From daf2d540baf5d6c7f6da92057f7bbed18d0041b6 Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Fri, 10 Jan 2025 22:28:14 +0100
Subject: [PATCH 01/26] Add data visualization for Anthropic

---
 cognee-mcp/cognee_mcp/server.py | 37 +++++++++++++++++++++++++++++++++
 cognee/shared/utils.py          | 11 +++++++++-
 2 files changed, 47 insertions(+), 1 deletion(-)

diff --git a/cognee-mcp/cognee_mcp/server.py b/cognee-mcp/cognee_mcp/server.py
index 19dc999d7..1cc141d0f 100644
--- a/cognee-mcp/cognee_mcp/server.py
+++ b/cognee-mcp/cognee_mcp/server.py
@@ -10,6 +10,8 @@ from cognee.api.v1.search import SearchType
 from cognee.shared.data_models import KnowledgeGraph
 from mcp.server import NotificationOptions, Server
 from mcp.server.models import InitializationOptions
+from PIL import Image
+from PIL import Image as PILImage
 
 server = Server("cognee-mcp")
 
@@ -87,9 +89,36 @@ async def handle_list_tools() -> list[types.Tool]:
                 },
             },
         ),
+        types.Tool(
+            name="visualize",
+            description="Visualize the knowledge graph.",
+            inputSchema={
+                "type": "object",
+                "properties": {
+                    "query": {"type": "string"},
+                },
+            },
+        ),
     ]
 
 
+def get_freshest_png(directory: str) -> Image.Image:
+    # List all files in 'directory' that end with .png
+    files = [f for f in os.listdir(directory) if f.endswith(".png")]
+    if not files:
+        raise FileNotFoundError("No PNG files found in the given directory.")
+
+    # Sort by integer value of the filename (minus the '.png')
+    # Example filename: 1673185134.png -> integer 1673185134
+    files_sorted = sorted(files, key=lambda x: int(x.replace(".png", "")))
+
+    # The "freshest" file has the largest timestamp
+    freshest_filename = files_sorted[-1]
+    freshest_path = os.path.join(directory, freshest_filename)
+
+    # Open the image with PIL and return the PIL Image object
+    return Image.open(freshest_path)
+
 @server.call_tool()
 async def handle_call_tool(
     name: str, arguments: dict | None
@@ -154,6 +183,14 @@ async def handle_call_tool(
                         text="Pruned",
                     )
                 ]
+
+    elif name == "visualize":
+        with open(os.devnull, "w") as fnull:
+            with redirect_stdout(fnull), redirect_stderr(fnull):
+                """Create a thumbnail from an image"""
+                await cognee.visualize
+                img = get_freshest_png(".")
+                return types.Image(data=img.tobytes(), format="png")
     else:
         raise ValueError(f"Unknown tool: {name}")
 
diff --git a/cognee/shared/utils.py b/cognee/shared/utils.py
index e57decde1..2dab80187 100644
--- a/cognee/shared/utils.py
+++ b/cognee/shared/utils.py
@@ -13,7 +13,7 @@ import matplotlib.pyplot as plt
 import tiktoken
 import nltk
 import base64
-
+import time
 
 import logging
 import sys
@@ -396,6 +396,7 @@ async def create_cognee_style_network_with_logo(
 
     from bokeh.embed import file_html
     from bokeh.resources import CDN
+    from bokeh.io import export_png
 
     logging.info("Converting graph to serializable format...")
     G = await convert_to_serializable_graph(G)
@@ -443,6 +444,14 @@ async def create_cognee_style_network_with_logo(
     )
     p.add_tools(hover_tool)
 
+    # Get the latest Unix timestamp as an integer
+    timestamp = int(time.time())
+
+    # Construct your filename
+    filename = f"{timestamp}.png"
+
+    export_png(p, filename=filename)
+
     logging.info(f"Saving visualization to {output_filename}...")
     html_content = file_html(p, CDN, title)
     with open(output_filename, "w") as f:

From b132ff499073d27dac7898c3dcab46db447529bb Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Sat, 11 Jan 2025 16:57:22 +0100
Subject: [PATCH 02/26] Update cognee-mcp/cognee_mcp/server.py

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
---
 cognee-mcp/cognee_mcp/server.py | 13 +++++++++++--
 1 file changed, 11 insertions(+), 2 deletions(-)

diff --git a/cognee-mcp/cognee_mcp/server.py b/cognee-mcp/cognee_mcp/server.py
index 1cc141d0f..07d5babe0 100644
--- a/cognee-mcp/cognee_mcp/server.py
+++ b/cognee-mcp/cognee_mcp/server.py
@@ -103,6 +103,9 @@ async def handle_list_tools() -> list[types.Tool]:
 
 
 def get_freshest_png(directory: str) -> Image.Image:
+    if not os.path.exists(directory):
+        raise FileNotFoundError(f"Directory {directory} does not exist")
+
     # List all files in 'directory' that end with .png
     files = [f for f in os.listdir(directory) if f.endswith(".png")]
     if not files:
@@ -110,14 +113,20 @@ def get_freshest_png(directory: str) -> Image.Image:
 
     # Sort by integer value of the filename (minus the '.png')
     # Example filename: 1673185134.png -> integer 1673185134
-    files_sorted = sorted(files, key=lambda x: int(x.replace(".png", "")))
+    try:
+        files_sorted = sorted(files, key=lambda x: int(x.replace(".png", "")))
+    except ValueError as e:
+        raise ValueError("Invalid PNG filename format. Expected timestamp format.") from e
 
     # The "freshest" file has the largest timestamp
     freshest_filename = files_sorted[-1]
     freshest_path = os.path.join(directory, freshest_filename)
 
     # Open the image with PIL and return the PIL Image object
-    return Image.open(freshest_path)
+    try:
+        return Image.open(freshest_path)
+    except (IOError, OSError) as e:
+        raise IOError(f"Failed to open PNG file {freshest_path}") from e
 
 @server.call_tool()
 async def handle_call_tool(

From 7b0bfe95040c0f7ddcf8885d688ceb676f44b9e5 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Sat, 11 Jan 2025 16:57:59 +0100
Subject: [PATCH 03/26] Update cognee-mcp/cognee_mcp/server.py

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
---
 cognee-mcp/cognee_mcp/server.py | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/cognee-mcp/cognee_mcp/server.py b/cognee-mcp/cognee_mcp/server.py
index 07d5babe0..2f7efd787 100644
--- a/cognee-mcp/cognee_mcp/server.py
+++ b/cognee-mcp/cognee_mcp/server.py
@@ -196,10 +196,12 @@ async def handle_call_tool(
     elif name == "visualize":
         with open(os.devnull, "w") as fnull:
             with redirect_stdout(fnull), redirect_stderr(fnull):
-                """Create a thumbnail from an image"""
-                await cognee.visualize
-                img = get_freshest_png(".")
-                return types.Image(data=img.tobytes(), format="png")
+                try:
+                    await cognee.visualize
+                    img = get_freshest_png(".")
+                    return types.Image(data=img.tobytes(), format="png")
+                except (FileNotFoundError, IOError, ValueError) as e:
+                    raise ValueError(f"Failed to create visualization: {str(e)}")
     else:
         raise ValueError(f"Unknown tool: {name}")
 

From cf4737b0a26f0f2f4eaa488c72534a3614485ba0 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Sun, 12 Jan 2025 16:13:21 +0100
Subject: [PATCH 04/26] Update cognee-mcp/cognee_mcp/server.py

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
---
 cognee-mcp/cognee_mcp/server.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/cognee-mcp/cognee_mcp/server.py b/cognee-mcp/cognee_mcp/server.py
index 2f7efd787..b22cce235 100644
--- a/cognee-mcp/cognee_mcp/server.py
+++ b/cognee-mcp/cognee_mcp/server.py
@@ -197,7 +197,7 @@ async def handle_call_tool(
         with open(os.devnull, "w") as fnull:
             with redirect_stdout(fnull), redirect_stderr(fnull):
                 try:
-                    await cognee.visualize
+                    await cognee.visualize()
                     img = get_freshest_png(".")
                     return types.Image(data=img.tobytes(), format="png")
                 except (FileNotFoundError, IOError, ValueError) as e:

From 55e9d64d87299bf5c6414dcad1666e671e73a7a7 Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Tue, 14 Jan 2025 00:40:14 +0100
Subject: [PATCH 05/26] Add data visualization for Anthropic

---
 cognee/shared/utils.py | 30 +++++-------------------------
 1 file changed, 5 insertions(+), 25 deletions(-)

diff --git a/cognee/shared/utils.py b/cognee/shared/utils.py
index 2dab80187..ca8306a01 100644
--- a/cognee/shared/utils.py
+++ b/cognee/shared/utils.py
@@ -11,7 +11,7 @@ import networkx as nx
 import pandas as pd
 import matplotlib.pyplot as plt
 import tiktoken
-import nltk
+
 import base64
 import time
 
@@ -243,31 +243,9 @@ async def render_graph(
 #     return df.replace([np.inf, -np.inf, np.nan], None)
 
 
-def get_entities(tagged_tokens):
-    nltk.download("maxent_ne_chunker", quiet=True)
-    from nltk.chunk import ne_chunk
-
-    return ne_chunk(tagged_tokens)
 
 
-def extract_pos_tags(sentence):
-    """Extract Part-of-Speech (POS) tags for words in a sentence."""
 
-    # Ensure that the necessary NLTK resources are downloaded
-    nltk.download("words", quiet=True)
-    nltk.download("punkt", quiet=True)
-    nltk.download("averaged_perceptron_tagger", quiet=True)
-
-    from nltk.tag import pos_tag
-    from nltk.tokenize import word_tokenize
-
-    # Tokenize the sentence into words
-    tokens = word_tokenize(sentence)
-
-    # Tag each word with its corresponding POS tag
-    pos_tags = pos_tag(tokens)
-
-    return pos_tags
 
 
 logging.basicConfig(level=logging.INFO)
@@ -450,13 +428,15 @@ async def create_cognee_style_network_with_logo(
     # Construct your filename
     filename = f"{timestamp}.png"
 
-    export_png(p, filename=filename)
+
 
     logging.info(f"Saving visualization to {output_filename}...")
     html_content = file_html(p, CDN, title)
     with open(output_filename, "w") as f:
         f.write(html_content)
 
+
+
     logging.info("Visualization complete.")
 
     if bokeh_object:
@@ -517,7 +497,7 @@ if __name__ == "__main__":
             G,
             output_filename="example_network.html",
             title="Example Cognee Network",
-            node_attribute="group",  # Attribute to use for coloring nodes
+            label="group",  # Attribute to use for coloring nodes
             layout_func=nx.spring_layout,  # Layout function
             layout_scale=3.0,  # Scale for the layout
             logo_alpha=0.2,

From 047948ae543dd59360e19f2096dc2181282d50e3 Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Tue, 14 Jan 2025 09:57:53 +0100
Subject: [PATCH 06/26] Add data visualization for Anthropic

---
 cognee-mcp/README.md            |   9 +
 cognee-mcp/cognee_mcp/server.py |  16 +-
 cognee-mcp/pyproject.toml       |  22 +-
 cognee-mcp/uv.lock              | 346 ++++++++----------
 cognee/__init__.py              |   2 +-
 cognee/shared/utils.py          |   6 -
 poetry.lock                     | 625 ++++++++++++++++----------------
 pyproject.toml                  |   3 +-
 8 files changed, 508 insertions(+), 521 deletions(-)

diff --git a/cognee-mcp/README.md b/cognee-mcp/README.md
index 4ffa41e8f..de52d9b39 100644
--- a/cognee-mcp/README.md
+++ b/cognee-mcp/README.md
@@ -83,3 +83,12 @@ npx -y @smithery/cli install cognee --client claude
 
 Define cognify tool in server.py
 Restart your Claude desktop.
+
+
+To use debugger, run:
+```bash
+npx @modelcontextprotocol/inspector uv --directory /Users/name/folder run cognee
+```
+
+To reset the installation
+uv sync --dev --all-extras --reinstall 
diff --git a/cognee-mcp/cognee_mcp/server.py b/cognee-mcp/cognee_mcp/server.py
index b22cce235..37238a783 100644
--- a/cognee-mcp/cognee_mcp/server.py
+++ b/cognee-mcp/cognee_mcp/server.py
@@ -3,6 +3,8 @@ import os
 import asyncio
 from contextlib import redirect_stderr, redirect_stdout
 
+from sqlalchemy.testing.plugin.plugin_base import logging
+
 import cognee
 import mcp.server.stdio
 import mcp.types as types
@@ -11,7 +13,7 @@ from cognee.shared.data_models import KnowledgeGraph
 from mcp.server import NotificationOptions, Server
 from mcp.server.models import InitializationOptions
 from PIL import Image
-from PIL import Image as PILImage
+
 
 server = Server("cognee-mcp")
 
@@ -197,9 +199,15 @@ async def handle_call_tool(
         with open(os.devnull, "w") as fnull:
             with redirect_stdout(fnull), redirect_stderr(fnull):
                 try:
-                    await cognee.visualize()
-                    img = get_freshest_png(".")
-                    return types.Image(data=img.tobytes(), format="png")
+                    result = await cognee.visualize_graph()
+                    results = retrieved_edges_to_string(result)
+
+                    return [
+                        types.TextContent(
+                            type="text",
+                            text=results,
+                        )
+                    ]
                 except (FileNotFoundError, IOError, ValueError) as e:
                     raise ValueError(f"Failed to create visualization: {str(e)}")
     else:
diff --git a/cognee-mcp/pyproject.toml b/cognee-mcp/pyproject.toml
index 81f6c7236..37c7ab9db 100644
--- a/cognee-mcp/pyproject.toml
+++ b/cognee-mcp/pyproject.toml
@@ -3,10 +3,10 @@ name = "cognee-mcp"
 version = "0.1.0"
 description = "A MCP server project"
 readme = "README.md"
-requires-python = ">=3.11"
+requires-python = ">=3.11.0"
 dependencies = [
     "mcp>=1.1.1",
-    "openai==1.52.0",
+    "openai==1.59.4",
     "pydantic==2.8.2",
     "python-dotenv==1.0.1",
     "fastapi>=0.109.2,<0.110.0",
@@ -21,18 +21,18 @@ dependencies = [
     "boto3>=1.26.125,<2.0.0",
     "botocore>=1.35.54,<2.0.0",
     "gunicorn>=20.1.0,<21.0.0",
-    "sqlalchemy==2.0.35",
-    "instructor==1.5.2",
+    "sqlalchemy==2.0.36",
+    "instructor==1.7.2",
     "networkx>=3.2.1,<4.0.0",
     "aiosqlite>=0.20.0,<0.21.0",
-    "pandas==2.0.3",
+    "pandas==2.2.3",
     "filetype>=1.2.0,<2.0.0",
     "nltk>=3.8.1,<4.0.0",
     "dlt[sqlalchemy]>=1.4.1,<2.0.0",
     "aiofiles>=23.2.1,<24.0.0",
     "qdrant-client>=1.9.0,<2.0.0", # Optional
     "graphistry>=0.33.5,<0.34.0",
-    "tenacity>=8.4.1,<9.0.0",
+    "tenacity>=9.0.0",
     "weaviate-client==4.6.7", # Optional
     "scikit-learn>=1.5.0,<2.0.0",
     "pypdf>=4.1.0,<5.0.0",
@@ -44,19 +44,19 @@ dependencies = [
     "langsmith==0.1.139", # Optional
     "langdetect==1.0.9",
     "posthog>=3.5.0,<4.0.0", # Optional
-    "lancedb==0.15.0",
-    "litellm==1.49.1",
+    "lancedb==0.16.0",
+    "litellm==1.57.2",
     "groq==0.8.0", # Optional
     "langfuse>=2.32.0,<3.0.0", # Optional
     "pydantic-settings>=2.2.1,<3.0.0",
     "anthropic>=0.26.1,<1.0.0",
     "sentry-sdk[fastapi]>=2.9.0,<3.0.0",
-    "fastapi-users[sqlalchemy]", # Optional
+    "fastapi-users[sqlalchemy]>=14.0.0", # Optional
     "alembic>=1.13.3,<2.0.0",
     "asyncpg==0.30.0", # Optional
     "pgvector>=0.3.5,<0.4.0", # Optional
     "psycopg2>=2.9.10,<3.0.0", # Optional
-    "llama-index-core>=0.11.22,<0.12.0", # Optional
+    "llama-index-core>=0.12.0", # Optional
     "deepeval>=2.0.1,<3.0.0", # Optional
     "transformers>=4.46.3,<5.0.0",
     "pymilvus>=2.5.0,<3.0.0", # Optional
@@ -91,4 +91,4 @@ dev = [
 ]
 
 [project.scripts]
-cognee = "cognee_mcp:main"
+cognee = "cognee_mcp:main"
\ No newline at end of file
diff --git a/cognee-mcp/uv.lock b/cognee-mcp/uv.lock
index b748667e1..655d5129f 100644
--- a/cognee-mcp/uv.lock
+++ b/cognee-mcp/uv.lock
@@ -1,10 +1,10 @@
 version = 1
-requires-python = ">=3.11"
+requires-python = ">=3.11.0"
 resolution-markers = [
-    "python_full_version < '3.12'",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4'",
-    "python_full_version >= '3.12.4' and python_full_version < '3.13'",
     "python_full_version >= '3.13'",
+    "python_full_version >= '3.12.4' and python_full_version < '3.13'",
+    "python_full_version >= '3.12' and python_full_version < '3.12.4'",
+    "python_full_version < '3.12'",
 ]
 
 [[package]]
@@ -210,11 +210,11 @@ wheels = [
 
 [[package]]
 name = "async-timeout"
-version = "5.0.1"
+version = "4.0.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/a5/ae/136395dfbfe00dfc94da3f3e136d0b13f394cba8f4841120e34226265780/async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3", size = 9274 }
+sdist = { url = "https://files.pythonhosted.org/packages/87/d6/21b30a550dafea84b1b8eee21b5e23fa16d010ae006011221f33dcd8d7f8/async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f", size = 8345 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/fe/ba/e2081de779ca30d473f21f5b30e0e737c438205440784c7dfc81efc2b029/async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c", size = 6233 },
+    { url = "https://files.pythonhosted.org/packages/a7/fa/e01228c2938de91d47b307831c62ab9e4001e747789d0b05baf779a6488c/async_timeout-4.0.3-py3-none-any.whl", hash = "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028", size = 5721 },
 ]
 
 [[package]]
@@ -369,43 +369,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b4/1f/a36fc867c6aef0d346e9b6b2bfe33be458c36f770f7ad8e15acc3474999d/botocore-1.35.84-py3-none-any.whl", hash = "sha256:b4dc2ac7f54ba959429e1debbd6c7c2fb2349baa1cd63803f0682f0773dbd077", size = 13287873 },
 ]
 
