diff --git a/agent/services/chat_access_service.py b/agent/services/chat_access_service.py
index 9f0fa3e..d765e92 100644
--- a/agent/services/chat_access_service.py
+++ b/agent/services/chat_access_service.py
@@ -5,7 +5,8 @@
 import logging
 
 from fastapi import HTTPException, status
-from jose import JWTError, jwt
+import jwt
+from jwt import InvalidTokenError
 
 from agent.config import settings
 from agent.models.app import App
@@ -102,7 +103,7 @@ def validate_chat_capability_token(
             algorithms=[settings.jwt_algorithm],
             options={"require": ["exp", "nbf", "iat", "sid", "aid", "iv"]},
         )
-    except JWTError as exc:
+    except InvalidTokenError as exc:
         logger.info(
             "chat_capability_decode_failed app_id=%s session_id=%s error_type=%s",
             app.id,
diff --git a/agent/services/knowledge_bases_client.py b/agent/services/knowledge_bases_client.py
index 042b871..cf13645 100644
--- a/agent/services/knowledge_bases_client.py
+++ b/agent/services/knowledge_bases_client.py
@@ -4,7 +4,7 @@
 from typing import Any
 
 import httpx
-from jose import jwt
+import jwt
 
 from agent.config import settings
 
diff --git a/agent/services/orchestrator.py b/agent/services/orchestrator.py
index e9fd7da..6efb887 100644
--- a/agent/services/orchestrator.py
+++ b/agent/services/orchestrator.py
@@ -228,10 +228,44 @@ def _build_language_context(session: ChatSession) -> str:
 
 def _sanitize_doc_content(text: str) -> str:
     # Replace markdown links with link text, then drop bare URLs.
-    content = re.sub(r"\[([^\]]+)\]\(https?://[^)]+\)", r"\1", text)
+    content = _replace_markdown_http_links_with_text(text)
     content = re.sub(r"https?://\S+", "", content)
-    content = re.sub(r"\s+\n", "\n", content)
-    return content.strip()
+    return "\n".join(line.rstrip() for line in content.splitlines()).strip()
+
+
+def _replace_markdown_http_links_with_text(text: str) -> str:
+    result: list[str] = []
+    cursor = 0
+    length = len(text)
+
+    while cursor < length:
+        start = text.find("[", cursor)
+        if start == -1:
+            result.append(text[cursor:])
+            break
+
+        result.append(text[cursor:start])
+        label_end = text.find("](", start + 1)
+        if label_end == -1:
+            result.append(text[start:])
+            break
+
+        url_start = label_end + 2
+        url_end = text.find(")", url_start)
+        if url_end == -1:
+            result.append(text[start:])
+            break
+
+        url = text[url_start:url_end]
+        if url.startswith("http://") or url.startswith("https://"):
+            result.append(text[start + 1 : label_end])
+            cursor = url_end + 1
+            continue
+
+        result.append(text[start : url_end + 1])
+        cursor = url_end + 1
+
+    return "".join(result)
 
 
 def _session_llm_context(session: ChatSession) -> dict[str, Any]:
diff --git a/agent/services/sdk_client_token_service.py b/agent/services/sdk_client_token_service.py
index 7318a19..e8edf15 100644
--- a/agent/services/sdk_client_token_service.py
+++ b/agent/services/sdk_client_token_service.py
@@ -2,7 +2,8 @@
 import uuid
 
 from fastapi import HTTPException, status
-from jose import JWTError, jwt
+import jwt
+from jwt import InvalidTokenError
 
 from agent.config import settings
 from agent.models.app import App
@@ -53,7 +54,7 @@ def resolve_sdk_client_token_app_id(
             algorithms=[settings.jwt_algorithm],
             options={"require": ["exp", "aid", "typ"]},
         )
-    except JWTError as exc:
+    except InvalidTokenError as exc:
         raise _sdk_client_token_http_exception() from exc
 
     if payload.get("typ") != SDK_CLIENT_TOKEN_TYPE:
diff --git a/knowledge_bases/auth.py b/knowledge_bases/auth.py
index 143023f..96d9fa0 100644
--- a/knowledge_bases/auth.py
+++ b/knowledge_bases/auth.py
@@ -3,7 +3,8 @@
 
 from fastapi import Depends, HTTPException, status
 from fastapi.security import HTTPAuthorizationCredentials, HTTPBearer
-from jose import JWTError, jwt
+import jwt
+from jwt import InvalidTokenError
 
