw, firecrawl) resolve on their own side and cannot be pinned
     from here.
     """
-    parsed = urlparse(url)
+    parsed = _parse_url(url)
+    if parsed is None:
+        return "Error: URL could not be parsed"
     if parsed.scheme not in {"http", "https"} or not parsed.netloc:
         return "Error: Only http:// and https:// URLs are supported"
 
@@ -216,7 +245,9 @@ def validate_delegated_backend_url(
     :func:`resolve_public_addresses`; from a coroutine, call it via
     ``asyncio.to_thread``.
     """
-    parsed = urlparse(base_url)
+    parsed = _parse_url(base_url)
+    if parsed is None:
+        return "Error: Backend URL could not be parsed"
     if parsed.scheme not in {"http", "https"} or not parsed.netloc:
         return "Error: Only http:// and https:// backend URLs are supported"
 
diff --git a/backend/tests/test_url_safety.py b/backend/tests/test_url_safety.py
index 6f119059f6..dba9da820b 100644
--- a/backend/tests/test_url_safety.py
+++ b/backend/tests/test_url_safety.py
@@ -89,3 +89,87 @@ def test_delegated_backend_allows_private_when_isolation_confirmed():
 
 def test_delegated_backend_rejects_non_http_scheme():
     assert validate_delegated_backend_url("ftp://example.com") == "Error: Only http:// and https:// backend URLs are supported"
+
+
+def _must_not_resolve(_host):
+    raise AssertionError("a malformed URL must be rejected before DNS resolution")
+
+
+# A raw bracket in the userinfo slot is malformed per RFC 3986. urlparse()
+# rejects some of these forms itself; the others are caught by the userinfo
+# check in _parse_url(), which mirrors the SkillScan host parser (#8017).
+# One list drives both validators so a newly discovered malformed shape is
+# covered by both at once.
+_MALFORMED_URLS = [
+    "http://[::1/api",  # unmatched IPv6 bracket: urlparse() raises ValueError
+    "http://[::1]@Example.COM/api",  # bracketed userinfo: urlparse() raises on some versions
+    "http://[]@example.com/api",  # empty bracketed host in userinfo: urlparse() raises
+    "http://[@[::1]/",  # raw "[" in userinfo: urlparse() succeeds, userinfo check fires
+    "http://u]@[::1]/",  # raw "]" in userinfo: exercises the closing-bracket half
+    "http://a@b[c]@[2606:4700:4700::1111]/",  # the last "@" separates userinfo from host
+]
+
+
+@pytest.mark.parametrize("url", _MALFORMED_URLS)
+def test_public_validator_returns_error_for_malformed_url(url):
+    error = validate_public_http_url(url, resolver=_must_not_resolve)
+
+    assert error == "Error: URL could not be parsed"
+
+
+@pytest.mark.parametrize("url", _MALFORMED_URLS)
+def test_delegated_backend_validator_returns_error_for_malformed_url(url):
+    error = validate_delegated_backend_url(url, resolver=_must_not_resolve)
+
+    assert error == "Error: Backend URL could not be parsed"
+
+
+@pytest.mark.parametrize("value", [b"http://example.com", None, 123, ["http://example.com"]])
+def test_public_validator_returns_error_for_non_string_input(value):
+    # The signature says str, but these guards must never raise: a non-string
+    # value is malformed input, not an exception. Mirrors the isinstance guard
+    # in safe_public_result_url().
+    error = validate_public_http_url(value, resolver=_must_not_resolve)
+
+    assert error == "Error: URL could not be parsed"
+
+
+@pytest.mark.parametrize("value", [b"http://example.com", None, 123, ["http://example.com"]])
+def test_delegated_backend_validator_returns_error_for_non_string_input(value):
+    error = validate_delegated_backend_url(value, resolver=_must_not_resolve)
+
+    assert error == "Error: Backend URL could not be parsed"
+
+
+@pytest.mark.parametrize(
+    ("url", "expected"),
+    [
+        # A plain userinfo must still pass through to address classification.
+        ("https://user:pass@[2606:4700:4700::1111]/", None),
+        # ...and must not hide a private host.
+        ("http://user@[::1]/", "Error: Refusing to fetch a private, loopback, or metadata address"),
+    ],
+)
+def test_public_validator_keeps_legitimate_userinfo(url, expected):
+    assert validate_public_http_url(url, resolver=_must_not_resolve) == expected
+
+
+def test_delegated_backend_validator_keeps_legitimate_userinfo():
+    assert validate_delegated_backend_url("https://user:pass@[2606:4700:4700::1111]/", resolver=_must_not_resolve) is None
+
+    error = validate_delegated_backend_url("http://user@[::1]/", resolver=_must_not_resolve)
+
+    assert error is not None
+    assert "network_isolation_confirmed" in error
+
+
+@pytest.mark.parametrize("url", ["http://[::1/api", "http://[@[::1]/"])
+def test_public_validator_rejects_malformed_url_before_bypassing_private_checks(url):
+    # Parsing must happen before the allow_private_addresses escape hatch: a
+    # malformed URL is not a usable URL at all.
+    assert validate_public_http_url(url, allow_private_addresses=True) == "Error: URL could not be parsed"
+
+
+@pytest.mark.parametrize("url", ["http://[::1/api", "http://[@[::1]/"])
+def test_delegated_backend_validator_rejects_malformed_url_before_isolation_bypass(url):
+    assert validate_delegated_backend_url(url, network_isolation_confirmed=True) == "Error: Backend URL could not be parsed"