-[[package]]
-name = "cachetools"
-version = "5.5.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/c3/38/a0f315319737ecf45b4319a8cd1f3a908e29d9277b46942263292115eee7/cachetools-5.5.0.tar.gz", hash = "sha256:2cc24fb4cbe39633fb7badd9db9ca6295d766d9c2995f245725a46715d050f2a", size = 27661 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/a4/07/14f8ad37f2d12a5ce41206c21820d8cb6561b728e51fad4530dff0552a67/cachetools-5.5.0-py3-none-any.whl", hash = "sha256:02134e8439cdc2ffb62023ce1debca2944c3f289d66bb17ead3ab3dede74b292", size = 9524 },
-]
-
-[[package]]
-name = "cairocffi"
-version = "1.7.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "cffi" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/70/c5/1a4dc131459e68a173cbdab5fad6b524f53f9c1ef7861b7698e998b837cc/cairocffi-1.7.1.tar.gz", hash = "sha256:2e48ee864884ec4a3a34bfa8c9ab9999f688286eb714a15a43ec9d068c36557b", size = 88096 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/93/d8/ba13451aa6b745c49536e87b6bf8f629b950e84bd0e8308f7dc6883b67e2/cairocffi-1.7.1-py3-none-any.whl", hash = "sha256:9803a0e11f6c962f3b0ae2ec8ba6ae45e957a146a004697a1ac1bbf16b073b3f", size = 75611 },
-]
-
-[[package]]
-name = "cairosvg"
-version = "2.7.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "cairocffi" },
-    { name = "cssselect2" },
-    { name = "defusedxml" },
-    { name = "pillow" },
-    { name = "tinycss2" },
-]
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+    { url = "https://files.pythonhosted.org/packages/c1/ce/5f7428df55660d6879d0522adc73a3364970b5ef33ec17fa125c5dbcac1d/SQLAlchemy-2.0.36-cp313-cp313-win_amd64.whl", hash = "sha256:8c78ac40bde930c60e0f78b3cd184c580f89456dd87fc08f9e3ee3ce8765ce88", size = 2084574 },
+    { url = "https://files.pythonhosted.org/packages/b8/49/21633706dd6feb14cd3f7935fc00b60870ea057686035e1a99ae6d9d9d53/SQLAlchemy-2.0.36-py3-none-any.whl", hash = "sha256:fddbe92b4760c6f5d48162aef14824add991aeda8ddadb3c31d56eb15ca69f8e", size = 1883787 },
 ]
 
 [package.optional-dependencies]
@@ -4266,11 +4248,11 @@ wheels = [
 
 [[package]]
 name = "tenacity"
-version = "8.5.0"
+version = "9.0.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/a3/4d/6a19536c50b849338fcbe9290d562b52cbdcf30d8963d3588a68a4107df1/tenacity-8.5.0.tar.gz", hash = "sha256:8bc6c0c8a09b31e6cad13c47afbed1a567518250a9a171418582ed8d9c20ca78", size = 47309 }
+sdist = { url = "https://files.pythonhosted.org/packages/cd/94/91fccdb4b8110642462e653d5dcb27e7b674742ad68efd146367da7bdb10/tenacity-9.0.0.tar.gz", hash = "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b", size = 47421 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d2/3f/8ba87d9e287b9d385a02a7114ddcef61b26f86411e121c9003eb509a1773/tenacity-8.5.0-py3-none-any.whl", hash = "sha256:b594c2a5945830c267ce6b79a166228323ed52718f30302c1359836112346687", size = 28165 },
+    { url = "https://files.pythonhosted.org/packages/b6/cb/b86984bed139586d01532a587464b5805f12e397594f19f931c4c2fbfa61/tenacity-9.0.0-py3-none-any.whl", hash = "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539", size = 28169 },
 ]
 
 [[package]]
@@ -4352,18 +4334,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/35/75/c4d8b2f0fe7dac22854d88a9c509d428e78ac4bf284bc54cfe83f75cc13b/time_machine-2.16.0-cp313-cp313-win_arm64.whl", hash = "sha256:4d3843143c46dddca6491a954bbd0abfd435681512ac343169560e9bab504129", size = 18047 },
 ]
 
-[[package]]
-name = "tinycss2"
-version = "1.4.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "webencodings" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/7a/fd/7a5ee21fd08ff70d3d33a5781c255cbe779659bd03278feb98b19ee550f4/tinycss2-1.4.0.tar.gz", hash = "sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7", size = 87085 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/e6/34/ebdc18bae6aa14fbee1a08b63c015c72b64868ff7dae68808ab500c492e2/tinycss2-1.4.0-py3-none-any.whl", hash = "sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289", size = 26610 },
-]
-
 [[package]]
 name = "tokenizers"
 version = "0.21.0"
diff --git a/cognee/__init__.py b/cognee/__init__.py
index 4ffd39577..241dd1ad6 100644
--- a/cognee/__init__.py
+++ b/cognee/__init__.py
@@ -4,7 +4,7 @@ from .api.v1.config.config import config
 from .api.v1.datasets.datasets import datasets
 from .api.v1.prune import prune
 from .api.v1.search import SearchType, get_search_history, search
-from .api.v1.visualize import visualize
+from .api.v1.visualize import visualize_graph
 from .shared.utils import create_cognee_style_network_with_logo
 
 # Pipelines
diff --git a/cognee/shared/utils.py b/cognee/shared/utils.py
index ca8306a01..c150fcfcb 100644
--- a/cognee/shared/utils.py
+++ b/cognee/shared/utils.py
@@ -435,12 +435,6 @@ async def create_cognee_style_network_with_logo(
     with open(output_filename, "w") as f:
         f.write(html_content)
 
-
-
-    logging.info("Visualization complete.")
-
-    if bokeh_object:
-        return p
     return html_content
 
 
diff --git a/poetry.lock b/poetry.lock
index ddcaf6618..5b362ec53 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
 
 [[package]]
 name = "aiofiles"
@@ -609,17 +609,17 @@ xyzservices = ">=2021.09.1"
 
 [[package]]
 name = "boto3"
-version = "1.35.94"
+version = "1.35.98"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.35.94-py3-none-any.whl", hash = "sha256:516c514fb447d6f216833d06a0781c003fcf43099a4ca2f5a363a8afe0942070"},
-    {file = "boto3-1.35.94.tar.gz", hash = "sha256:5aa606239f0fe0dca0506e0ad6bbe4c589048e7e6c2486cee5ec22b6aa7ec2f8"},
+    {file = "boto3-1.35.98-py3-none-any.whl", hash = "sha256:d0224e1499d7189b47aa7f469d96522d98df6f5702fccb20a95a436582ebcd9d"},
+    {file = "boto3-1.35.98.tar.gz", hash = "sha256:4b6274b4fe9d7113f978abea66a1f20c8a397c268c9d1b2a6c96b14a256da4a5"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.94,<1.36.0"
+botocore = ">=1.35.98,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -628,13 +628,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.94"
+version = "1.35.98"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.35.94-py3-none-any.whl", hash = "sha256:d784d944865d8279c79d2301fc09ac28b5221d4e7328fb4e23c642c253b9932c"},
-    {file = "botocore-1.35.94.tar.gz", hash = "sha256:2b3309b356541faa4d88bb957dcac1d8004aa44953c0b7d4521a6cc5d3d5d6ba"},
+    {file = "botocore-1.35.98-py3-none-any.whl", hash = "sha256:4f1c0b687488663a774ad3a5e81a5f94fae1bcada2364cfdc48482c4dbf794d5"},
+    {file = "botocore-1.35.98.tar.gz", hash = "sha256:d11742b3824bdeac3c89eeeaf5132351af41823bbcef8fc15e95c8250b1de09c"},
 ]
 
 [package.dependencies]
@@ -1060,7 +1060,6 @@ files = [
     {file = "cryptography-44.0.0-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:761817a3377ef15ac23cd7834715081791d4ec77f9297ee694ca1ee9c2c7e5eb"},
     {file = "cryptography-44.0.0-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:3c672a53c0fb4725a29c303be906d3c1fa99c32f58abe008a82705f9ee96f40b"},
     {file = "cryptography-44.0.0-cp37-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:4ac4c9f37eba52cb6fbeaf5b59c152ea976726b865bd4cf87883a7e7006cc543"},
-    {file = "cryptography-44.0.0-cp37-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:60eb32934076fa07e4316b7b2742fa52cbb190b42c2df2863dbc4230a0a9b385"},
     {file = "cryptography-44.0.0-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:ed3534eb1090483c96178fcb0f8893719d96d5274dfde98aa6add34614e97c8e"},
     {file = "cryptography-44.0.0-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:f3f6fdfa89ee2d9d496e2c087cebef9d4fcbb0ad63c40e821b39f74bf48d9c5e"},
     {file = "cryptography-44.0.0-cp37-abi3-win32.whl", hash = "sha256:eb33480f1bad5b78233b0ad3e1b0be21e8ef1da745d8d2aecbb20671658b9053"},
@@ -1071,7 +1070,6 @@ files = [
     {file = "cryptography-44.0.0-cp39-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:c5eb858beed7835e5ad1faba59e865109f3e52b3783b9ac21e7e47dc5554e289"},
     {file = "cryptography-44.0.0-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:f53c2c87e0fb4b0c00fa9571082a057e37690a8f12233306161c8f4b819960b7"},
     {file = "cryptography-44.0.0-cp39-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:9e6fc8a08e116fb7c7dd1f040074c9d7b51d74a8ea40d4df2fc7aa08b76b9e6c"},
-    {file = "cryptography-44.0.0-cp39-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:9abcc2e083cbe8dde89124a47e5e53ec38751f0d7dfd36801008f316a127d7ba"},
     {file = "cryptography-44.0.0-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:d2436114e46b36d00f8b72ff57e598978b37399d2786fd39793c36c6d5cb1c64"},
     {file = "cryptography-44.0.0-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:a01956ddfa0a6790d594f5b34fc1bfa6098aca434696a03cfdbe469b8ed79285"},
     {file = "cryptography-44.0.0-cp39-abi3-win32.whl", hash = "sha256:eca27345e1214d1b9f9490d200f9db5a874479be914199194e746c893788d417"},
@@ -1246,13 +1244,13 @@ optimize = ["orjson"]
 
 [[package]]
 name = "deepeval"
-version = "2.1.1"
+version = "2.1.6"
 description = "The Open-Source LLM Evaluation Framework."
 optional = true
 python-versions = "<3.13,>=3.9"
 files = [
-    {file = "deepeval-2.1.1-py3-none-any.whl", hash = "sha256:6b3c48c184ed7d904bea379427f62aad8bbf50ddfa493957d8adb160520ab429"},
-    {file = "deepeval-2.1.1.tar.gz", hash = "sha256:8554b7abad140c4948d5ae33670beaabd7c3c969cd216ead4ef74268032d4f2d"},
+    {file = "deepeval-2.1.6-py3-none-any.whl", hash = "sha256:1f5818a7806d95bffea415b9c30832c8d76e2e70d9a35f7e50b1951c5bfb757e"},
+    {file = "deepeval-2.1.6.tar.gz", hash = "sha256:1df603eb9f606655ccf09ba096ddb6c42ffaa6cfa5079e17921fa124fa29a818"},
 ]
 
 [package.dependencies]
@@ -1628,29 +1626,29 @@ standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "htt
 
 [[package]]
 name = "fastapi-users"
-version = "14.0.1"
+version = "14.0.0"
 description = "Ready-to-use and customizable users management for FastAPI"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "fastapi_users-14.0.1-py3-none-any.whl", hash = "sha256:074df59676dccf79412d2880bdcb661ab1fabc2ecec1f043b4e6a23be97ed9e1"},
-    {file = "fastapi_users-14.0.1.tar.gz", hash = "sha256:8c032b3a75c6fb2b1f5eab8ffce5321176e9916efe1fe93e7c15ee55f0b02236"},
+    {file = "fastapi_users-14.0.0-py3-none-any.whl", hash = "sha256:e1230e044ddc2209b890b5b5c6fc1d13def961298d40e01c2d28f8bc2fe8c4c7"},
+    {file = "fastapi_users-14.0.0.tar.gz", hash = "sha256:6dceefbd2db87a17f791ef431d616bb5ce40cb123da7922969b704cbee5e7384"},
 ]
 
 [package.dependencies]
 email-validator = ">=1.1.0,<2.3"
 fastapi = ">=0.65.2"
-fastapi-users-db-sqlalchemy = {version = ">=7.0.0", optional = true, markers = "extra == \"sqlalchemy\""}
+fastapi-users-db-sqlalchemy = {version = ">=6.0.0", optional = true, markers = "extra == \"sqlalchemy\""}
 makefun = ">=1.11.2,<2.0.0"
 pwdlib = {version = "0.2.1", extras = ["argon2", "bcrypt"]}
-pyjwt = {version = "2.10.1", extras = ["crypto"]}
-python-multipart = "0.0.20"
+pyjwt = {version = "2.9.0", extras = ["crypto"]}
+python-multipart = "0.0.17"
 
 [package.extras]
-beanie = ["fastapi-users-db-beanie (>=4.0.0)"]
+beanie = ["fastapi-users-db-beanie (>=3.0.0)"]
 oauth = ["httpx-oauth (>=0.13)"]
 redis = ["redis (>=4.3.3,<6.0.0)"]
-sqlalchemy = ["fastapi-users-db-sqlalchemy (>=7.0.0)"]
+sqlalchemy = ["fastapi-users-db-sqlalchemy (>=6.0.0)"]
 
 [[package]]
 name = "fastapi-users-db-sqlalchemy"
@@ -2366,19 +2364,19 @@ hyperframe = ">=6.0,<7"
 
 [[package]]
 name = "hexbytes"
-version = "1.2.1"
+version = "1.3.0"
 description = "hexbytes: Python `bytes` subclass that decodes hex, with a readable console output"
 optional = false
 python-versions = "<4,>=3.8"
 files = [
-    {file = "hexbytes-1.2.1-py3-none-any.whl", hash = "sha256:e64890b203a31f4a23ef11470ecfcca565beaee9198df623047df322b757471a"},
-    {file = "hexbytes-1.2.1.tar.gz", hash = "sha256:515f00dddf31053db4d0d7636dd16061c1d896c3109b8e751005db4ca46bcca7"},
+    {file = "hexbytes-1.3.0-py3-none-any.whl", hash = "sha256:83720b529c6e15ed21627962938dc2dec9bb1010f17bbbd66bf1e6a8287d522c"},
+    {file = "hexbytes-1.3.0.tar.gz", hash = "sha256:4a61840c24b0909a6534350e2d28ee50159ca1c9e89ce275fd31c110312cf684"},
 ]
 
 [package.extras]
-dev = ["build (>=0.9.0)", "bump-my-version (>=0.19.0)", "eth-utils (>=2.0.0)", "hypothesis (>=3.44.24,<=6.31.6)", "ipython", "mypy (==1.10.0)", "pre-commit (>=3.4.0)", "pytest (>=7.0.0)", "pytest-xdist (>=2.4.0)", "sphinx (>=5.3.0)", "sphinx-rtd-theme (>=1.0.0)", "towncrier (>=21,<22)", "tox (>=4.0.0)", "twine", "wheel"]
-docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=1.0.0)", "towncrier (>=21,<22)"]
-test = ["eth-utils (>=2.0.0)", "hypothesis (>=3.44.24,<=6.31.6)", "pytest (>=7.0.0)", "pytest-xdist (>=2.4.0)"]
+dev = ["build (>=0.9.0)", "bump_my_version (>=0.19.0)", "eth_utils (>=2.0.0)", "hypothesis (>=3.44.24,<=6.31.6)", "ipython", "mypy (==1.10.0)", "pre-commit (>=3.4.0)", "pytest (>=7.0.0)", "pytest-xdist (>=2.4.0)", "sphinx (>=6.0.0)", "sphinx-autobuild (>=2021.3.14)", "sphinx_rtd_theme (>=1.0.0)", "towncrier (>=24,<25)", "tox (>=4.0.0)", "twine", "wheel"]
+docs = ["sphinx (>=6.0.0)", "sphinx-autobuild (>=2021.3.14)", "sphinx_rtd_theme (>=1.0.0)", "towncrier (>=24,<25)"]
+test = ["eth_utils (>=2.0.0)", "hypothesis (>=3.44.24,<=6.31.6)", "pytest (>=7.0.0)", "pytest-xdist (>=2.4.0)"]
 
 [[package]]
 name = "hpack"
@@ -2919,6 +2917,8 @@ optional = false
 python-versions = "*"
 files = [
     {file = "jsonpath-ng-1.7.0.tar.gz", hash = "sha256:f6f5f7fd4e5ff79c785f1573b394043b39849fb2bb47bcead935d12b00beab3c"},
+    {file = "jsonpath_ng-1.7.0-py2-none-any.whl", hash = "sha256:898c93fc173f0c336784a3fa63d7434297544b7198124a68f9a3ef9597b0ae6e"},
+    {file = "jsonpath_ng-1.7.0-py3-none-any.whl", hash = "sha256:f3d7f9e848cba1b6da28c55b1c26ff915dc9e0b1ba7e752a53d6da8d5cbd00b6"},
 ]
 
 [package.dependencies]
@@ -3396,17 +3396,17 @@ typing-extensions = ">=4.7"
 
 [[package]]
 name = "langchain-openai"
-version = "0.2.14"
+version = "0.3.0"
 description = "An integration package connecting OpenAI and LangChain"
 optional = true
 python-versions = "<4.0,>=3.9"
 files = [
-    {file = "langchain_openai-0.2.14-py3-none-any.whl", hash = "sha256:d232496662f79ece9a11caf7d798ba863e559c771bc366814f7688e0fe664fe8"},
-    {file = "langchain_openai-0.2.14.tar.gz", hash = "sha256:7a514f309e356b182a337c0ed36ab3fbe34d9834a235a3b85cb7f91ae775d978"},
+    {file = "langchain_openai-0.3.0-py3-none-any.whl", hash = "sha256:49c921a22d272b04749a61e78bffa83aecdb8840b24b69f2909e115a357a9a5b"},
+    {file = "langchain_openai-0.3.0.tar.gz", hash = "sha256:88d623eeb2aaa1fff65c2b419a4a1cfd37d3a1d504e598b87cf0bc822a3b70d0"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.27,<0.4.0"
+langchain-core = ">=0.3.29,<0.4.0"
 openai = ">=1.58.1,<2.0.0"
 tiktoken = ">=0.7,<1"
 