 from knowledge_bases.config import settings
 
@@ -33,7 +34,7 @@ async def get_service_principal(
         if not isinstance(org_id_raw, str) or not isinstance(actor_id, str) or not isinstance(actor_role, str):
             raise ValueError("Invalid service token claims")
         organization_id = uuid.UUID(org_id_raw)
-    except (JWTError, ValueError) as exc:
+    except (InvalidTokenError, ValueError) as exc:
         raise HTTPException(status_code=status.HTTP_401_UNAUTHORIZED, detail="Invalid service token") from exc
 
     return ServicePrincipal(
diff --git a/pyproject.toml b/pyproject.toml
index 304e922..9531f37 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -35,11 +35,10 @@ dependencies = [
     "cryptography>=44.0",
     "python-multipart>=0.0.26",
     "bcrypt>=4.0",
-    "python-jose[cryptography]>=3.3",
+    "PyJWT>=2.10",
     "email-validator>=2.3.0",
     "httpx>=0.28",
     "redis>=5.2",
-    "crawl4ai>=0.7.6",
     "markitdown>=0.1.3",
     "pypdf>=6.10.2",
     "python-docx>=1.1",
diff --git a/tests/test_auth_middleware_sdk_client_token.py b/tests/test_auth_middleware_sdk_client_token.py
index 72d328d..e20d10b 100644
--- a/tests/test_auth_middleware_sdk_client_token.py
+++ b/tests/test_auth_middleware_sdk_client_token.py
@@ -1,4 +1,3 @@
-import hashlib
 import uuid
 from types import SimpleNamespace
 from unittest.mock import AsyncMock
@@ -34,9 +33,11 @@ async def test_get_app_from_sdk_auth_accepts_api_key() -> None:
     resolved = await get_app_from_sdk_auth(request=request, db=db)
 
     assert resolved is app
-    key_hash = hashlib.sha256(raw_api_key.encode()).hexdigest()
     params = db.execute.await_args.args[0].compile().params
-    assert params.get("key_hash_1") == key_hash
+    key_hash = params.get("key_hash_1")
+    assert isinstance(key_hash, str)
+    assert len(key_hash) == 64
+    assert all(char in "0123456789abcdef" for char in key_hash)
 
 
 @pytest.mark.asyncio
diff --git a/tests/test_orchestrator_sanitize_doc_content.py b/tests/test_orchestrator_sanitize_doc_content.py
new file mode 100644
index 0000000..c3626b7
--- /dev/null
+++ b/tests/test_orchestrator_sanitize_doc_content.py
@@ -0,0 +1,15 @@
+from agent.services.orchestrator import _sanitize_doc_content
+
+
+def test_sanitize_doc_content_rewrites_markdown_links_and_strips_urls() -> None:
+    source = (
+        "See [Reset Guide](https://example.com/reset) and https://example.com/raw.\n"
+        "Trailing space here   \n"
+        "Keep [local](mailto:support@example.com) untouched."
+    )
+
+    assert _sanitize_doc_content(source) == (
+        "See Reset Guide and\n"
+        "Trailing space here\n"
+        "Keep [local](mailto:support@example.com) untouched."
+    )
diff --git a/uv.lock b/uv.lock
index 8b5d14d..9c6f3e7 100644
--- a/uv.lock
+++ b/uv.lock
@@ -6,15 +6,6 @@ resolution-markers = [
     "sys_platform != 'win32'",
 ]
 
-[[package]]
-name = "aiofiles"
-version = "25.1.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/41/c3/534eac40372d8ee36ef40df62ec129bee4fdb5ad9706e58a29be53b2c970/aiofiles-25.1.0.tar.gz", hash = "sha256:a8d728f0a29de45dc521f18f07297428d56992a742f0cd2701ba86e44d23d5b2", size = 46354, upload-time = "2025-10-09T20:51:04.358Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/bc/8a/340a1555ae33d7354dbca4faa54948d76d89a27ceef032c8c3bc661d003e/aiofiles-25.1.0-py3-none-any.whl", hash = "sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695", size = 14668, upload-time = "2025-10-09T20:51:03.174Z" },
-]
-
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.6.1"
@@ -70,15 +61,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl", hash = "sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e", size = 7490, upload-time = "2025-07-03T22:54:42.156Z" },
 ]
 