@@ -3440,13 +3440,13 @@ six = "*"
 
 [[package]]
 name = "langfuse"
-version = "2.57.5"
+version = "2.57.6"
 description = "A client library for accessing langfuse"
 optional = false
 python-versions = "<4.0,>=3.9"
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 [package.dependencies]
@@ -3846,13 +3846,13 @@ files = [
 
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-version = "3.24.1"
+version = "3.25.1"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = true
 python-versions = ">=3.9"
 files = [
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 [package.dependencies]
@@ -3860,7 +3860,7 @@ packaging = ">=17.0"
 
 [package.extras]
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-docs = ["alabaster (==1.0.0)", "autodocsumm (==0.2.14)", "sphinx (==8.1.3)", "sphinx-issues (==5.0.0)"]
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 tests = ["pytest", "simplejson"]
 
 [[package]]
@@ -4029,13 +4029,13 @@ min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-imp
 
 [[package]]
 name = "mkdocs-autorefs"
-version = "1.2.0"
+version = "1.3.0"
 description = "Automatically link across pages in MkDocs."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 [package.dependencies]
@@ -4511,7 +4511,7 @@ test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 name = "nltk"
 version = "3.9.1"
 description = "Natural Language Toolkit"
-optional = false
+optional = true
 python-versions = ">=3.8"
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 [[package]]
@@ -4988,8 +4988,8 @@ files = [
 [package.dependencies]
 numpy = [
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-    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
     {version = ">=1.23.2", markers = "python_version == \"3.11\""},
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -5842,13 +5842,13 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pyjwt"
-version = "2.10.1"
+version = "2.9.0"
 description = "JSON Web Token implementation in Python"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -5904,8 +5904,8 @@ astroid = ">=3.3.8,<=3.4.0-dev0"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
 dill = [
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     {version = ">=0.3.6", markers = "python_version >= \"3.11\" and python_version < \"3.12\""},
+    {version = ">=0.3.7", markers = "python_version >= \"3.12\""},
 ]
 isort = ">=4.2.5,<5.13.0 || >5.13.0,<6"
 mccabe = ">=0.6,<0.8"
@@ -5962,13 +5962,13 @@ model = ["milvus-model (>=0.1.0)"]
 
 [[package]]
 name = "pypandoc"
-version = "1.14"
+version = "1.15"
 description = "Thin wrapper for pandoc."
 optional = true
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
@@ -6164,13 +6164,13 @@ files = [
 
 [[package]]
 name = "python-multipart"
-version = "0.0.20"
+version = "0.0.17"
 description = "A streaming multipart parser for Python"
 optional = false
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 [package.dependencies]
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 [package.dependencies]
@@ -7219,13 +7219,13 @@ tornado = ["tornado (>=6)"]
 
 [[package]]
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+version = "75.8.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
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 [package.extras]
@@ -7826,13 +7826,13 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "transformers"
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 python-versions = ">=3.9.0"
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 [package.dependencies]
@@ -7849,16 +7849,16 @@ tqdm = ">=4.27"
 
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 flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
 ftfy = ["ftfy"]
@@ -7879,17 +7879,17 @@ serving = ["fastapi", "pydantic", "starlette", "uvicorn"]
 sigopt = ["sigopt"]
 sklearn = ["scikit-learn"]
 speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
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@@ -7946,13 +7946,13 @@ files = [
 
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 [[package]]
@@ -8081,13 +8081,13 @@ files = [
 
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 description = "A library that prepares raw documents for downstream ML tasks."
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 python-versions = "<3.13,>=3.9.0"
 files = [
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+    {file = "wrapt-1.17.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:cbead724daa13cae46e8ab3bb24938d8514d123f34345535b184f3eb1b7ad717"},
+    {file = "wrapt-1.17.1-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bdf7b0e3d3713331c0bb9daac47cd10e5aa60d060e53696f50de4e560bd5617f"},
+    {file = "wrapt-1.17.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:f17e8d926f63aed65ff949682c922f96d00f65c2e852c24272232313fa7823d5"},
+    {file = "wrapt-1.17.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:9e04f3bd30e0b23c0ca7e1d4084e7d28b6d7d2feb8b7bc69b496fe881280579b"},
+    {file = "wrapt-1.17.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:5660e470edfa15ae7ef407272c642d29e9962777a6b30bfa8fc0da2173dc9afd"},
+    {file = "wrapt-1.17.1-cp313-cp313-win32.whl", hash = "sha256:a992f9e019145e84616048556546edeaba68e05e1c1ffbe8391067a63cdadb0c"},
+    {file = "wrapt-1.17.1-cp313-cp313-win_amd64.whl", hash = "sha256:5c2e24ba455af4b0a237a890ea6ed9bafd01fac2c47095f87c53ea3344215d43"},
+    {file = "wrapt-1.17.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:88623fd957ba500d8bb0f7427a76496d99313ca2f9e932481c0882e034cf1add"},
+    {file = "wrapt-1.17.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:162d5f15bdd3b8037e06540902227ef9e0f298496c0afaadd9e2875851446693"},
+    {file = "wrapt-1.17.1-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6bb82447ddae4e3d9b51f40c494f66e6cbd8fb0e8e8b993678416535c67f9a0d"},
+    {file = "wrapt-1.17.1-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6ce4cff3922707048d754e365c4ebf41a3bcbf29b329349bf85d51873c7c7e9e"},
+    {file = "wrapt-1.17.1-cp313-cp313t-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0fdc4e73a3fa0c25eed4d836d9732226f0326957cb075044a7f252b465299433"},
+    {file = "wrapt-1.17.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:bca1c0824f824bcd97b4b179dd55dcad1dab419252be2b2faebbcacefa3b27b2"},
+    {file = "wrapt-1.17.1-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:6d44b14f3a2f6343a07c90344850b7af5515538ce3a5d01f9c87d8bae9bd8724"},
+    {file = "wrapt-1.17.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:169033329022739c6f0d8cd3031a113953b0ba500f3d5978904bdd40baec4568"},
+    {file = "wrapt-1.17.1-cp313-cp313t-win32.whl", hash = "sha256:52f0907287d9104112dbebda46af4db0793fcc4c64c8a867099212d116b6db64"},
+    {file = "wrapt-1.17.1-cp313-cp313t-win_amd64.whl", hash = "sha256:7966f98fa36933333d8a1c3d8552aa3d0735001901a4aabcfbd5a502b4ef14fe"},
+    {file = "wrapt-1.17.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:27a49f217839bf559d436308bae8fc4a9dd0ac98ffdb9d6aeb3f00385b0fb72c"},
+    {file = "wrapt-1.17.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:50a4e3b45e62b1ccb96b3fc0e427f1b458ff2e0def34ae084de88418157a09d1"},
+    {file = "wrapt-1.17.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:30c0c08434fe2af6e40c5c75c036d7e3c7e7f499079fc479e740d9586b09fb0d"},
+    {file = "wrapt-1.17.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:15f96fe5e2efdc613983327240ae89cf6368c07eeb0f194d240e9549aa1ea739"},
+    {file = "wrapt-1.17.1-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:14f78f8c313884f889c6696af62aa881af302a989a7c0df398d2b541fa53e8a9"},
+    {file = "wrapt-1.17.1-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:d87334b521ab0e2564902c0b10039dee8670485e9d397fe97c34b88801f474f7"},
+    {file = "wrapt-1.17.1-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:97eaff096fcb467e0f486f3bf354c1072245c2045859d71ba71158717ec97dcc"},
+    {file = "wrapt-1.17.1-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:13887d1415dc0e213a9adeb9026ae1f427023f77110d988fbd478643490aa40c"},
+    {file = "wrapt-1.17.1-cp38-cp38-win32.whl", hash = "sha256:823a262d967cbdf835787039b873ff551e36c14658bdc2e43267968b67f61f88"},
+    {file = "wrapt-1.17.1-cp38-cp38-win_amd64.whl", hash = "sha256:889587664d245dae75c752b643061f922e8a590d43a4cd088eca415ca83f2d13"},
+    {file = "wrapt-1.17.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:997e8f9b984e4263993d3baf3329367e7c7673b63789bc761718a6f9ed68653d"},
+    {file = "wrapt-1.17.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:bac64f57a5a7926ebc9ab519fb9eba1fc6dcd1f65d7f45937b2ce38da65c2270"},
+    {file = "wrapt-1.17.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a7aa07603d67007c15b33d20095cc9276f3e127bfb1b8106b3e84ec6907d137e"},
+    {file = "wrapt-1.17.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c53ef8936c4d587cb96bb1cf0d076e822fa38266c2b646837ef60465da8db22e"},
+    {file = "wrapt-1.17.1-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e72053cc4706dac537d5a772135dc3e1de5aff52883f49994c1757c1b2dc9db2"},
+    {file = "wrapt-1.17.1-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:0ee037e4cc9d039efe712b13c483f4efa2c3499642369e01570b3bb1842eea3f"},
+    {file = "wrapt-1.17.1-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:20888d886186d19eab53816db2e615950b1ce7dbd5c239107daf2c8a6a4a03c6"},
+    {file = "wrapt-1.17.1-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:1c119802ae432b8c5d55dd5253825d09c1dca1c97ffc7b32c53ecdb348712f64"},
+    {file = "wrapt-1.17.1-cp39-cp39-win32.whl", hash = "sha256:3260178f3bc006acae93378bfd6dbf33c9249de93cc1b78d8cc7b7416f4ea99a"},
+    {file = "wrapt-1.17.1-cp39-cp39-win_amd64.whl", hash = "sha256:18fb16fb6bb75f4ec6272829007f3129a9a5264d0230372f9651e5f75cfec552"},
+    {file = "wrapt-1.17.1-py3-none-any.whl", hash = "sha256:f3117feb1fc479eaf84b549d3f229d5d2abdb823f003bc2a1c6dd70072912fa0"},
+    {file = "wrapt-1.17.1.tar.gz", hash = "sha256:16b2fdfa09a74a3930175b6d9d7d008022aa72a4f02de2b3eecafcc1adfd3cfe"},
 ]
 
 [[package]]
@@ -8774,4 +8781,4 @@ weaviate = ["weaviate-client"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10.0,<3.13"
-content-hash = "1ed3780936dd2a6f79fe11072f8d2cefec848fb27092b8bc523c7bbfd936b18e"
+content-hash = "75ac417135f4e7a9bd80e453658e6a4ebd168ef0b90adb872782860bf9e17563"
diff --git a/pyproject.toml b/pyproject.toml
index 5a0e83057..11f1effd6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -40,7 +40,6 @@ networkx = "^3.2.1"
 aiosqlite = "^0.20.0"
 pandas = "2.2.3"
 filetype = "^1.2.0"
-nltk = "^3.8.1"
 dlt = {extras = ["sqlalchemy"], version = "^1.4.1"}
 aiofiles = "^23.2.1"
 qdrant-client = {version = "^1.9.0", optional = true}
@@ -64,7 +63,7 @@ langfuse = "^2.32.0"
 pydantic-settings = "^2.2.1"
 anthropic = "^0.26.1"
 sentry-sdk = {extras = ["fastapi"], version = "^2.9.0"}
-fastapi-users = {version = "*", extras = ["sqlalchemy"]}
+fastapi-users = {version = "14.0.0", extras = ["sqlalchemy"]}
 alembic = "^1.13.3"
 asyncpg =  {version = "0.30.0", optional = true}
 pgvector = {version = "^0.3.5", optional = true}

From ad07bae9a781c909c67658261d579de5834ea3b1 Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Tue, 14 Jan 2025 14:10:23 +0100
Subject: [PATCH 07/26] Add data visualization for Anthropic

---
 cognee/shared/utils.py | 30 +++++++++++++++++++++++++++++-
 1 file changed, 29 insertions(+), 1 deletion(-)

diff --git a/cognee/shared/utils.py b/cognee/shared/utils.py
index 749cfef66..612a9399f 100644
--- a/cognee/shared/utils.py
+++ b/cognee/shared/utils.py
@@ -11,7 +11,7 @@ import networkx as nx
 import pandas as pd
 import matplotlib.pyplot as plt
 import tiktoken
-
+import nltk
 import base64
 import time
 
@@ -30,6 +30,34 @@ from cognee.shared.exceptions import IngestionError
 proxy_url = "https://test.prometh.ai"
 
 
+
+def get_entities(tagged_tokens):
+    nltk.download("maxent_ne_chunker", quiet=True)
+    from nltk.chunk import ne_chunk
+
+    return ne_chunk(tagged_tokens)
+
+
+def extract_pos_tags(sentence):
+    """Extract Part-of-Speech (POS) tags for words in a sentence."""
+
+    # Ensure that the necessary NLTK resources are downloaded
+    nltk.download("words", quiet=True)
+    nltk.download("punkt", quiet=True)
+    nltk.download("averaged_perceptron_tagger", quiet=True)
+
+    from nltk.tag import pos_tag
+    from nltk.tokenize import word_tokenize
+
+    # Tokenize the sentence into words
+    tokens = word_tokenize(sentence)
+
+    # Tag each word with its corresponding POS tag
+    pos_tags = pos_tag(tokens)
+
+    return pos_tags
+
+
 def get_anonymous_id():
     """Creates or reads a anonymous user id"""
     home_dir = str(pathlib.Path(pathlib.Path(__file__).parent.parent.parent.resolve()))

From a0e3686752e4afc53da3e6a6cd6c5f85b10d43a0 Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Tue, 14 Jan 2025 19:59:57 +0100
Subject: [PATCH 08/26] Update README.md

---
 cognee-mcp/README.md | 13 +++++++++++--
 1 file changed, 11 insertions(+), 2 deletions(-)

diff --git a/cognee-mcp/README.md b/cognee-mcp/README.md
index de52d9b39..8237f870e 100644
--- a/cognee-mcp/README.md
+++ b/cognee-mcp/README.md
@@ -37,7 +37,11 @@ source .venv/bin/activate
 4. Add the new server to your Claude config:
 
 The file should be located here: ~/Library/Application\ Support/Claude/
+```
+cd ~/Library/Application\ Support/Claude/
+```
 You need to create claude_desktop_config.json in this folder if it doesn't exist
+Make sure to add your paths and LLM API key to the file bellow
 
 ```
 
@@ -90,5 +94,10 @@ To use debugger, run:
 npx @modelcontextprotocol/inspector uv --directory /Users/name/folder run cognee
 ```
 
-To reset the installation
-uv sync --dev --all-extras --reinstall 
+To apply new changes while development you do:
+
+1. Poetry lock in cognee folder
+2. uv sync --dev --all-extras --reinstall 
+3. npx @modelcontextprotocol/inspector uv --directory /Users/vasilije/cognee/cognee-mcp run cognee
+
+

From 61118dda0353158ed949d04acf95867d30011d47 Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Tue, 14 Jan 2025 20:00:52 +0100
Subject: [PATCH 09/26] Update README.md

---
 cognee-mcp/README.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/cognee-mcp/README.md b/cognee-mcp/README.md
index 8237f870e..54b607ce5 100644
--- a/cognee-mcp/README.md
+++ b/cognee-mcp/README.md
@@ -42,6 +42,10 @@ cd ~/Library/Application\ Support/Claude/
 ```
 You need to create claude_desktop_config.json in this folder if it doesn't exist
 Make sure to add your paths and LLM API key to the file bellow
+Use your editor of choice, for example Nano:
+```
+nano claude_desktop_config.json
+```
 
 ```
 

From e71f852ef2ed967beff2adb566af9abb1ba7d252 Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Tue, 14 Jan 2025 20:25:35 +0100
Subject: [PATCH 10/26] Update README.md

---
 .github/workflows/dockerhub.yml | 72 ++++++++++++++++-----------------
 1 file changed, 34 insertions(+), 38 deletions(-)

diff --git a/.github/workflows/dockerhub.yml b/.github/workflows/dockerhub.yml
index b48dde2cc..2542f85e6 100644
--- a/.github/workflows/dockerhub.yml
+++ b/.github/workflows/dockerhub.yml
@@ -1,51 +1,47 @@
-name: build | Build and Push Docker Image to DockerHub
+name: Build and Push Docker Image
 
 on:
-  push:
-    branches:
-      - main
+  push
+#    branches:
+#      - dev
 
 jobs:
   docker-build-and-push:
     runs-on: ubuntu-latest
 
     steps:
-    - name: Checkout repository
-      uses: actions/checkout@v4
+      - name: Checkout repository
+        uses: actions/checkout@v4
 
-    - name: Set up Docker Buildx
-      uses: docker/setup-buildx-action@v3
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
 
-    - name: Log in to Docker Hub
-      uses: docker/login-action@v3
-      with:
-        username: ${{ secrets.DOCKER_USERNAME }}
-        password: ${{ secrets.DOCKER_PASSWORD }}
+      - name: Log in to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKER_USERNAME }}
+          password: ${{ secrets.DOCKER_PASSWORD }}
 
-    - name: Extract Git information
-      id: git-info
-      run: |
-        echo "BRANCH_NAME=${GITHUB_REF_NAME}" >> "$GITHUB_ENV"
-        echo "COMMIT_SHA=${GITHUB_SHA::7}" >> "$GITHUB_ENV"
+      - name: Extract metadata
+        id: meta
+        uses: docker/metadata-action@v5
+        with:
+          images: cognee/cognee
+          tags: |
+            type=ref,event=branch
+            type=sha,prefix={{branch}}-
+            type=raw,value=latest,enable={{is_default_branch}}
 
-    - name: Build and Push Docker Image
-      run: |
-        IMAGE_NAME=cognee/cognee
-        TAG_VERSION="${BRANCH_NAME}-${COMMIT_SHA}"
+      - name: Build and push
+        uses: docker/build-push-action@v5
+        with:
+          context: .
+          platforms: linux/amd64,linux/arm64
+          push: true
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
+          cache-from: type=registry,ref=cognee/cognee:buildcache
+          cache-to: type=registry,ref=cognee/cognee:buildcache,mode=max
 
-        echo "Building image: ${IMAGE_NAME}:${TAG_VERSION}"
-        docker buildx build \
-          --platform linux/amd64,linux/arm64 \
-          --push \
-          --tag "${IMAGE_NAME}:${TAG_VERSION}" \
-          --tag "${IMAGE_NAME}:latest" \
-          .
-
-    - name: Verify pushed Docker images
-      run: |
-       # Verify both platform variants
-       for PLATFORM in "linux/amd64" "linux/arm64"; do
-         echo "Verifying image for $PLATFORM..."
-         docker buildx imagetools inspect "${IMAGE_NAME}:${TAG_VERSION}" --format "{{.Manifest.$PLATFORM.Digest}}"
-       done
-       echo "Successfully verified images in Docker Hub"
+      - name: Image digest
+        run: echo ${{ steps.build.outputs.digest }}
\ No newline at end of file

From 933d21aa188b3b70509d938f83741cc83906d0d5 Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Tue, 14 Jan 2025 20:39:23 +0100
Subject: [PATCH 11/26] Update dockerhub pushes

---
 .github/workflows/dockerhub.yml | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/dockerhub.yml b/.github/workflows/dockerhub.yml
index 2542f85e6..1f5a6ca59 100644
--- a/.github/workflows/dockerhub.yml
+++ b/.github/workflows/dockerhub.yml
@@ -1,9 +1,10 @@
-name: Build and Push Docker Image
+name: build | Build and Push Docker Image to dockerhub
 
 on:
-  push
-#    branches:
-#      - dev
+  push:
+    branches:
+      - dev
+      - main
 
 jobs:
   docker-build-and-push:

From be0b48656a6959470b1d84902892af15fab29ccb Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Thu, 16 Jan 2025 13:27:59 +0100
Subject: [PATCH 12/26] Update lock files

---
 cognee-mcp/uv.lock |  17 +-
 poetry.lock        | 535 +++++++++++++++++++++++----------------------
 2 files changed, 279 insertions(+), 273 deletions(-)

diff --git a/cognee-mcp/uv.lock b/cognee-mcp/uv.lock
index b624da26d..63b23a11e 100644
--- a/cognee-mcp/uv.lock
+++ b/cognee-mcp/uv.lock
@@ -1,16 +1,11 @@
 version = 1
-
 requires-python = ">=3.10"
 resolution-markers = [
     "python_full_version < '3.11'",
     "python_full_version == '3.11.*'",
     "python_full_version >= '3.12' and python_full_version < '3.12.4'",
     "python_full_version >= '3.12.4' and python_full_version < '3.13'",
-
     "python_full_version >= '3.13'",
-    "python_full_version >= '3.12.4' and python_full_version < '3.13'",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4'",
-    "python_full_version < '3.12'",
 ]
 
 [[package]]
@@ -566,7 +561,7 @@ name = "click"
 version = "8.1.7"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "colorama", marker = "platform_system == 'Windows'" },
+    { name = "colorama", marker = "sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/96/d3/f04c7bfcf5c1862a2a5b845c6b2b360488cf47af55dfa79c98f6a6bf98b5/click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de", size = 336121 }
 wheels = [
@@ -575,7 +570,7 @@ wheels = [
 
 [[package]]
 name = "cognee"
-version = "0.1.21"
+version = "0.1.22"
 source = { directory = "../" }
 dependencies = [
     { name = "aiofiles" },
@@ -1002,7 +997,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/47/8f/20ff0656bb0cf7af26ec1d01f780c5cfbaa7666736063378c5f48558b515/cryptography-44.0.0-pp310-pypy310_pp73-manylinux_2_34_aarch64.whl", hash = "sha256:8b3e6eae66cf54701ee7d9c83c30ac0a1e3fa17be486033000f2a73a12ab507c", size = 3867546 },
     { url = "https://files.pythonhosted.org/packages/38/d9/28edf32ee2fcdca587146bcde90102a7319b2f2c690edfa627e46d586050/cryptography-44.0.0-pp310-pypy310_pp73-manylinux_2_34_x86_64.whl", hash = "sha256:be4ce505894d15d5c5037167ffb7f0ae90b7be6f2a98f9a5c3442395501c32fa", size = 4090937 },
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diff --git a/poetry.lock b/poetry.lock
index 5b362ec53..6916650b7 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -609,17 +609,17 @@ xyzservices = ">=2021.09.1"
 
 [[package]]
 name = "boto3"
-version = "1.35.98"
+version = "1.35.99"
 description = "The AWS SDK for Python"
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 python-versions = ">=3.8"
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+botocore = ">=1.35.99,<1.36.0"
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 [[package]]
 name = "botocore"
-version = "1.35.98"
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+version = "2.1.7"
 description = "The Open-Source LLM Evaluation Framework."
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-grpcio = "1.60.1"
+grpcio = "1.67.1"
 importlib-metadata = ">=6.0.2"
 langchain = "*"
 langchain-community = "*"
@@ -2169,151 +2169,153 @@ typing-extensions = ">=4.7,<5"
 
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-version = "1.60.1"
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 setuptools = "*"
 
 [[package]]
@@ -2566,22 +2568,26 @@ all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2
 
 [[package]]
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 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "iniconfig"
@@ -3440,13 +3446,13 @@ six = "*"
 
 [[package]]
 name = "langfuse"
-version = "2.57.6"
+version = "2.57.9"
 description = "A client library for accessing langfuse"
 optional = false
 python-versions = "<4.0,>=3.9"
 files = [
-    {file = "langfuse-2.57.6-py3-none-any.whl", hash = "sha256:350d2aed546b3baaab53b200b51106e3d6d119325837431bfbcbcc184f0ca499"},
-    {file = "langfuse-2.57.6.tar.gz", hash = "sha256:bc36ffb711f3014f9f5390da25fd71c6105a31ca8d454bc9f303042510de0ae1"},
+    {file = "langfuse-2.57.9-py3-none-any.whl", hash = "sha256:96c0eba449e6d8e4a762ffec940b151badc6727c29819bc4d22412264706331d"},
+    {file = "langfuse-2.57.9.tar.gz", hash = "sha256:a68df5f87f55bfcd89740ec92ecf5b69b1655ecfc6f32ddf7a84ad8a08cfac7d"},
 ]
 
 [package.dependencies]
@@ -4699,97 +4705,97 @@ et-xmlfile = "*"
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.27.0"
+version = "1.29.0"
 description = "OpenTelemetry Python API"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_api-1.27.0-py3-none-any.whl", hash = "sha256:953d5871815e7c30c81b56d910c707588000fff7a3ca1c73e6531911d53065e7"},
-    {file = "opentelemetry_api-1.27.0.tar.gz", hash = "sha256:ed673583eaa5f81b5ce5e86ef7cdaf622f88ef65f0b9aab40b843dcae5bef342"},
+    {file = "opentelemetry_api-1.29.0-py3-none-any.whl", hash = "sha256:5fcd94c4141cc49c736271f3e1efb777bebe9cc535759c54c936cca4f1b312b8"},
+    {file = "opentelemetry_api-1.29.0.tar.gz", hash = "sha256:d04a6cf78aad09614f52964ecb38021e248f5714dc32c2e0d8fd99517b4d69cf"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
-importlib-metadata = ">=6.0,<=8.4.0"
+importlib-metadata = ">=6.0,<=8.5.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-common"
-version = "1.27.0"
+version = "1.29.0"
 description = "OpenTelemetry Protobuf encoding"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_common-1.27.0-py3-none-any.whl", hash = "sha256:675db7fffcb60946f3a5c43e17d1168a3307a94a930ecf8d2ea1f286f3d4f79a"},
-    {file = "opentelemetry_exporter_otlp_proto_common-1.27.0.tar.gz", hash = "sha256:159d27cf49f359e3798c4c3eb8da6ef4020e292571bd8c5604a2a573231dd5c8"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.29.0-py3-none-any.whl", hash = "sha256:a9d7376c06b4da9cf350677bcddb9618ed4b8255c3f6476975f5e38274ecd3aa"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.29.0.tar.gz", hash = "sha256:e7c39b5dbd1b78fe199e40ddfe477e6983cb61aa74ba836df09c3869a3e3e163"},
 ]
 
 [package.dependencies]
-opentelemetry-proto = "1.27.0"
+opentelemetry-proto = "1.29.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-grpc"
-version = "1.27.0"
+version = "1.29.0"
 description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_grpc-1.27.0-py3-none-any.whl", hash = "sha256:56b5bbd5d61aab05e300d9d62a6b3c134827bbd28d0b12f2649c2da368006c9e"},
-    {file = "opentelemetry_exporter_otlp_proto_grpc-1.27.0.tar.gz", hash = "sha256:af6f72f76bcf425dfb5ad11c1a6d6eca2863b91e63575f89bb7b4b55099d968f"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.29.0-py3-none-any.whl", hash = "sha256:5a2a3a741a2543ed162676cf3eefc2b4150e6f4f0a193187afb0d0e65039c69c"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.29.0.tar.gz", hash = "sha256:3d324d07d64574d72ed178698de3d717f62a059a93b6b7685ee3e303384e73ea"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
 googleapis-common-protos = ">=1.52,<2.0"
-grpcio = ">=1.0.0,<2.0.0"
+grpcio = ">=1.63.2,<2.0.0"
 opentelemetry-api = ">=1.15,<2.0"
-opentelemetry-exporter-otlp-proto-common = "1.27.0"
-opentelemetry-proto = "1.27.0"
-opentelemetry-sdk = ">=1.27.0,<1.28.0"
+opentelemetry-exporter-otlp-proto-common = "1.29.0"
+opentelemetry-proto = "1.29.0"
+opentelemetry-sdk = ">=1.29.0,<1.30.0"
 
 [[package]]
 name = "opentelemetry-proto"
-version = "1.27.0"
+version = "1.29.0"
 description = "OpenTelemetry Python Proto"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_proto-1.27.0-py3-none-any.whl", hash = "sha256:b133873de5581a50063e1e4b29cdcf0c5e253a8c2d8dc1229add20a4c3830ace"},
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+    {file = "opentelemetry_proto-1.29.0-py3-none-any.whl", hash = "sha256:495069c6f5495cbf732501cdcd3b7f60fda2b9d3d4255706ca99b7ca8dec53ff"},
+    {file = "opentelemetry_proto-1.29.0.tar.gz", hash = "sha256:3c136aa293782e9b44978c738fff72877a4b78b5d21a64e879898db7b2d93e5d"},
 ]
 
 [package.dependencies]
-protobuf = ">=3.19,<5.0"
+protobuf = ">=5.0,<6.0"
 
 [[package]]
 name = "opentelemetry-sdk"
-version = "1.27.0"
+version = "1.29.0"
 description = "OpenTelemetry Python SDK"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_sdk-1.27.0-py3-none-any.whl", hash = "sha256:365f5e32f920faf0fd9e14fdfd92c086e317eaa5f860edba9cdc17a380d9197d"},
-    {file = "opentelemetry_sdk-1.27.0.tar.gz", hash = "sha256:d525017dea0ccce9ba4e0245100ec46ecdc043f2d7b8315d56b19aff0904fa6f"},
+    {file = "opentelemetry_sdk-1.29.0-py3-none-any.whl", hash = "sha256:173be3b5d3f8f7d671f20ea37056710217959e774e2749d984355d1f9391a30a"},
+    {file = "opentelemetry_sdk-1.29.0.tar.gz", hash = "sha256:b0787ce6aade6ab84315302e72bd7a7f2f014b0fb1b7c3295b88afe014ed0643"},
 ]
 
 [package.dependencies]
-opentelemetry-api = "1.27.0"
-opentelemetry-semantic-conventions = "0.48b0"
+opentelemetry-api = "1.29.0"
+opentelemetry-semantic-conventions = "0.50b0"
 typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "opentelemetry-semantic-conventions"
-version = "0.48b0"
+version = "0.50b0"
 description = "OpenTelemetry Semantic Conventions"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_semantic_conventions-0.48b0-py3-none-any.whl", hash = "sha256:a0de9f45c413a8669788a38569c7e0a11ce6ce97861a628cca785deecdc32a1f"},
-    {file = "opentelemetry_semantic_conventions-0.48b0.tar.gz", hash = "sha256:12d74983783b6878162208be57c9effcb89dc88691c64992d70bb89dc00daa1a"},
+    {file = "opentelemetry_semantic_conventions-0.50b0-py3-none-any.whl", hash = "sha256:e87efba8fdb67fb38113efea6a349531e75ed7ffc01562f65b802fcecb5e115e"},
+    {file = "opentelemetry_semantic_conventions-0.50b0.tar.gz", hash = "sha256:02dc6dbcb62f082de9b877ff19a3f1ffaa3c306300fa53bfac761c4567c83d38"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
-opentelemetry-api = "1.27.0"
+opentelemetry-api = "1.29.0"
 
 [[package]]
 name = "orderly-set"
@@ -5351,13 +5357,13 @@ tests = ["pytest (>=5.4.1)", "pytest-cov (>=2.8.1)", "pytest-mypy (>=0.8.0)", "p
 
 [[package]]
 name = "posthog"
-version = "3.7.5"
+version = "3.8.3"
 description = "Integrate PostHog into any python application."
 optional = true
 python-versions = "*"
 files = [
-    {file = "posthog-3.7.5-py2.py3-none-any.whl", hash = "sha256:022132c17069dde03c5c5904e2ae1b9bd68d5059cbc5a8dffc5c1537a1b71cb5"},
-    {file = "posthog-3.7.5.tar.gz", hash = "sha256:8ba40ab623da35db72715fc87fe7dccb7fc272ced92581fe31db2d4dbe7ad761"},
+    {file = "posthog-3.8.3-py2.py3-none-any.whl", hash = "sha256:7215c4d7649b0c87905b42f460403311564996d776ab48d39852f46539a50f22"},
+    {file = "posthog-3.8.3.tar.gz", hash = "sha256:263df03ea312d4b47a3d5ea393fdb22ff2ed78140d5ce9af9dd0618ae245a44b"},
 ]
 
 [package.dependencies]
@@ -5369,8 +5375,9 @@ six = ">=1.5"
 
 [package.extras]
 dev = ["black", "flake8", "flake8-print", "isort", "pre-commit"]
+langchain = ["langchain (>=0.2.0)"]
 sentry = ["django", "sentry-sdk"]
-test = ["coverage", "django", "flake8", "freezegun (==0.3.15)", "mock (>=2.0.0)", "pylint", "pytest", "pytest-timeout"]
+test = ["coverage", "django", "flake8", "freezegun (==0.3.15)", "langchain-community (>=0.2.0)", "langchain-openai (>=0.2.0)", "mock (>=2.0.0)", "pylint", "pytest", "pytest-asyncio", "pytest-timeout"]
 
 [[package]]
 name = "pre-commit"
@@ -5511,22 +5518,22 @@ files = [
 
 [[package]]
 name = "protobuf"
-version = "4.25.5"
+version = "5.29.3"
 description = ""
 optional = true
 python-versions = ">=3.8"
 files = [
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+    {file = "protobuf-5.29.3-cp38-cp38-win_amd64.whl", hash = "sha256:b89c115d877892a512f79a8114564fb435943b59067615894c3b13cd3e1fa107"},
+    {file = "protobuf-5.29.3-cp39-cp39-win32.whl", hash = "sha256:0eb32bfa5219fc8d4111803e9a690658aa2e6366384fd0851064b963b6d1f2a7"},
+    {file = "protobuf-5.29.3-cp39-cp39-win_amd64.whl", hash = "sha256:6ce8cc3389a20693bfde6c6562e03474c40851b44975c9b2bf6df7d8c4f864da"},
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+    {file = "protobuf-5.29.3.tar.gz", hash = "sha256:5da0f41edaf117bde316404bad1a486cb4ededf8e4a54891296f648e8e076620"},
 ]
 
 [[package]]
@@ -7164,13 +7171,13 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "sentry-sdk"
-version = "2.19.2"
+version = "2.20.0"
 description = "Python client for Sentry (https://sentry.io)"
 optional = false
 python-versions = ">=3.6"
 files = [
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+    {file = "sentry_sdk-2.20.0-py2.py3-none-any.whl", hash = "sha256:c359a1edf950eb5e80cffd7d9111f3dbeef57994cb4415df37d39fda2cf22364"},
+    {file = "sentry_sdk-2.20.0.tar.gz", hash = "sha256:afa82713a92facf847df3c6f63cec71eb488d826a50965def3d7722aa6f0fdab"},
 ]
 
 [package.dependencies]
@@ -7216,6 +7223,7 @@ sqlalchemy = ["sqlalchemy (>=1.2)"]
 starlette = ["starlette (>=0.19.1)"]
 starlite = ["starlite (>=1.48)"]
 tornado = ["tornado (>=6)"]
+unleash = ["UnleashClient (>=6.0.1)"]
 
 [[package]]
 name = "setuptools"
@@ -8398,83 +8406,90 @@ files = [
 
 [[package]]
 name = "wrapt"
-version = "1.17.1"
+version = "1.17.2"
 description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]

From 662faeb44bd65b1b2b012c05e8dce5d69a58b67d Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Thu, 16 Jan 2025 20:07:24 +0100
Subject: [PATCH 13/26] Update format

---
 poetry.lock    | 147 +++++++++++++++++++++++++------------------------
 pyproject.toml |   1 +
 2 files changed, 75 insertions(+), 73 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 6916650b7..73881fcbb 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -609,32 +609,32 @@ xyzservices = ">=2021.09.1"
 
 [[package]]
 name = "boto3"
-version = "1.35.99"
+version = "1.36.0"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.35.99-py3-none-any.whl", hash = "sha256:83e560faaec38a956dfb3d62e05e1703ee50432b45b788c09e25107c5058bd71"},
-    {file = "boto3-1.35.99.tar.gz", hash = "sha256:e0abd794a7a591d90558e92e29a9f8837d25ece8e3c120e530526fe27eba5fca"},
+    {file = "boto3-1.36.0-py3-none-any.whl", hash = "sha256:d0ca7a58ce25701a52232cc8df9d87854824f1f2964b929305722ebc7959d5a9"},
+    {file = "boto3-1.36.0.tar.gz", hash = "sha256:159898f51c2997a12541c0e02d6e5a8fe2993ddb307b9478fd9a339f98b57e00"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.99,<1.36.0"
+botocore = ">=1.36.0,<1.37.0"
 jmespath = ">=0.7.1,<2.0.0"
-s3transfer = ">=0.10.0,<0.11.0"
+s3transfer = ">=0.11.0,<0.12.0"
 
 [package.extras]
 crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.99"
+version = "1.36.0"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.35.99-py3-none-any.whl", hash = "sha256:b22d27b6b617fc2d7342090d6129000af2efd20174215948c0d7ae2da0fab445"},
-    {file = "botocore-1.35.99.tar.gz", hash = "sha256:1eab44e969c39c5f3d9a3104a0836c24715579a455f12b3979a31d7cde51b3c3"},
+    {file = "botocore-1.36.0-py3-none-any.whl", hash = "sha256:b54b11f0cfc47fc1243ada0f7f461266c279968487616720fa8ebb02183917d7"},
+    {file = "botocore-1.36.0.tar.gz", hash = "sha256:0232029ff9ae3f5b50cdb25cbd257c16f87402b6d31a05bd6483638ee6434c4b"},
 ]
 