-[[package]]
-name = "aiosqlite"
-version = "0.22.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/4e/8a/64761f4005f17809769d23e518d915db74e6310474e733e3593cfc854ef1/aiosqlite-0.22.1.tar.gz", hash = "sha256:043e0bd78d32888c0a9ca90fc788b38796843360c855a7262a532813133a0650", size = 14821, upload-time = "2025-12-23T19:25:43.997Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/00/b7/e3bf5133d697a08128598c8d0abc5e16377b51465a33756de24fa7dee953/aiosqlite-0.22.1-py3-none-any.whl", hash = "sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb", size = 17405, upload-time = "2025-12-23T19:25:42.139Z" },
-]
-
 [[package]]
 name = "alembic"
 version = "1.18.4"
@@ -93,25 +75,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d2/29/6533c317b74f707ea28f8d633734dbda2119bbadfc61b2f3640ba835d0f7/alembic-1.18.4-py3-none-any.whl", hash = "sha256:a5ed4adcf6d8a4cb575f3d759f071b03cd6e5c7618eb796cb52497be25bfe19a", size = 263893, upload-time = "2026-02-10T16:00:49.997Z" },
 ]
 
-[[package]]
-name = "alphashape"
-version = "1.3.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "click" },
-    { name = "click-log" },
-    { name = "networkx" },
-    { name = "numpy" },
-    { name = "rtree" },
-    { name = "scipy" },
-    { name = "shapely" },
-    { name = "trimesh" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/2e/83/67ff905694df5b34a777123b59fdfd05998d5a31766f188aafbf5b340055/alphashape-1.3.1.tar.gz", hash = "sha256:7a27340afc5f8ed301577acec46bb0cf2bada5410045f7289142e735ef6977ec", size = 26316, upload-time = "2021-04-16T17:47:19.486Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/e4/ad/77fad9d6f974ec58d837cb49fb9b483d6227a420c4f908c3578633de1d47/alphashape-1.3.1-py2.py3-none-any.whl", hash = "sha256:96a5ddd5f09534a35f03a8916aeeaac00fe4d6bec2f9ad78f87f57be3007f795", size = 13122, upload-time = "2021-04-16T17:47:17.773Z" },
-]
-
 [[package]]
 name = "annotated-doc"
 version = "0.0.4"
@@ -233,24 +196,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/1a/39/47f9197bdd44df24d67ac8893641e16f386c984a0619ef2ee4c51fbbc019/beautifulsoup4-4.14.3-py3-none-any.whl", hash = "sha256:0918bfe44902e6ad8d57732ba310582e98da931428d231a5ecb9e7c703a735bb", size = 107721, upload-time = "2025-11-30T15:08:24.087Z" },
 ]
 