 [package.dependencies]
@@ -643,7 +643,7 @@ python-dateutil = ">=2.1,<3.0.0"
 urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}
 
 [package.extras]
-crt = ["awscrt (==0.22.0)"]
+crt = ["awscrt (==0.23.4)"]
 
 [[package]]
 name = "certifi"
@@ -1526,13 +1526,13 @@ idna = ">=2.0.0"
 
 [[package]]
 name = "emoji"
-version = "2.14.0"
+version = "2.14.1"
 description = "Emoji for Python"
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "emoji-2.14.0-py3-none-any.whl", hash = "sha256:fcc936bf374b1aec67dda5303ae99710ba88cc9cdce2d1a71c5f2204e6d78799"},
-    {file = "emoji-2.14.0.tar.gz", hash = "sha256:f68ac28915a2221667cddb3e6c589303c3c6954c6c5af6fefaec7f9bdf72fdca"},
+    {file = "emoji-2.14.1-py3-none-any.whl", hash = "sha256:35a8a486c1460addb1499e3bf7929d3889b2e2841a57401903699fef595e942b"},
+    {file = "emoji-2.14.1.tar.gz", hash = "sha256:f8c50043d79a2c1410ebfae833ae1868d5941a67a6cd4d18377e2eb0bd79346b"},
 ]
 
 [package.extras]
@@ -3446,13 +3446,13 @@ six = "*"
 
 [[package]]
 name = "langfuse"
-version = "2.57.9"
+version = "2.57.10"
 description = "A client library for accessing langfuse"
 optional = false
 python-versions = "<4.0,>=3.9"
 files = [
-    {file = "langfuse-2.57.9-py3-none-any.whl", hash = "sha256:96c0eba449e6d8e4a762ffec940b151badc6727c29819bc4d22412264706331d"},
-    {file = "langfuse-2.57.9.tar.gz", hash = "sha256:a68df5f87f55bfcd89740ec92ecf5b69b1655ecfc6f32ddf7a84ad8a08cfac7d"},
+    {file = "langfuse-2.57.10-py3-none-any.whl", hash = "sha256:db7e8f7cf8d0204e17074e6729b144e7f9c7198499cd84a824bbc81fb5e37e4a"},
+    {file = "langfuse-2.57.10.tar.gz", hash = "sha256:751dd03271809f4bf50f6e4e0d1138b0e0eb028efefc984fdc6948d2bfddd95d"},
 ]
 
 [package.dependencies]
@@ -3524,13 +3524,13 @@ proxy = ["PyJWT (>=2.8.0,<3.0.0)", "apscheduler (>=3.10.4,<4.0.0)", "backoff", "
 
 [[package]]
 name = "llama-index-core"
-version = "0.12.10.post1"
+version = "0.12.11"
 description = "Interface between LLMs and your data"
 optional = true
 python-versions = "<4.0,>=3.9"
 files = [
-    {file = "llama_index_core-0.12.10.post1-py3-none-any.whl", hash = "sha256:897e8cd4efeff6842580b043bdf4008ac60f693df1de2bfd975307a4845707c2"},
-    {file = "llama_index_core-0.12.10.post1.tar.gz", hash = "sha256:af27bea4d1494ba84983a649976e60e3de677a73946aa45ed12ce27e3a623ddf"},
+    {file = "llama_index_core-0.12.11-py3-none-any.whl", hash = "sha256:3b1e019c899e9e011dfa01c96b7e3f666e0c161035fbca6cb787b4c61e0c94db"},
+    {file = "llama_index_core-0.12.11.tar.gz", hash = "sha256:9a41ca91167ea5eec9ebaac7f5e958b7feddbd8af3bfbf7c393a5edfb994d566"},
 ]
 
 [package.dependencies]
@@ -4517,7 +4517,7 @@ test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 name = "nltk"
 version = "3.9.1"
 description = "Natural Language Toolkit"
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
     {file = "nltk-3.9.1-py3-none-any.whl", hash = "sha256:4fa26829c5b00715afe3061398a8989dc643b92ce7dd93fb4585a70930d168a1"},
@@ -5630,53 +5630,53 @@ bcrypt = ["bcrypt (>=4.1.2,<5)"]
 
 [[package]]
 name = "pyarrow"
-version = "18.1.0"
+version = "19.0.0"
 description = "Python library for Apache Arrow"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "pyarrow-18.1.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:e21488d5cfd3d8b500b3238a6c4b075efabc18f0f6d80b29239737ebd69caa6c"},
-    {file = "pyarrow-18.1.0-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:b516dad76f258a702f7ca0250885fc93d1fa5ac13ad51258e39d402bd9e2e1e4"},
-    {file = "pyarrow-18.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4f443122c8e31f4c9199cb23dca29ab9427cef990f283f80fe15b8e124bcc49b"},
-    {file = "pyarrow-18.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0a03da7f2758645d17b7b4f83c8bffeae5bbb7f974523fe901f36288d2eab71"},
-    {file = "pyarrow-18.1.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:ba17845efe3aa358ec266cf9cc2800fa73038211fb27968bfa88acd09261a470"},
-    {file = "pyarrow-18.1.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:3c35813c11a059056a22a3bef520461310f2f7eea5c8a11ef9de7062a23f8d56"},
-    {file = "pyarrow-18.1.0-cp310-cp310-win_amd64.whl", hash = "sha256:9736ba3c85129d72aefa21b4f3bd715bc4190fe4426715abfff90481e7d00812"},
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+    {file = "pyarrow-19.0.0-cp39-cp39-win_amd64.whl", hash = "sha256:597360ffc71fc8cceea1aec1fb60cb510571a744fffc87db33d551d5de919bec"},
+    {file = "pyarrow-19.0.0.tar.gz", hash = "sha256:8d47c691765cf497aaeed4954d226568563f1b3b74ff61139f2d77876717084b"},
 ]
 
 [package.extras]
@@ -6610,18 +6610,19 @@ ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==23.2.1)", "requests (>=2.31.0)"
 
 [[package]]
 name = "referencing"
-version = "0.35.1"
+version = "0.36.0"
 description = "JSON Referencing + Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "referencing-0.35.1-py3-none-any.whl", hash = "sha256:eda6d3234d62814d1c64e305c1331c9a3a6132da475ab6382eaa997b21ee75de"},
-    {file = "referencing-0.35.1.tar.gz", hash = "sha256:25b42124a6c8b632a425174f24087783efb348a6f1e0008e63cd4466fedf703c"},
+    {file = "referencing-0.36.0-py3-none-any.whl", hash = "sha256:01fc2916bab821aa3284d645bbbb41ba39609e7ff47072416a39ec2fb04d10d9"},
+    {file = "referencing-0.36.0.tar.gz", hash = "sha256:246db964bb6101905167895cd66499cfb2aabc5f83277d008c52afe918ef29ba"},
 ]
 
 [package.dependencies]
 attrs = ">=22.2.0"
 rpds-py = ">=0.7.0"
+typing-extensions = {version = "*", markers = "python_version < \"3.13\""}
 
 [[package]]
 name = "regex"
@@ -6979,13 +6980,13 @@ files = [
 
 [[package]]
 name = "s3transfer"
-version = "0.10.4"
+version = "0.11.0"
 description = "An Amazon S3 Transfer Manager"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "s3transfer-0.10.4-py3-none-any.whl", hash = "sha256:244a76a24355363a68164241438de1b72f8781664920260c48465896b712a41e"},
-    {file = "s3transfer-0.10.4.tar.gz", hash = "sha256:29edc09801743c21eb5ecbc617a152df41d3c287f67b615f73e5f750583666a7"},
+    {file = "s3transfer-0.11.0-py3-none-any.whl", hash = "sha256:f43b03931c198743569bbfb6a328a53f4b2b4ec723cd7c01fab68e3119db3f8b"},
+    {file = "s3transfer-0.11.0.tar.gz", hash = "sha256:6563eda054c33bdebef7cbf309488634651c47270d828e594d151cd289fb7cf7"},
 ]
 
 [package.dependencies]
@@ -8252,13 +8253,13 @@ crypto-eth-addresses = ["eth-hash[pycryptodome] (>=0.7.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.28.1"
+version = "20.29.0"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "virtualenv-20.28.1-py3-none-any.whl", hash = "sha256:412773c85d4dab0409b83ec36f7a6499e72eaf08c80e81e9576bca61831c71cb"},
-    {file = "virtualenv-20.28.1.tar.gz", hash = "sha256:5d34ab240fdb5d21549b76f9e8ff3af28252f5499fb6d6f031adac4e5a8c5329"},
+    {file = "virtualenv-20.29.0-py3-none-any.whl", hash = "sha256:c12311863497992dc4b8644f8ea82d3b35bb7ef8ee82e6630d76d0197c39baf9"},
+    {file = "virtualenv-20.29.0.tar.gz", hash = "sha256:6345e1ff19d4b1296954cee076baaf58ff2a12a84a338c62b02eda39f20aa982"},
 ]
 
 [package.dependencies]
@@ -8796,4 +8797,4 @@ weaviate = ["weaviate-client"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10.0,<3.13"
-content-hash = "75ac417135f4e7a9bd80e453658e6a4ebd168ef0b90adb872782860bf9e17563"
+content-hash = "b0864b74a106940643b7291973c109d9d3ae3d12d7432dd9a897288503cc867f"
diff --git a/pyproject.toml b/pyproject.toml
index f62a37c2a..dc3af20d1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -76,6 +76,7 @@ unstructured = { extras = ["csv", "doc", "docx", "epub", "md", "odt", "org", "pp
 pre-commit = "^4.0.1"
 httpx = "0.27.0"
 bokeh="^3.6.2"
+nltk = "^3.9.1"
 
 
 

From 4a87df9e72843cccefc9e60b08be7658605ceda2 Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Thu, 16 Jan 2025 20:12:33 +0100
Subject: [PATCH 14/26] Update format

---
 .github/pull_request_template.md   |  7 +++++++
 .github/workflows/approve_dco.yaml | 23 +++++++++++++++++++++++
 2 files changed, 30 insertions(+)
 create mode 100644 .github/pull_request_template.md
 create mode 100644 .github/workflows/approve_dco.yaml

diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
new file mode 100644
index 000000000..1a90cc65a
--- /dev/null
+++ b/.github/pull_request_template.md
@@ -0,0 +1,7 @@
+<!-- .github/pull_request_template.md -->
+
+## Description
+<!-- Provide a clear description of the changes in this PR -->
+
+## DCO Affirmation
+I affirm that all code in every commit of this pull request conforms to the terms of the Topoteretes Developer Certificate of Origin
diff --git a/.github/workflows/approve_dco.yaml b/.github/workflows/approve_dco.yaml
new file mode 100644
index 000000000..8992ddc2f
--- /dev/null
+++ b/.github/workflows/approve_dco.yaml
@@ -0,0 +1,23 @@
+name: DCO Check
+
+on:
+  pull_request:
+    types: [opened, edited, reopened, synchronize, ready_for_review]
+
+jobs:
+  check-dco:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Validate Developer Certificate of Origin statement
+        uses: actions/github-script@v6
+        with:
+          script: |
+            const prBody = context.payload.pull_request.body || '';
+            // This is the exact text required in the PR body:
+            const requiredStatement = "I affirm that all code in every commit of this pull request conforms to the terms of the Topoteretes Developer Certificate of Origin";
+            
+            if (!prBody.includes(requiredStatement)) {
+              core.setFailed(
+                `DCO check failed. The PR body must include the following statement:\n\n${requiredStatement}`
+              );
+            }

From 4ae8eb90ce2eb5bf2f68c13a0492d74c23dc2729 Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Thu, 16 Jan 2025 20:16:58 +0100
Subject: [PATCH 15/26] Update format

---
 .github/workflows/approve_dco.yaml | 42 +++++++++++++++++++++++++-----
 1 file changed, 36 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/approve_dco.yaml b/.github/workflows/approve_dco.yaml
index 8992ddc2f..467e5cc0d 100644
--- a/.github/workflows/approve_dco.yaml
+++ b/.github/workflows/approve_dco.yaml
@@ -11,13 +11,43 @@ jobs:
       - name: Validate Developer Certificate of Origin statement
         uses: actions/github-script@v6
         with:
+          # If using the built-in GITHUB_TOKEN, ensure it has 'read:org' permission.
+          # In GitHub Enterprise or private orgs, you might need a PAT (personal access token) with read:org scope.
+          github-token: ${{ secrets.GITHUB_TOKEN }}
           script: |
+            const orgName = 'YOUR_ORGANIZATION_NAME'; // Replace with your org
+            const prUser = context.payload.pull_request.user.login;
             const prBody = context.payload.pull_request.body || '';
-            // This is the exact text required in the PR body:
+
+            // Exact text you require in the PR body
             const requiredStatement = "I affirm that all code in every commit of this pull request conforms to the terms of the Topoteretes Developer Certificate of Origin";
-            
-            if (!prBody.includes(requiredStatement)) {
-              core.setFailed(
-                `DCO check failed. The PR body must include the following statement:\n\n${requiredStatement}`
-              );
+
+            // 1. Check if user is in the org
+            let isOrgMember = false;
+            try {
+              // Attempt to get membership info
+              const membership = await github.rest.orgs.getMembershipForUser({
+                org: orgName,
+                username: prUser,
+              });
+              // If we get here without an error, user is in the org
+              isOrgMember = true;
+              console.log(`${prUser} is a member of ${orgName}. Skipping DCO check.`);
+            } catch (error) {
+              // If we get a 404, user is NOT an org member
+              if (error.status === 404) {
+                console.log(`${prUser} is NOT a member of ${orgName}. Enforcing DCO check.`);
+              } else {
+                // Some other error—fail the workflow or handle accordingly
+                core.setFailed(`Error checking organization membership: ${error.message}`);
+              }
+            }
+
+            // 2. If user is not in the org, enforce the DCO statement
+            if (!isOrgMember) {
+              if (!prBody.includes(requiredStatement)) {
+                core.setFailed(
+                  `DCO check failed. The PR body must include the following statement:\n\n${requiredStatement}`
+                );
+              }
             }

From 1af24dc652f5d4cff0ea0339d3af5fa19b4b3f4b Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Thu, 16 Jan 2025 20:25:26 +0100
Subject: [PATCH 16/26] Update format

---
 cognee/shared/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/cognee/shared/utils.py b/cognee/shared/utils.py
index 612a9399f..944ae798e 100644
--- a/cognee/shared/utils.py
+++ b/cognee/shared/utils.py
@@ -23,7 +23,7 @@ from cognee.infrastructure.databases.graph import get_graph_engine
 
 from uuid import uuid4
 import pathlib
-
+import nltk
 from cognee.shared.exceptions import IngestionError
 
 # Analytics Proxy Url, currently hosted by Vercel

From b2355deeab7955053c3a0e9df8668a303c174ed6 Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Thu, 16 Jan 2025 20:38:59 +0100
Subject: [PATCH 17/26] Update format

---
 poetry.lock    | 2 +-
 pyproject.toml | 6 +++---
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 73881fcbb..51cd2474e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -8797,4 +8797,4 @@ weaviate = ["weaviate-client"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10.0,<3.13"
-content-hash = "b0864b74a106940643b7291973c109d9d3ae3d12d7432dd9a897288503cc867f"
+content-hash = "1b28050bbc5d53795ffc6a850179f3289f3df803e4b03731f35102ad1f2d390f"
diff --git a/pyproject.toml b/pyproject.toml
index dc3af20d1..c20630acc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -68,15 +68,15 @@ alembic = "^1.13.3"
 asyncpg =  {version = "0.30.0", optional = true}
 pgvector = {version = "^0.3.5", optional = true}
 psycopg2 = {version = "^2.9.10", optional = true}
-llama-index-core = {version = "^0.12.10.post1", optional = true}
+llama-index-core = {version = "^0.12.11", optional = true}
 deepeval = {version = "^2.0.1", optional = true}
 transformers = "^4.46.3"
 pymilvus = {version = "^2.5.0", optional = true}
-unstructured = { extras = ["csv", "doc", "docx", "epub", "md", "odt", "org", "ppt", "pptx", "rst", "rtf", "tsv", "xlsx"], version = "^0.16.10", optional = true }
+unstructured = { extras = ["csv", "doc", "docx", "epub", "md", "odt", "org", "ppt", "pptx", "rst", "rtf", "tsv", "xlsx"], version = "^0.16.13", optional = true }
 pre-commit = "^4.0.1"
 httpx = "0.27.0"
 bokeh="^3.6.2"
-nltk = "^3.9.1"
+nltk = "3.9.1"
 
 
 

From 5b31638bef305d40d6d9d632ddfcf3d04f021966 Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Thu, 16 Jan 2025 20:49:50 +0100
Subject: [PATCH 18/26] Update format

---
 .github/workflows/test_python_3_10.yml | 3 +++
 .github/workflows/test_python_3_12.yml | 3 +++
 2 files changed, 6 insertions(+)

diff --git a/.github/workflows/test_python_3_10.yml b/.github/workflows/test_python_3_10.yml
index 2cf620a17..4ccbe44cf 100644
--- a/.github/workflows/test_python_3_10.yml
+++ b/.github/workflows/test_python_3_10.yml
@@ -42,6 +42,9 @@ jobs:
 
       - name: Install dependencies
         run: poetry install --no-interaction -E docs
+      - name: Download NLTK tokenizer data
+        run: |
+          poetry run python -m nltk.downloader punkt_data
 
       - name: Run unit tests
         run: poetry run pytest cognee/tests/unit/
diff --git a/.github/workflows/test_python_3_12.yml b/.github/workflows/test_python_3_12.yml
index 5a032144a..1354d6f08 100644
--- a/.github/workflows/test_python_3_12.yml
+++ b/.github/workflows/test_python_3_12.yml
@@ -43,6 +43,9 @@ jobs:
 
       - name: Install dependencies
         run: poetry install --no-interaction -E docs
+      - name: Download NLTK tokenizer data
+        run: |
+          poetry run python -m nltk.downloader punkt_data
 
       - name: Run unit tests
         run: poetry run pytest cognee/tests/unit/

From f19b58a7bb61356e0bb6de484b65a0ce278667ae Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Thu, 16 Jan 2025 20:54:02 +0100
Subject: [PATCH 19/26] Update format

---
 .github/workflows/test_python_3_10.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test_python_3_10.yml b/.github/workflows/test_python_3_10.yml
index 4ccbe44cf..0732d13f8 100644
--- a/.github/workflows/test_python_3_10.yml
+++ b/.github/workflows/test_python_3_10.yml
@@ -44,7 +44,7 @@ jobs:
         run: poetry install --no-interaction -E docs
       - name: Download NLTK tokenizer data
         run: |
-          poetry run python -m nltk.downloader punkt_data
+          poetry run python -m nltk.downloader punkt
 
       - name: Run unit tests
         run: poetry run pytest cognee/tests/unit/

From 5aaf420f028d0af5d802e74d935306b8a82e80b5 Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Thu, 16 Jan 2025 20:56:54 +0100
Subject: [PATCH 20/26] Fix for now

---
 .../documents/UnstructuredDocument_test.py    | 194 +++++++++---------
 1 file changed, 97 insertions(+), 97 deletions(-)

diff --git a/cognee/tests/integration/documents/UnstructuredDocument_test.py b/cognee/tests/integration/documents/UnstructuredDocument_test.py
index 773dc2293..4513da8db 100644
--- a/cognee/tests/integration/documents/UnstructuredDocument_test.py
+++ b/cognee/tests/integration/documents/UnstructuredDocument_test.py
@@ -3,100 +3,100 @@ import uuid
 
 from cognee.modules.data.processing.document_types.UnstructuredDocument import UnstructuredDocument
 
-
-def test_UnstructuredDocument():
-    # Define file paths of test data
-    pptx_file_path = os.path.join(
-        os.sep,
-        *(os.path.dirname(__file__).split(os.sep)[:-2]),
-        "test_data",
-        "example.pptx",
-    )
-
-    docx_file_path = os.path.join(
-        os.sep,
-        *(os.path.dirname(__file__).split(os.sep)[:-2]),
-        "test_data",
-        "example.docx",
-    )
-
-    csv_file_path = os.path.join(
-        os.sep,
-        *(os.path.dirname(__file__).split(os.sep)[:-2]),
-        "test_data",
-        "example.csv",
-    )
-
-    xlsx_file_path = os.path.join(
-        os.sep,
-        *(os.path.dirname(__file__).split(os.sep)[:-2]),
-        "test_data",
-        "example.xlsx",
-    )
-
-    # Define test documents
-    pptx_document = UnstructuredDocument(
-        id=uuid.uuid4(),
-        name="example.pptx",
-        raw_data_location=pptx_file_path,
-        metadata_id=uuid.uuid4(),
-        mime_type="application/vnd.openxmlformats-officedocument.presentationml.presentation",
-    )
-
-    docx_document = UnstructuredDocument(
-        id=uuid.uuid4(),
-        name="example.docx",
-        raw_data_location=docx_file_path,
-        metadata_id=uuid.uuid4(),
-        mime_type="application/vnd.openxmlformats-officedocument.wordprocessingml.document",
-    )
-
-    csv_document = UnstructuredDocument(
-        id=uuid.uuid4(),
-        name="example.csv",
-        raw_data_location=csv_file_path,
-        metadata_id=uuid.uuid4(),
-        mime_type="text/csv",
-    )
-
-    xlsx_document = UnstructuredDocument(
-        id=uuid.uuid4(),
-        name="example.xlsx",
-        raw_data_location=xlsx_file_path,
-        metadata_id=uuid.uuid4(),
-        mime_type="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
-    )
-
-    # Test PPTX
-    for paragraph_data in pptx_document.read(chunk_size=1024, chunker="text_chunker"):
-        assert 19 == paragraph_data.word_count, f" 19 != {paragraph_data.word_count = }"
-        assert 104 == len(paragraph_data.text), f" 104 != {len(paragraph_data.text) = }"
-        assert "sentence_cut" == paragraph_data.cut_type, (
-            f" sentence_cut != {paragraph_data.cut_type = }"
-        )
-
-    # Test DOCX
-    for paragraph_data in docx_document.read(chunk_size=1024, chunker="text_chunker"):
-        assert 16 == paragraph_data.word_count, f" 16 != {paragraph_data.word_count = }"
-        assert 145 == len(paragraph_data.text), f" 145 != {len(paragraph_data.text) = }"
-        assert "sentence_end" == paragraph_data.cut_type, (
-            f" sentence_end != {paragraph_data.cut_type = }"
-        )
-
-    # TEST CSV
-    for paragraph_data in csv_document.read(chunk_size=1024, chunker="text_chunker"):
-        assert 15 == paragraph_data.word_count, f" 15 != {paragraph_data.word_count = }"
-        assert "A A A A A A A A A,A A A A A A,A A" == paragraph_data.text, (
-            f"Read text doesn't match expected text: {paragraph_data.text}"
-        )
-        assert "sentence_cut" == paragraph_data.cut_type, (
-            f" sentence_cut != {paragraph_data.cut_type = }"
-        )
-
-    # Test XLSX
-    for paragraph_data in xlsx_document.read(chunk_size=1024, chunker="text_chunker"):
-        assert 36 == paragraph_data.word_count, f" 36 != {paragraph_data.word_count = }"
-        assert 171 == len(paragraph_data.text), f" 171 != {len(paragraph_data.text) = }"
-        assert "sentence_cut" == paragraph_data.cut_type, (
-            f" sentence_cut != {paragraph_data.cut_type = }"
-        )
+#
+# def test_UnstructuredDocument():
+#     # Define file paths of test data
+#     pptx_file_path = os.path.join(
+#         os.sep,
+#         *(os.path.dirname(__file__).split(os.sep)[:-2]),
+#         "test_data",
+#         "example.pptx",
+#     )
+#
+#     docx_file_path = os.path.join(
+#         os.sep,
+#         *(os.path.dirname(__file__).split(os.sep)[:-2]),
+#         "test_data",
+#         "example.docx",
+#     )
+#
+#     csv_file_path = os.path.join(
+#         os.sep,
+#         *(os.path.dirname(__file__).split(os.sep)[:-2]),
+#         "test_data",
+#         "example.csv",
+#     )
+#
+#     xlsx_file_path = os.path.join(
+#         os.sep,
+#         *(os.path.dirname(__file__).split(os.sep)[:-2]),
+#         "test_data",
+#         "example.xlsx",
+#     )
+#
+#     # Define test documents
+#     pptx_document = UnstructuredDocument(
+#         id=uuid.uuid4(),
+#         name="example.pptx",
+#         raw_data_location=pptx_file_path,
+#         metadata_id=uuid.uuid4(),
+#         mime_type="application/vnd.openxmlformats-officedocument.presentationml.presentation",
+#     )
+#
+#     docx_document = UnstructuredDocument(
+#         id=uuid.uuid4(),
+#         name="example.docx",
+#         raw_data_location=docx_file_path,
+#         metadata_id=uuid.uuid4(),
+#         mime_type="application/vnd.openxmlformats-officedocument.wordprocessingml.document",
+#     )
+#
+#     csv_document = UnstructuredDocument(
+#         id=uuid.uuid4(),
+#         name="example.csv",
+#         raw_data_location=csv_file_path,
+#         metadata_id=uuid.uuid4(),
+#         mime_type="text/csv",
+#     )
+#
+#     xlsx_document = UnstructuredDocument(
+#         id=uuid.uuid4(),
+#         name="example.xlsx",
+#         raw_data_location=xlsx_file_path,
+#         metadata_id=uuid.uuid4(),
+#         mime_type="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
+#     )
+#
+#     # Test PPTX
+#     for paragraph_data in pptx_document.read(chunk_size=1024, chunker="text_chunker"):
+#         assert 19 == paragraph_data.word_count, f" 19 != {paragraph_data.word_count = }"
+#         assert 104 == len(paragraph_data.text), f" 104 != {len(paragraph_data.text) = }"
+#         assert "sentence_cut" == paragraph_data.cut_type, (
+#             f" sentence_cut != {paragraph_data.cut_type = }"
+#         )
+#
+#     # Test DOCX
+#     for paragraph_data in docx_document.read(chunk_size=1024, chunker="text_chunker"):
+#         assert 16 == paragraph_data.word_count, f" 16 != {paragraph_data.word_count = }"
+#         assert 145 == len(paragraph_data.text), f" 145 != {len(paragraph_data.text) = }"
+#         assert "sentence_end" == paragraph_data.cut_type, (
+#             f" sentence_end != {paragraph_data.cut_type = }"
+#         )
+#
+#     # TEST CSV
+#     for paragraph_data in csv_document.read(chunk_size=1024, chunker="text_chunker"):
+#         assert 15 == paragraph_data.word_count, f" 15 != {paragraph_data.word_count = }"
+#         assert "A A A A A A A A A,A A A A A A,A A" == paragraph_data.text, (
+#             f"Read text doesn't match expected text: {paragraph_data.text}"
+#         )
+#         assert "sentence_cut" == paragraph_data.cut_type, (
+#             f" sentence_cut != {paragraph_data.cut_type = }"
+#         )
+#
+#     # Test XLSX
+#     for paragraph_data in xlsx_document.read(chunk_size=1024, chunker="text_chunker"):
+#         assert 36 == paragraph_data.word_count, f" 36 != {paragraph_data.word_count = }"
+#         assert 171 == len(paragraph_data.text), f" 171 != {len(paragraph_data.text) = }"
+#         assert "sentence_cut" == paragraph_data.cut_type, (
+#             f" sentence_cut != {paragraph_data.cut_type = }"
+#         )

From 72b503f198bd439396ee04cf2fda64b17489caf9 Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Thu, 16 Jan 2025 20:58:10 +0100
Subject: [PATCH 21/26] Fix for now

---
 .../documents/UnstructuredDocument_test.py    | 194 +++++++++---------
 1 file changed, 97 insertions(+), 97 deletions(-)

diff --git a/cognee/tests/integration/documents/UnstructuredDocument_test.py b/cognee/tests/integration/documents/UnstructuredDocument_test.py
index 4513da8db..773dc2293 100644
--- a/cognee/tests/integration/documents/UnstructuredDocument_test.py
+++ b/cognee/tests/integration/documents/UnstructuredDocument_test.py
@@ -3,100 +3,100 @@ import uuid
 
 from cognee.modules.data.processing.document_types.UnstructuredDocument import UnstructuredDocument
 
-#
-# def test_UnstructuredDocument():
-#     # Define file paths of test data
-#     pptx_file_path = os.path.join(
-#         os.sep,
-#         *(os.path.dirname(__file__).split(os.sep)[:-2]),
-#         "test_data",
-#         "example.pptx",
-#     )
-#
-#     docx_file_path = os.path.join(
-#         os.sep,
-#         *(os.path.dirname(__file__).split(os.sep)[:-2]),
-#         "test_data",
-#         "example.docx",
-#     )
-#
-#     csv_file_path = os.path.join(
-#         os.sep,
-#         *(os.path.dirname(__file__).split(os.sep)[:-2]),
-#         "test_data",
-#         "example.csv",
-#     )
-#
-#     xlsx_file_path = os.path.join(
-#         os.sep,
-#         *(os.path.dirname(__file__).split(os.sep)[:-2]),
-#         "test_data",
-#         "example.xlsx",
-#     )
-#
-#     # Define test documents
-#     pptx_document = UnstructuredDocument(
-#         id=uuid.uuid4(),
-#         name="example.pptx",
-#         raw_data_location=pptx_file_path,
-#         metadata_id=uuid.uuid4(),
-#         mime_type="application/vnd.openxmlformats-officedocument.presentationml.presentation",
-#     )
-#
-#     docx_document = UnstructuredDocument(
-#         id=uuid.uuid4(),
-#         name="example.docx",
-#         raw_data_location=docx_file_path,
-#         metadata_id=uuid.uuid4(),
-#         mime_type="application/vnd.openxmlformats-officedocument.wordprocessingml.document",
-#     )
-#
-#     csv_document = UnstructuredDocument(
-#         id=uuid.uuid4(),
-#         name="example.csv",
-#         raw_data_location=csv_file_path,
-#         metadata_id=uuid.uuid4(),
-#         mime_type="text/csv",
-#     )
-#
-#     xlsx_document = UnstructuredDocument(
-#         id=uuid.uuid4(),
-#         name="example.xlsx",
-#         raw_data_location=xlsx_file_path,
-#         metadata_id=uuid.uuid4(),
-#         mime_type="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
-#     )
-#
-#     # Test PPTX
-#     for paragraph_data in pptx_document.read(chunk_size=1024, chunker="text_chunker"):
-#         assert 19 == paragraph_data.word_count, f" 19 != {paragraph_data.word_count = }"
-#         assert 104 == len(paragraph_data.text), f" 104 != {len(paragraph_data.text) = }"
-#         assert "sentence_cut" == paragraph_data.cut_type, (
-#             f" sentence_cut != {paragraph_data.cut_type = }"
-#         )
-#
-#     # Test DOCX
-#     for paragraph_data in docx_document.read(chunk_size=1024, chunker="text_chunker"):
-#         assert 16 == paragraph_data.word_count, f" 16 != {paragraph_data.word_count = }"
-#         assert 145 == len(paragraph_data.text), f" 145 != {len(paragraph_data.text) = }"
-#         assert "sentence_end" == paragraph_data.cut_type, (
-#             f" sentence_end != {paragraph_data.cut_type = }"
-#         )
-#
-#     # TEST CSV
-#     for paragraph_data in csv_document.read(chunk_size=1024, chunker="text_chunker"):
-#         assert 15 == paragraph_data.word_count, f" 15 != {paragraph_data.word_count = }"
-#         assert "A A A A A A A A A,A A A A A A,A A" == paragraph_data.text, (
-#             f"Read text doesn't match expected text: {paragraph_data.text}"
-#         )
-#         assert "sentence_cut" == paragraph_data.cut_type, (
-#             f" sentence_cut != {paragraph_data.cut_type = }"
-#         )
-#
-#     # Test XLSX
-#     for paragraph_data in xlsx_document.read(chunk_size=1024, chunker="text_chunker"):
-#         assert 36 == paragraph_data.word_count, f" 36 != {paragraph_data.word_count = }"
-#         assert 171 == len(paragraph_data.text), f" 171 != {len(paragraph_data.text) = }"
-#         assert "sentence_cut" == paragraph_data.cut_type, (
-#             f" sentence_cut != {paragraph_data.cut_type = }"
-#         )
+
+def test_UnstructuredDocument():
+    # Define file paths of test data
+    pptx_file_path = os.path.join(
+        os.sep,
+        *(os.path.dirname(__file__).split(os.sep)[:-2]),
+        "test_data",
+        "example.pptx",
+    )
+
+    docx_file_path = os.path.join(
+        os.sep,
+        *(os.path.dirname(__file__).split(os.sep)[:-2]),
+        "test_data",
+        "example.docx",
+    )
+
+    csv_file_path = os.path.join(
+        os.sep,
+        *(os.path.dirname(__file__).split(os.sep)[:-2]),
+        "test_data",
+        "example.csv",
+    )
+
+    xlsx_file_path = os.path.join(
+        os.sep,
+        *(os.path.dirname(__file__).split(os.sep)[:-2]),
+        "test_data",
+        "example.xlsx",
+    )
+
+    # Define test documents
+    pptx_document = UnstructuredDocument(
+        id=uuid.uuid4(),
+        name="example.pptx",
+        raw_data_location=pptx_file_path,
+        metadata_id=uuid.uuid4(),
+        mime_type="application/vnd.openxmlformats-officedocument.presentationml.presentation",
+    )
+
+    docx_document = UnstructuredDocument(
+        id=uuid.uuid4(),
+        name="example.docx",
+        raw_data_location=docx_file_path,
+        metadata_id=uuid.uuid4(),
+        mime_type="application/vnd.openxmlformats-officedocument.wordprocessingml.document",
+    )
+
+    csv_document = UnstructuredDocument(
+        id=uuid.uuid4(),
+        name="example.csv",
+        raw_data_location=csv_file_path,
+        metadata_id=uuid.uuid4(),
+        mime_type="text/csv",
+    )
+
+    xlsx_document = UnstructuredDocument(
+        id=uuid.uuid4(),
+        name="example.xlsx",
+        raw_data_location=xlsx_file_path,
+        metadata_id=uuid.uuid4(),
+        mime_type="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
+    )
+
+    # Test PPTX
+    for paragraph_data in pptx_document.read(chunk_size=1024, chunker="text_chunker"):
+        assert 19 == paragraph_data.word_count, f" 19 != {paragraph_data.word_count = }"
+        assert 104 == len(paragraph_data.text), f" 104 != {len(paragraph_data.text) = }"
+        assert "sentence_cut" == paragraph_data.cut_type, (
+            f" sentence_cut != {paragraph_data.cut_type = }"
+        )
+
+    # Test DOCX
+    for paragraph_data in docx_document.read(chunk_size=1024, chunker="text_chunker"):
+        assert 16 == paragraph_data.word_count, f" 16 != {paragraph_data.word_count = }"
+        assert 145 == len(paragraph_data.text), f" 145 != {len(paragraph_data.text) = }"
+        assert "sentence_end" == paragraph_data.cut_type, (
+            f" sentence_end != {paragraph_data.cut_type = }"
+        )
+
+    # TEST CSV
+    for paragraph_data in csv_document.read(chunk_size=1024, chunker="text_chunker"):
+        assert 15 == paragraph_data.word_count, f" 15 != {paragraph_data.word_count = }"
+        assert "A A A A A A A A A,A A A A A A,A A" == paragraph_data.text, (
+            f"Read text doesn't match expected text: {paragraph_data.text}"
+        )
+        assert "sentence_cut" == paragraph_data.cut_type, (
+            f" sentence_cut != {paragraph_data.cut_type = }"
+        )
+
+    # Test XLSX
+    for paragraph_data in xlsx_document.read(chunk_size=1024, chunker="text_chunker"):
+        assert 36 == paragraph_data.word_count, f" 36 != {paragraph_data.word_count = }"
+        assert 171 == len(paragraph_data.text), f" 171 != {len(paragraph_data.text) = }"
+        assert "sentence_cut" == paragraph_data.cut_type, (
+            f" sentence_cut != {paragraph_data.cut_type = }"
+        )

From 7a4a0f4705c2821a4765499ef66ba15ad67cebe7 Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Thu, 16 Jan 2025 20:59:23 +0100
Subject: [PATCH 22/26] Fix for now

---
 .github/workflows/test_python_3_12.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test_python_3_12.yml b/.github/workflows/test_python_3_12.yml
index 1354d6f08..b05892955 100644
--- a/.github/workflows/test_python_3_12.yml
+++ b/.github/workflows/test_python_3_12.yml
@@ -45,7 +45,7 @@ jobs:
         run: poetry install --no-interaction -E docs
       - name: Download NLTK tokenizer data
         run: |
-          poetry run python -m nltk.downloader punkt_data
+          poetry run python -m nltk.downloader punkt_tab
 
       - name: Run unit tests
         run: poetry run pytest cognee/tests/unit/

From 07836255ae39504d8d07e34e19eb6fd601f0bd78 Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Thu, 16 Jan 2025 21:02:58 +0100
Subject: [PATCH 23/26] Fix for now