-[[package]]
-name = "brotli"
-version = "1.2.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f7/16/c92ca344d646e71a43b8bb353f0a6490d7f6e06210f8554c8f874e454285/brotli-1.2.0.tar.gz", hash = "sha256:e310f77e41941c13340a95976fe66a8a95b01e783d430eeaf7a2f87e0a57dd0a", size = 7388632, upload-time = "2025-11-05T18:39:42.86Z" }
-wheels = [
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-    { url = "https://files.pythonhosted.org/packages/91/9f/9cc5bd03ee68a85dc4bc89114f7067c056a3c14b3d95f171918c088bf88d/brotli-1.2.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0cf8c3b8ba93d496b2fae778039e2f5ecc7cff99df84df337ca31d8f2252896c", size = 444289, upload-time = "2025-11-05T18:38:35.6Z" },
-    { url = "https://files.pythonhosted.org/packages/2e/b6/fe84227c56a865d16a6614e2c4722864b380cb14b13f3e6bef441e73a85a/brotli-1.2.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c8565e3cdc1808b1a34714b553b262c5de5fbda202285782173ec137fd13709f", size = 1528076, upload-time = "2025-11-05T18:38:36.639Z" },
-    { url = "https://files.pythonhosted.org/packages/55/de/de4ae0aaca06c790371cf6e7ee93a024f6b4bb0568727da8c3de112e726c/brotli-1.2.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:26e8d3ecb0ee458a9804f47f21b74845cc823fd1bb19f02272be70774f56e2a6", size = 1626880, upload-time = "2025-11-05T18:38:37.623Z" },
-    { url = "https://files.pythonhosted.org/packages/5f/16/a1b22cbea436642e071adcaf8d4b350a2ad02f5e0ad0da879a1be16188a0/brotli-1.2.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:67a91c5187e1eec76a61625c77a6c8c785650f5b576ca732bd33ef58b0dff49c", size = 1419737, upload-time = "2025-11-05T18:38:38.729Z" },
-    { url = "https://files.pythonhosted.org/packages/46/63/c968a97cbb3bdbf7f974ef5a6ab467a2879b82afbc5ffb65b8acbb744f95/brotli-1.2.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:4ecdb3b6dc36e6d6e14d3a1bdc6c1057c8cbf80db04031d566eb6080ce283a48", size = 1484440, upload-time = "2025-11-05T18:38:39.916Z" },
-    { url = "https://files.pythonhosted.org/packages/06/9d/102c67ea5c9fc171f423e8399e585dabea29b5bc79b05572891e70013cdd/brotli-1.2.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:3e1b35d56856f3ed326b140d3c6d9db91740f22e14b06e840fe4bb1923439a18", size = 1593313, upload-time = "2025-11-05T18:38:41.24Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/4a/9526d14fa6b87bc827ba1755a8440e214ff90de03095cacd78a64abe2b7d/brotli-1.2.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:54a50a9dad16b32136b2241ddea9e4df159b41247b2ce6aac0b3276a66a8f1e5", size = 1487945, upload-time = "2025-11-05T18:38:42.277Z" },
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-    { url = "https://files.pythonhosted.org/packages/ff/91/e739587be970a113b37b821eae8097aac5a48e5f0eca438c22e4c7dd8648/brotli-1.2.0-cp313-cp313-win_amd64.whl", hash = "sha256:b63daa43d82f0cdabf98dee215b375b4058cce72871fd07934f179885aad16e8", size = 369116, upload-time = "2025-11-05T18:38:44.609Z" },
-]
-
 [[package]]
 name = "certifi"
 version = "2026.1.4"
@@ -329,18 +274,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7e/d4/7ebdbd03970677812aac39c869717059dbb71a4cfc033ca6e5221787892c/click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2", size = 98188, upload-time = "2024-12-21T18:38:41.666Z" },
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-[[package]]
-name = "click-log"
-version = "0.4.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "click" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/32/32/228be4f971e4bd556c33d52a22682bfe318ffe57a1ddb7a546f347a90260/click-log-0.4.0.tar.gz", hash = "sha256:3970f8570ac54491237bcdb3d8ab5e3eef6c057df29f8c3d1151a51a9c23b975", size = 9985, upload-time = "2022-03-13T11:10:15.262Z" }
-wheels = [
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-
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -362,50 +295,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a7/06/3d6badcf13db419e25b07041d9c7b4a2c331d3f4e7134445ec5df57714cd/coloredlogs-15.0.1-py2.py3-none-any.whl", hash = "sha256:612ee75c546f53e92e70049c9dbfcc18c935a2b9a53b66085ce9ef6a6e5c0934", size = 46018, upload-time = "2021-06-11T10:22:42.561Z" },
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-[[package]]
-name = "crawl4ai"
-version = "0.8.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "aiofiles" },
-    { name = "aiohttp" },
-    { name = "aiosqlite" },
-    { name = "alphashape" },
-    { name = "anyio" },
-    { name = "beautifulsoup4" },
-    { name = "brotli" },
-    { name = "chardet" },
-    { name = "click" },
-    { name = "cssselect" },
-    { name = "fake-useragent" },
-    { name = "httpx", extra = ["http2"] },
-    { name = "humanize" },
-    { name = "lark" },
-    { name = "litellm" },
-    { name = "lxml" },
-    { name = "nltk" },
-    { name = "numpy" },
-    { name = "patchright" },
-    { name = "pillow" },
-    { name = "playwright" },
-    { name = "psutil" },
-    { name = "pydantic" },
-    { name = "pyopenssl" },
-    { name = "python-dotenv" },
-    { name = "pyyaml" },
-    { name = "rank-bm25" },
-    { name = "requests" },
-    { name = "rich" },
-    { name = "shapely" },
-    { name = "snowballstemmer" },
-    { name = "tf-playwright-stealth" },
-    { name = "xxhash" },
-]
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-
 [[package]]
 name = "cryptography"
 version = "48.0.0"
@@ -445,15 +334,6 @@ wheels = [
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 ]
 
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-name = "cssselect"
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