---
 .github/workflows/test_python_3_10.yml | 3 ++-
 .github/workflows/test_python_3_11.yml | 5 +++++
 .github/workflows/test_python_3_12.yml | 2 +-
 3 files changed, 8 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/test_python_3_10.yml b/.github/workflows/test_python_3_10.yml
index 0732d13f8..90c437eb8 100644
--- a/.github/workflows/test_python_3_10.yml
+++ b/.github/workflows/test_python_3_10.yml
@@ -44,7 +44,8 @@ jobs:
         run: poetry install --no-interaction -E docs
       - name: Download NLTK tokenizer data
         run: |
-          poetry run python -m nltk.downloader punkt
+          poetry run python -m nltk.downloader punkt_tab averaged_perceptron_tagger_eng
+
 
       - name: Run unit tests
         run: poetry run pytest cognee/tests/unit/
diff --git a/.github/workflows/test_python_3_11.yml b/.github/workflows/test_python_3_11.yml
index b119dbcb2..83f98c6ed 100644
--- a/.github/workflows/test_python_3_11.yml
+++ b/.github/workflows/test_python_3_11.yml
@@ -44,6 +44,11 @@ jobs:
       - name: Install dependencies
         run: poetry install --no-interaction -E docs
 
+      - name: Download NLTK tokenizer data
+        run: |
+          poetry run python -m nltk.downloader punkt_tab averaged_perceptron_tagger_eng
+
+
       - name: Run unit tests
         run: poetry run pytest cognee/tests/unit/
 
diff --git a/.github/workflows/test_python_3_12.yml b/.github/workflows/test_python_3_12.yml
index b05892955..14e33551a 100644
--- a/.github/workflows/test_python_3_12.yml
+++ b/.github/workflows/test_python_3_12.yml
@@ -45,7 +45,7 @@ jobs:
         run: poetry install --no-interaction -E docs
       - name: Download NLTK tokenizer data
         run: |
-          poetry run python -m nltk.downloader punkt_tab
+          poetry run python -m nltk.downloader punkt_tab averaged_perceptron_tagger_eng
 
       - name: Run unit tests
         run: poetry run pytest cognee/tests/unit/

From bbd51e8c27c4105edefc415ae4750b9399b9ad9b Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Thu, 16 Jan 2025 21:08:54 +0100
Subject: [PATCH 24/26] Fix for now

---
 cognee-mcp/cognee_mcp/server.py               |  1 +
 cognee/shared/utils.py                        | 16 ---------
 .../documents/AudioDocument_test.py           | 18 +++++-----
 .../documents/ImageDocument_test.py           | 18 +++++-----
 .../integration/documents/PdfDocument_test.py | 18 +++++-----
 .../documents/TextDocument_test.py            | 18 +++++-----
 .../documents/UnstructuredDocument_test.py    | 30 ++++++++--------
 cognee/tests/test_deduplication.py            | 12 +++----
 cognee/tests/test_falkordb.py                 |  6 ++--
 cognee/tests/test_library.py                  |  6 ++--
 cognee/tests/test_pgvector.py                 | 36 +++++++++----------
 .../chunks/chunk_by_paragraph_2_test.py       | 18 +++++-----
 .../chunks/chunk_by_paragraph_test.py         |  6 ++--
 .../chunks/chunk_by_sentence_test.py          | 12 +++----
 .../processing/chunks/chunk_by_word_test.py   |  6 ++--
 15 files changed, 103 insertions(+), 118 deletions(-)

diff --git a/cognee-mcp/cognee_mcp/server.py b/cognee-mcp/cognee_mcp/server.py
index 37238a783..087411fa5 100644
--- a/cognee-mcp/cognee_mcp/server.py
+++ b/cognee-mcp/cognee_mcp/server.py
@@ -130,6 +130,7 @@ def get_freshest_png(directory: str) -> Image.Image:
     except (IOError, OSError) as e:
         raise IOError(f"Failed to open PNG file {freshest_path}") from e
 
+
 @server.call_tool()
 async def handle_call_tool(
     name: str, arguments: dict | None
diff --git a/cognee/shared/utils.py b/cognee/shared/utils.py
index 944ae798e..f1eae1ace 100644
--- a/cognee/shared/utils.py
+++ b/cognee/shared/utils.py
@@ -11,8 +11,6 @@ import networkx as nx
 import pandas as pd
 import matplotlib.pyplot as plt
 import tiktoken
-import nltk
-import base64
 import time
 
 import logging
@@ -30,7 +28,6 @@ from cognee.shared.exceptions import IngestionError
 proxy_url = "https://test.prometh.ai"
 
 
-
 def get_entities(tagged_tokens):
     nltk.download("maxent_ne_chunker", quiet=True)
     from nltk.chunk import ne_chunk
@@ -271,11 +268,6 @@ async def render_graph(
 #     return df.replace([np.inf, -np.inf, np.nan], None)
 
 
-
-
-
-
-
 logging.basicConfig(level=logging.INFO)
 
 
@@ -450,14 +442,6 @@ async def create_cognee_style_network_with_logo(
     )
     p.add_tools(hover_tool)
 
-    # Get the latest Unix timestamp as an integer
-    timestamp = int(time.time())
-
-    # Construct your filename
-    filename = f"{timestamp}.png"
-
-
-
     logging.info(f"Saving visualization to {output_filename}...")
     html_content = file_html(p, CDN, title)
     with open(output_filename, "w") as f:
diff --git a/cognee/tests/integration/documents/AudioDocument_test.py b/cognee/tests/integration/documents/AudioDocument_test.py
index e07a2431b..dbd43ddda 100644
--- a/cognee/tests/integration/documents/AudioDocument_test.py
+++ b/cognee/tests/integration/documents/AudioDocument_test.py
@@ -36,12 +36,12 @@ def test_AudioDocument():
         for ground_truth, paragraph_data in zip(
             GROUND_TRUTH, document.read(chunk_size=64, chunker="text_chunker")
         ):
-            assert ground_truth["word_count"] == paragraph_data.word_count, (
-                f'{ground_truth["word_count"] = } != {paragraph_data.word_count = }'
-            )
-            assert ground_truth["len_text"] == len(paragraph_data.text), (
-                f'{ground_truth["len_text"] = } != {len(paragraph_data.text) = }'
-            )
-            assert ground_truth["cut_type"] == paragraph_data.cut_type, (
-                f'{ground_truth["cut_type"] = } != {paragraph_data.cut_type = }'
-            )
+            assert (
+                ground_truth["word_count"] == paragraph_data.word_count
+            ), f'{ground_truth["word_count"] = } != {paragraph_data.word_count = }'
+            assert ground_truth["len_text"] == len(
+                paragraph_data.text
+            ), f'{ground_truth["len_text"] = } != {len(paragraph_data.text) = }'
+            assert (
+                ground_truth["cut_type"] == paragraph_data.cut_type
+            ), f'{ground_truth["cut_type"] = } != {paragraph_data.cut_type = }'
diff --git a/cognee/tests/integration/documents/ImageDocument_test.py b/cognee/tests/integration/documents/ImageDocument_test.py
index b8d585419..c0877ae99 100644
--- a/cognee/tests/integration/documents/ImageDocument_test.py
+++ b/cognee/tests/integration/documents/ImageDocument_test.py
@@ -25,12 +25,12 @@ def test_ImageDocument():
         for ground_truth, paragraph_data in zip(
             GROUND_TRUTH, document.read(chunk_size=64, chunker="text_chunker")
         ):
-            assert ground_truth["word_count"] == paragraph_data.word_count, (
-                f'{ground_truth["word_count"] = } != {paragraph_data.word_count = }'
-            )
-            assert ground_truth["len_text"] == len(paragraph_data.text), (
-                f'{ground_truth["len_text"] = } != {len(paragraph_data.text) = }'
-            )
-            assert ground_truth["cut_type"] == paragraph_data.cut_type, (
-                f'{ground_truth["cut_type"] = } != {paragraph_data.cut_type = }'
-            )
+            assert (
+                ground_truth["word_count"] == paragraph_data.word_count
+            ), f'{ground_truth["word_count"] = } != {paragraph_data.word_count = }'
+            assert ground_truth["len_text"] == len(
+                paragraph_data.text
+            ), f'{ground_truth["len_text"] = } != {len(paragraph_data.text) = }'
+            assert (
+                ground_truth["cut_type"] == paragraph_data.cut_type
+            ), f'{ground_truth["cut_type"] = } != {paragraph_data.cut_type = }'
diff --git a/cognee/tests/integration/documents/PdfDocument_test.py b/cognee/tests/integration/documents/PdfDocument_test.py
index fc4307846..8f28815d3 100644
--- a/cognee/tests/integration/documents/PdfDocument_test.py
+++ b/cognee/tests/integration/documents/PdfDocument_test.py
@@ -27,12 +27,12 @@ def test_PdfDocument():
     for ground_truth, paragraph_data in zip(
         GROUND_TRUTH, document.read(chunk_size=1024, chunker="text_chunker")
     ):
-        assert ground_truth["word_count"] == paragraph_data.word_count, (
-            f'{ground_truth["word_count"] = } != {paragraph_data.word_count = }'
-        )
-        assert ground_truth["len_text"] == len(paragraph_data.text), (
-            f'{ground_truth["len_text"] = } != {len(paragraph_data.text) = }'
-        )
-        assert ground_truth["cut_type"] == paragraph_data.cut_type, (
-            f'{ground_truth["cut_type"] = } != {paragraph_data.cut_type = }'
-        )
+        assert (
+            ground_truth["word_count"] == paragraph_data.word_count
+        ), f'{ground_truth["word_count"] = } != {paragraph_data.word_count = }'
+        assert ground_truth["len_text"] == len(
+            paragraph_data.text
+        ), f'{ground_truth["len_text"] = } != {len(paragraph_data.text) = }'
+        assert (
+            ground_truth["cut_type"] == paragraph_data.cut_type
+        ), f'{ground_truth["cut_type"] = } != {paragraph_data.cut_type = }'
diff --git a/cognee/tests/integration/documents/TextDocument_test.py b/cognee/tests/integration/documents/TextDocument_test.py
index 6daec62b7..1e143d563 100644
--- a/cognee/tests/integration/documents/TextDocument_test.py
+++ b/cognee/tests/integration/documents/TextDocument_test.py
@@ -39,12 +39,12 @@ def test_TextDocument(input_file, chunk_size):
     for ground_truth, paragraph_data in zip(
         GROUND_TRUTH[input_file], document.read(chunk_size=chunk_size, chunker="text_chunker")
     ):
-        assert ground_truth["word_count"] == paragraph_data.word_count, (
-            f'{ground_truth["word_count"] = } != {paragraph_data.word_count = }'
-        )
-        assert ground_truth["len_text"] == len(paragraph_data.text), (
-            f'{ground_truth["len_text"] = } != {len(paragraph_data.text) = }'
-        )
-        assert ground_truth["cut_type"] == paragraph_data.cut_type, (
-            f'{ground_truth["cut_type"] = } != {paragraph_data.cut_type = }'
-        )
+        assert (
+            ground_truth["word_count"] == paragraph_data.word_count
+        ), f'{ground_truth["word_count"] = } != {paragraph_data.word_count = }'
+        assert ground_truth["len_text"] == len(
+            paragraph_data.text
+        ), f'{ground_truth["len_text"] = } != {len(paragraph_data.text) = }'
+        assert (
+            ground_truth["cut_type"] == paragraph_data.cut_type
+        ), f'{ground_truth["cut_type"] = } != {paragraph_data.cut_type = }'
diff --git a/cognee/tests/integration/documents/UnstructuredDocument_test.py b/cognee/tests/integration/documents/UnstructuredDocument_test.py
index 773dc2293..e0278de81 100644
--- a/cognee/tests/integration/documents/UnstructuredDocument_test.py
+++ b/cognee/tests/integration/documents/UnstructuredDocument_test.py
@@ -71,32 +71,32 @@ def test_UnstructuredDocument():
     for paragraph_data in pptx_document.read(chunk_size=1024, chunker="text_chunker"):
         assert 19 == paragraph_data.word_count, f" 19 != {paragraph_data.word_count = }"
         assert 104 == len(paragraph_data.text), f" 104 != {len(paragraph_data.text) = }"
-        assert "sentence_cut" == paragraph_data.cut_type, (
-            f" sentence_cut != {paragraph_data.cut_type = }"
-        )
+        assert (
+            "sentence_cut" == paragraph_data.cut_type
+        ), f" sentence_cut != {paragraph_data.cut_type = }"
 
     # Test DOCX
     for paragraph_data in docx_document.read(chunk_size=1024, chunker="text_chunker"):
         assert 16 == paragraph_data.word_count, f" 16 != {paragraph_data.word_count = }"
         assert 145 == len(paragraph_data.text), f" 145 != {len(paragraph_data.text) = }"
-        assert "sentence_end" == paragraph_data.cut_type, (
-            f" sentence_end != {paragraph_data.cut_type = }"
-        )
+        assert (
+            "sentence_end" == paragraph_data.cut_type
+        ), f" sentence_end != {paragraph_data.cut_type = }"
 
     # TEST CSV
     for paragraph_data in csv_document.read(chunk_size=1024, chunker="text_chunker"):
         assert 15 == paragraph_data.word_count, f" 15 != {paragraph_data.word_count = }"
-        assert "A A A A A A A A A,A A A A A A,A A" == paragraph_data.text, (
-            f"Read text doesn't match expected text: {paragraph_data.text}"
-        )
-        assert "sentence_cut" == paragraph_data.cut_type, (
-            f" sentence_cut != {paragraph_data.cut_type = }"
-        )
+        assert (
+            "A A A A A A A A A,A A A A A A,A A" == paragraph_data.text
+        ), f"Read text doesn't match expected text: {paragraph_data.text}"
+        assert (
+            "sentence_cut" == paragraph_data.cut_type
+        ), f" sentence_cut != {paragraph_data.cut_type = }"
 
     # Test XLSX
     for paragraph_data in xlsx_document.read(chunk_size=1024, chunker="text_chunker"):
         assert 36 == paragraph_data.word_count, f" 36 != {paragraph_data.word_count = }"
         assert 171 == len(paragraph_data.text), f" 171 != {len(paragraph_data.text) = }"
-        assert "sentence_cut" == paragraph_data.cut_type, (
-            f" sentence_cut != {paragraph_data.cut_type = }"
-        )
+        assert (
+            "sentence_cut" == paragraph_data.cut_type
+        ), f" sentence_cut != {paragraph_data.cut_type = }"
diff --git a/cognee/tests/test_deduplication.py b/cognee/tests/test_deduplication.py
index 89c866f12..9c2df032d 100644
--- a/cognee/tests/test_deduplication.py
+++ b/cognee/tests/test_deduplication.py
@@ -30,9 +30,9 @@ async def test_deduplication():
 
     result = await relational_engine.get_all_data_from_table("data")
     assert len(result) == 1, "More than one data entity was found."
-    assert result[0]["name"] == "Natural_language_processing_copy", (
-        "Result name does not match expected value."
-    )
+    assert (
+        result[0]["name"] == "Natural_language_processing_copy"
+    ), "Result name does not match expected value."
 
     result = await relational_engine.get_all_data_from_table("datasets")
     assert len(result) == 2, "Unexpected number of datasets found."
@@ -61,9 +61,9 @@ async def test_deduplication():
 
     result = await relational_engine.get_all_data_from_table("data")
     assert len(result) == 1, "More than one data entity was found."
-    assert hashlib.md5(text.encode("utf-8")).hexdigest() in result[0]["name"], (
-        "Content hash is not a part of file name."
-    )
+    assert (
+        hashlib.md5(text.encode("utf-8")).hexdigest() in result[0]["name"]
+    ), "Content hash is not a part of file name."
 
     await cognee.prune.prune_data()
     await cognee.prune.prune_system(metadata=True)
diff --git a/cognee/tests/test_falkordb.py b/cognee/tests/test_falkordb.py
index af0e87916..07ece9eb2 100755
--- a/cognee/tests/test_falkordb.py
+++ b/cognee/tests/test_falkordb.py
@@ -85,9 +85,9 @@ async def main():
 
     from cognee.infrastructure.databases.relational import get_relational_engine
 
-    assert not os.path.exists(get_relational_engine().db_path), (
-        "SQLite relational database is not empty"
-    )
+    assert not os.path.exists(
+        get_relational_engine().db_path
+    ), "SQLite relational database is not empty"
 
     from cognee.infrastructure.databases.graph import get_graph_config
 
diff --git a/cognee/tests/test_library.py b/cognee/tests/test_library.py
index 192b67506..8352b4161 100755
--- a/cognee/tests/test_library.py
+++ b/cognee/tests/test_library.py
@@ -82,9 +82,9 @@ async def main():
 
     from cognee.infrastructure.databases.relational import get_relational_engine
 
-    assert not os.path.exists(get_relational_engine().db_path), (
-        "SQLite relational database is not empty"
-    )
+    assert not os.path.exists(
+        get_relational_engine().db_path
+    ), "SQLite relational database is not empty"
 
     from cognee.infrastructure.databases.graph import get_graph_config
 
diff --git a/cognee/tests/test_pgvector.py b/cognee/tests/test_pgvector.py
index 73b6be974..c241177f0 100644
--- a/cognee/tests/test_pgvector.py
+++ b/cognee/tests/test_pgvector.py
@@ -24,28 +24,28 @@ async def test_local_file_deletion(data_text, file_location):
         data_hash = hashlib.md5(encoded_text).hexdigest()
         # Get data entry from database based on hash contents
         data = (await session.scalars(select(Data).where(Data.content_hash == data_hash))).one()
-        assert os.path.isfile(data.raw_data_location), (
-            f"Data location doesn't exist: {data.raw_data_location}"
-        )
+        assert os.path.isfile(
+            data.raw_data_location
+        ), f"Data location doesn't exist: {data.raw_data_location}"
         # Test deletion of data along with local files created by cognee
         await engine.delete_data_entity(data.id)
-        assert not os.path.exists(data.raw_data_location), (
-            f"Data location still exists after deletion: {data.raw_data_location}"
-        )
+        assert not os.path.exists(
+            data.raw_data_location
+        ), f"Data location still exists after deletion: {data.raw_data_location}"
 
     async with engine.get_async_session() as session:
         # Get data entry from database based on file path
         data = (
             await session.scalars(select(Data).where(Data.raw_data_location == file_location))
         ).one()
-        assert os.path.isfile(data.raw_data_location), (
-            f"Data location doesn't exist: {data.raw_data_location}"
-        )
+        assert os.path.isfile(
+            data.raw_data_location
+        ), f"Data location doesn't exist: {data.raw_data_location}"
         # Test local files not created by cognee won't get deleted
         await engine.delete_data_entity(data.id)
-        assert os.path.exists(data.raw_data_location), (
-            f"Data location doesn't exists: {data.raw_data_location}"
-        )
+        assert os.path.exists(
+            data.raw_data_location
+        ), f"Data location doesn't exists: {data.raw_data_location}"
 
 
 async def test_getting_of_documents(dataset_name_1):
@@ -54,16 +54,16 @@ async def test_getting_of_documents(dataset_name_1):
 
     user = await get_default_user()
     document_ids = await get_document_ids_for_user(user.id, [dataset_name_1])
-    assert len(document_ids) == 1, (
-        f"Number of expected documents doesn't match {len(document_ids)} != 1"
-    )
+    assert (
+        len(document_ids) == 1
+    ), f"Number of expected documents doesn't match {len(document_ids)} != 1"
 
     # Test getting of documents for search when no dataset is provided
     user = await get_default_user()
     document_ids = await get_document_ids_for_user(user.id)
-    assert len(document_ids) == 2, (
-        f"Number of expected documents doesn't match {len(document_ids)} != 2"
-    )
+    assert (
+        len(document_ids) == 2
+    ), f"Number of expected documents doesn't match {len(document_ids)} != 2"
 
 
 async def main():
diff --git a/cognee/tests/unit/processing/chunks/chunk_by_paragraph_2_test.py b/cognee/tests/unit/processing/chunks/chunk_by_paragraph_2_test.py
index d8680a604..53098fc67 100644
--- a/cognee/tests/unit/processing/chunks/chunk_by_paragraph_2_test.py
+++ b/cognee/tests/unit/processing/chunks/chunk_by_paragraph_2_test.py
@@ -17,9 +17,9 @@ batch_paragraphs_vals = [True, False]
 def test_chunk_by_paragraph_isomorphism(input_text, paragraph_length, batch_paragraphs):
     chunks = chunk_by_paragraph(input_text, paragraph_length, batch_paragraphs)
     reconstructed_text = "".join([chunk["text"] for chunk in chunks])
-    assert reconstructed_text == input_text, (
-        f"texts are not identical: {len(input_text) = }, {len(reconstructed_text) = }"
-    )
+    assert (
+        reconstructed_text == input_text
+    ), f"texts are not identical: {len(input_text) = }, {len(reconstructed_text) = }"
 
 
 @pytest.mark.parametrize(
@@ -36,9 +36,9 @@ def test_paragraph_chunk_length(input_text, paragraph_length, batch_paragraphs):
     chunk_lengths = np.array([len(list(chunk_by_word(chunk["text"]))) for chunk in chunks])
 
     larger_chunks = chunk_lengths[chunk_lengths > paragraph_length]
-    assert np.all(chunk_lengths <= paragraph_length), (
-        f"{paragraph_length = }: {larger_chunks} are too large"
-    )
+    assert np.all(
+        chunk_lengths <= paragraph_length
+    ), f"{paragraph_length = }: {larger_chunks} are too large"
 
 
 @pytest.mark.parametrize(
@@ -50,6 +50,6 @@ def test_chunk_by_paragraph_chunk_numbering(input_text, paragraph_length, batch_
         data=input_text, paragraph_length=paragraph_length, batch_paragraphs=batch_paragraphs
     )
     chunk_indices = np.array([chunk["chunk_index"] for chunk in chunks])
-    assert np.all(chunk_indices == np.arange(len(chunk_indices))), (
-        f"{chunk_indices = } are not monotonically increasing"
-    )
+    assert np.all(
+        chunk_indices == np.arange(len(chunk_indices))
+    ), f"{chunk_indices = } are not monotonically increasing"
diff --git a/cognee/tests/unit/processing/chunks/chunk_by_paragraph_test.py b/cognee/tests/unit/processing/chunks/chunk_by_paragraph_test.py
index e420b2e9f..e7d9a54ba 100644
--- a/cognee/tests/unit/processing/chunks/chunk_by_paragraph_test.py
+++ b/cognee/tests/unit/processing/chunks/chunk_by_paragraph_test.py
@@ -58,9 +58,9 @@ def run_chunking_test(test_text, expected_chunks):
 
     for expected_chunks_item, chunk in zip(expected_chunks, chunks):
         for key in ["text", "word_count", "cut_type"]:
-            assert chunk[key] == expected_chunks_item[key], (
-                f"{key = }: {chunk[key] = } != {expected_chunks_item[key] = }"
-            )
+            assert (
+                chunk[key] == expected_chunks_item[key]
+            ), f"{key = }: {chunk[key] = } != {expected_chunks_item[key] = }"
 
 
 def test_chunking_whole_text():
diff --git a/cognee/tests/unit/processing/chunks/chunk_by_sentence_test.py b/cognee/tests/unit/processing/chunks/chunk_by_sentence_test.py
index efa053077..d1c75d7ed 100644
--- a/cognee/tests/unit/processing/chunks/chunk_by_sentence_test.py
+++ b/cognee/tests/unit/processing/chunks/chunk_by_sentence_test.py
@@ -16,9 +16,9 @@ maximum_length_vals = [None, 8, 64]
 def test_chunk_by_sentence_isomorphism(input_text, maximum_length):
     chunks = chunk_by_sentence(input_text, maximum_length)
     reconstructed_text = "".join([chunk[1] for chunk in chunks])
-    assert reconstructed_text == input_text, (
-        f"texts are not identical: {len(input_text) = }, {len(reconstructed_text) = }"
-    )
+    assert (
+        reconstructed_text == input_text
+    ), f"texts are not identical: {len(input_text) = }, {len(reconstructed_text) = }"
 
 
 @pytest.mark.parametrize(
@@ -36,6 +36,6 @@ def test_paragraph_chunk_length(input_text, maximum_length):
     chunk_lengths = np.array([len(list(chunk_by_word(chunk[1]))) for chunk in chunks])
 
     larger_chunks = chunk_lengths[chunk_lengths > maximum_length]
-    assert np.all(chunk_lengths <= maximum_length), (
-        f"{maximum_length = }: {larger_chunks} are too large"
-    )
+    assert np.all(
+        chunk_lengths <= maximum_length
+    ), f"{maximum_length = }: {larger_chunks} are too large"
diff --git a/cognee/tests/unit/processing/chunks/chunk_by_word_test.py b/cognee/tests/unit/processing/chunks/chunk_by_word_test.py
index d79fcdbc8..fb26638cb 100644
--- a/cognee/tests/unit/processing/chunks/chunk_by_word_test.py
+++ b/cognee/tests/unit/processing/chunks/chunk_by_word_test.py
@@ -17,9 +17,9 @@ from cognee.tests.unit.processing.chunks.test_input import INPUT_TEXTS
 def test_chunk_by_word_isomorphism(input_text):
     chunks = chunk_by_word(input_text)
     reconstructed_text = "".join([chunk[0] for chunk in chunks])
-    assert reconstructed_text == input_text, (
-        f"texts are not identical: {len(input_text) = }, {len(reconstructed_text) = }"
-    )
+    assert (
+        reconstructed_text == input_text
+    ), f"texts are not identical: {len(input_text) = }, {len(reconstructed_text) = }"
 
 
 @pytest.mark.parametrize(

From cb7b2d311e21f21f320d811198bff769f47c1730 Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Thu, 16 Jan 2025 21:36:25 +0100
Subject: [PATCH 25/26] Fix for now

---
 cognee-mcp/cognee_mcp/server.py      | 4 +---
 cognee-mcp/uv.lock                   | 6 ++++--
 cognee/api/v1/visualize/visualize.py | 1 +
 cognee/shared/utils.py               | 7 ++++++-
 4 files changed, 12 insertions(+), 6 deletions(-)

diff --git a/cognee-mcp/cognee_mcp/server.py b/cognee-mcp/cognee_mcp/server.py
index 087411fa5..6ae93934e 100644
--- a/cognee-mcp/cognee_mcp/server.py
+++ b/cognee-mcp/cognee_mcp/server.py
@@ -200,9 +200,7 @@ async def handle_call_tool(
         with open(os.devnull, "w") as fnull:
             with redirect_stdout(fnull), redirect_stderr(fnull):
                 try:
-                    result = await cognee.visualize_graph()
-                    results = retrieved_edges_to_string(result)
-
+                    results = await cognee.visualize_graph()
                     return [
                         types.TextContent(
                             type="text",
diff --git a/cognee-mcp/uv.lock b/cognee-mcp/uv.lock
index 63b23a11e..503a1ba82 100644
--- a/cognee-mcp/uv.lock
+++ b/cognee-mcp/uv.lock
@@ -597,6 +597,7 @@ dependencies = [
     { name = "matplotlib" },
     { name = "nest-asyncio" },
     { name = "networkx" },
+    { name = "nltk" },
     { name = "numpy" },
     { name = "openai" },
     { name = "pandas" },
@@ -646,11 +647,12 @@ requires-dist = [
     { name = "langfuse", specifier = ">=2.32.0,<3.0.0" },
     { name = "langsmith", marker = "extra == 'langchain'", specifier = "==0.2.3" },
     { name = "litellm", specifier = "==1.57.2" },
-    { name = "llama-index-core", marker = "extra == 'llama-index'", specifier = ">=0.12.10.post1,<0.13.0" },
+    { name = "llama-index-core", marker = "extra == 'llama-index'", specifier = ">=0.12.11,<0.13.0" },
     { name = "matplotlib", specifier = ">=3.8.3,<4.0.0" },
     { name = "neo4j", marker = "extra == 'neo4j'", specifier = ">=5.20.0,<6.0.0" },
     { name = "nest-asyncio", specifier = "==1.6.0" },
     { name = "networkx", specifier = ">=3.2.1,<4.0.0" },
+    { name = "nltk", specifier = "==3.9.1" },
     { name = "numpy", specifier = "==1.26.4" },
     { name = "openai", specifier = "==1.59.4" },
     { name = "pandas", specifier = "==2.2.3" },
@@ -672,7 +674,7 @@ requires-dist = [
     { name = "tiktoken", specifier = "==0.7.0" },
     { name = "transformers", specifier = ">=4.46.3,<5.0.0" },
     { name = "typing-extensions", specifier = "==4.12.2" },
-    { name = "unstructured", extras = ["csv", "doc", "docx", "epub", "md", "odt", "org", "ppt", "pptx", "rst", "rtf", "tsv", "xlsx"], marker = "extra == 'docs'", specifier = ">=0.16.10,<0.17.0" },
+    { name = "unstructured", extras = ["csv", "doc", "docx", "epub", "md", "odt", "org", "ppt", "pptx", "rst", "rtf", "tsv", "xlsx"], marker = "extra == 'docs'", specifier = ">=0.16.13,<0.17.0" },
     { name = "uvicorn", specifier = "==0.22.0" },
     { name = "weaviate-client", marker = "extra == 'weaviate'", specifier = "==4.9.6" },
 ]
diff --git a/cognee/api/v1/visualize/visualize.py b/cognee/api/v1/visualize/visualize.py
index 3267f9d3d..4c4c613c8 100644
--- a/cognee/api/v1/visualize/visualize.py
+++ b/cognee/api/v1/visualize/visualize.py
@@ -10,5 +10,6 @@ async def visualize_graph(label: str = "name"):
     logging.info(graph_data)
 
     graph = await create_cognee_style_network_with_logo(graph_data, label=label)
+    logging.info("The HTML file has been stored on your home directory! Navigate there with cd ~")
 
     return graph
diff --git a/cognee/shared/utils.py b/cognee/shared/utils.py
index f1eae1ace..f11b77ae6 100644
--- a/cognee/shared/utils.py
+++ b/cognee/shared/utils.py
@@ -444,7 +444,12 @@ async def create_cognee_style_network_with_logo(
 
     logging.info(f"Saving visualization to {output_filename}...")
     html_content = file_html(p, CDN, title)
-    with open(output_filename, "w") as f:
+
+    home_dir = os.path.expanduser('~')
+
+    # Construct the final output file path
+    output_filepath = os.path.join(home_dir, output_filename)
+    with open(output_filepath, "w") as f:
         f.write(html_content)
 
     return html_content

From fe47253b040e03afae6eb8877a47670235a3b85f Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Thu, 16 Jan 2025 21:37:37 +0100
Subject: [PATCH 26/26] Fix for now

---
 .../databases/graph/neo4j_driver/adapter.py   | 12 ++++++----
 .../hybrid/falkordb/FalkorDBAdapter.py        | 24 ++++++++++++-------
 .../sqlalchemy/SqlAlchemyAdapter.py           |  6 +++--
 cognee/shared/utils.py                        |  2 +-
 4 files changed, 29 insertions(+), 15 deletions(-)

diff --git a/cognee/infrastructure/databases/graph/neo4j_driver/adapter.py b/cognee/infrastructure/databases/graph/neo4j_driver/adapter.py
index 3543418fc..2f9d42b06 100644
--- a/cognee/infrastructure/databases/graph/neo4j_driver/adapter.py
+++ b/cognee/infrastructure/databases/graph/neo4j_driver/adapter.py
@@ -62,10 +62,12 @@ class Neo4jAdapter(GraphDBInterface):
     async def add_node(self, node: DataPoint):
         serialized_properties = self.serialize_properties(node.model_dump())
 
-        query = dedent("""MERGE (node {id: $node_id})
+        query = dedent(
+            """MERGE (node {id: $node_id})
                 ON CREATE SET node += $properties, node.updated_at = timestamp()
                 ON MATCH SET node += $properties, node.updated_at = timestamp()
-                RETURN ID(node) AS internal_id, node.id AS nodeId""")
+                RETURN ID(node) AS internal_id, node.id AS nodeId"""
+        )
 
         params = {
             "node_id": str(node.id),
@@ -182,13 +184,15 @@ class Neo4jAdapter(GraphDBInterface):
     ):
         serialized_properties = self.serialize_properties(edge_properties)
 
-        query = dedent("""MATCH (from_node {id: $from_node}),
+        query = dedent(
+            """MATCH (from_node {id: $from_node}),
             (to_node {id: $to_node})
             MERGE (from_node)-[r]->(to_node)
             ON CREATE SET r += $properties, r.updated_at = timestamp(), r.type = $relationship_name
             ON MATCH SET r += $properties, r.updated_at = timestamp()
             RETURN r
-        """)
+        """
+        )
 
         params = {
             "from_node": str(from_node),
diff --git a/cognee/infrastructure/databases/hybrid/falkordb/FalkorDBAdapter.py b/cognee/infrastructure/databases/hybrid/falkordb/FalkorDBAdapter.py
index 77bfd74e6..dd8934c34 100644
--- a/cognee/infrastructure/databases/hybrid/falkordb/FalkorDBAdapter.py
+++ b/cognee/infrastructure/databases/hybrid/falkordb/FalkorDBAdapter.py
@@ -88,23 +88,27 @@ class FalkorDBAdapter(VectorDBInterface, GraphDBInterface):
             }
         )
 
-        return dedent(f"""
+        return dedent(
+            f"""
             MERGE (node:{node_label} {{id: '{str(data_point.id)}'}})
             ON CREATE SET node += ({{{node_properties}}}), node.updated_at = timestamp()
             ON MATCH SET node += ({{{node_properties}}}), node.updated_at = timestamp()
-        """).strip()
+        """
+        ).strip()
 
     async def create_edge_query(self, edge: tuple[str, str, str, dict]) -> str:
         properties = await self.stringify_properties(edge[3])
         properties = f"{{{properties}}}"
 
-        return dedent(f"""
+        return dedent(
+            f"""
             MERGE (source {{id:'{edge[0]}'}})
             MERGE (target {{id: '{edge[1]}'}})
             MERGE (source)-[edge:{edge[2]} {properties}]->(target)
             ON MATCH SET edge.updated_at = timestamp()
             ON CREATE SET edge.updated_at = timestamp()
-        """).strip()
+        """
+        ).strip()
 
     async def create_collection(self, collection_name: str):
         pass
@@ -195,12 +199,14 @@ class FalkorDBAdapter(VectorDBInterface, GraphDBInterface):
             self.query(query)
 
     async def has_edges(self, edges):
-        query = dedent("""
+        query = dedent(
+            """
             UNWIND $edges AS edge
             MATCH (a)-[r]->(b)
             WHERE id(a) = edge.from_node AND id(b) = edge.to_node AND type(r) = edge.relationship_name
             RETURN edge.from_node AS from_node, edge.to_node AS to_node, edge.relationship_name AS relationship_name, count(r) > 0 AS edge_exists
-        """).strip()
+        """
+        ).strip()
 
         params = {
             "edges": [
@@ -279,14 +285,16 @@ class FalkorDBAdapter(VectorDBInterface, GraphDBInterface):
 
         [label, attribute_name] = collection_name.split(".")
 
-        query = dedent(f"""
+        query = dedent(
+            f"""
             CALL db.idx.vector.queryNodes(
                 '{label}',
                 '{attribute_name}',
                 {limit},
                 vecf32({query_vector})
             ) YIELD node, score
-        """).strip()
+        """
+        ).strip()
 
         result = self.query(query)
 
diff --git a/cognee/infrastructure/databases/relational/sqlalchemy/SqlAlchemyAdapter.py b/cognee/infrastructure/databases/relational/sqlalchemy/SqlAlchemyAdapter.py
index 6c3c5029d..68561979d 100644
--- a/cognee/infrastructure/databases/relational/sqlalchemy/SqlAlchemyAdapter.py
+++ b/cognee/infrastructure/databases/relational/sqlalchemy/SqlAlchemyAdapter.py
@@ -93,10 +93,12 @@ class SQLAlchemyAdapter:
         if self.engine.dialect.name == "postgresql":
             async with self.engine.begin() as connection:
                 result = await connection.execute(
-                    text("""
+                    text(
+                        """
                         SELECT schema_name FROM information_schema.schemata
                         WHERE schema_name NOT IN ('pg_catalog', 'pg_toast', 'information_schema');
-                        """)
+                        """
+                    )
                 )
                 return [schema[0] for schema in result.fetchall()]
         return []
diff --git a/cognee/shared/utils.py b/cognee/shared/utils.py
index f11b77ae6..6b1ca7f8f 100644
--- a/cognee/shared/utils.py
+++ b/cognee/shared/utils.py
@@ -445,7 +445,7 @@ async def create_cognee_style_network_with_logo(
     logging.info(f"Saving visualization to {output_filename}...")
     html_content = file_html(p, CDN, title)
 
-    home_dir = os.path.expanduser('~')
+    home_dir = os.path.expanduser("~")
 
     # Construct the final output file path
     output_filepath = os.path.join(home_dir, output_filename)