From 6392a8cdd08a77968ada73dcc3d19847ca6305c8 Mon Sep 17 00:00:00 2001
From: David Solito <46330149+dsolito@users.noreply.github.com>
Date: Fri, 3 May 2024 00:21:22 +0200
Subject: [PATCH 01/16] Update crew.py (#551)

Ad manager_agent description in crew docstring
---
 src/crewai/crew.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/crewai/crew.py b/src/crewai/crew.py
index c65dd7d46..d36d80733 100644
--- a/src/crewai/crew.py
+++ b/src/crewai/crew.py
@@ -36,6 +36,7 @@ class Crew(BaseModel):
         tasks: List of tasks assigned to the crew.
         agents: List of agents part of this crew.
         manager_llm: The language model that will run manager agent.
+        manager_agent: Custom agent that will be used as manager.
         memory: Whether the crew should use memory to store memories of it's execution.
         manager_callbacks: The callback handlers to be executed by the manager agent when hierarchical process is used
         cache: Whether the crew should use a cache to store the results of the tools execution.

From bcb57ce5f9b359d933870f66634109ce269989c1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jo=C3=A3o=20Moura?= <joaomdmoura@gmail.com>
Date: Thu, 2 May 2024 20:48:45 -0300
Subject: [PATCH 02/16] updating git ignore

---
 .gitignore | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index 9840e6c7d..425f7d4f9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -8,4 +8,5 @@ assets/*
 test/
 docs_crew/
 chroma.sqlite3
-old_en.json
\ No newline at end of file
+old_en.json
+db/
\ No newline at end of file

From 0b781065d277564077fdaf630d46995c210cc9d1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jo=C3=A3o=20Moura?= <joaomdmoura@gmail.com>
Date: Thu, 2 May 2024 21:57:41 -0300
Subject: [PATCH 03/16] Better json parsing for smaller models

---
 src/crewai/tools/tool_usage.py | 25 ++++++++++++++++---------
 1 file changed, 16 insertions(+), 9 deletions(-)

diff --git a/src/crewai/tools/tool_usage.py b/src/crewai/tools/tool_usage.py
index 6f78313d7..89e5103c3 100644
--- a/src/crewai/tools/tool_usage.py
+++ b/src/crewai/tools/tool_usage.py
@@ -1,7 +1,7 @@
 import ast
+from difflib import SequenceMatcher
 from textwrap import dedent
 from typing import Any, List, Union
-from difflib import SequenceMatcher
 
 from langchain_core.tools import BaseTool
 from langchain_openai import ChatOpenAI
@@ -218,7 +218,10 @@ class ToolUsage:
         for tool in self.tools:
             if (
                 tool.name.lower().strip() == tool_name.lower().strip()
-                or SequenceMatcher(None, tool.name.lower().strip(), tool_name.lower().strip()).ratio() > 0.9
+                or SequenceMatcher(
+                    None, tool.name.lower().strip(), tool_name.lower().strip()
+                ).ratio()
+                > 0.9
             ):
                 return tool
         self.task.increment_tools_errors()
@@ -314,7 +317,7 @@ class ToolUsage:
 
         return calling
 
-    def _validate_tool_input(self, tool_input: str) -> dict:
+    def _validate_tool_input(self, tool_input: str) -> str:
         try:
             ast.literal_eval(tool_input)
             return tool_input
@@ -335,13 +338,17 @@ class ToolUsage:
                     continue  # Skip malformed entries
                 key, value = entry.split(":", 1)
 
-                key = key.strip().strip(
-                    '"'
-                )  # Remove extraneous white spaces and quotes
+                # Remove extraneous white spaces and quotes, replace single quotes
+                key = key.strip().strip('"').replace("'", '"')
                 value = value.strip()
 
-                # Check and format the value based on its type
-                if value.isdigit():  # Check if value is a digit, hence integer
+                # Handle replacement of single quotes at the start and end of the value string
+                if value.startswith("'") and value.endswith("'"):
+                    value = value[1:-1]  # Remove single quotes
+                    value = (
+                        '"' + value.replace('"', '\\"') + '"'
+                    )  # Re-encapsulate with double quotes
+                elif value.isdigit():  # Check if value is a digit, hence integer
                     formatted_value = value
                 elif value.lower() in [
                     "true",
@@ -351,7 +358,7 @@ class ToolUsage:
                     formatted_value = value.lower()
                 else:
                     # Assume the value is a string and needs quotes
-                    formatted_value = '"' + value.strip('"').replace('"', '\\"') + '"'
+                    formatted_value = '"' + value.replace('"', '\\"') + '"'
 
                 # Rebuild the entry with proper quoting
                 formatted_entry = f'"{key}": {formatted_value}'

From ecde504a799f8ab8278a705d1b7e582210995579 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jo=C3=A3o=20Moura?= <joaomdmoura@gmail.com>
Date: Thu, 2 May 2024 21:57:49 -0300
Subject: [PATCH 04/16] updating gitignore

---
 .gitignore | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index 425f7d4f9..792ab632d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -9,4 +9,5 @@ test/
 docs_crew/
 chroma.sqlite3
 old_en.json
-db/
\ No newline at end of file
+db/
+test.py
\ No newline at end of file

From 2340a127d604ea9cd75a877d3337b563745aa062 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jo=C3=A3o=20Moura?= <joaomdmoura@gmail.com>
Date: Thu, 2 May 2024 23:22:02 -0300
Subject: [PATCH 05/16] curring new rc

---
 poetry.lock    | 825 +++----------------------------------------------
 pyproject.toml |   6 +-
 2 files changed, 46 insertions(+), 785 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index ed20a21a6..1922c4cdb 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -321,137 +321,6 @@ charset-normalizer = ["charset-normalizer"]
 html5lib = ["html5lib"]
 lxml = ["lxml"]
 
-[[package]]
-name = "brotli"
-version = "1.1.0"
-description = "Python bindings for the Brotli compression library"
-optional = false
-python-versions = "*"
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-pep8test = ["check-sdist", "click", "mypy", "ruff"]
-sdist = ["build"]
-ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
-test-randomorder = ["pytest-randomly"]
+[package.source]
+type = "directory"
+url = "../crewai-tools"
 
 [[package]]
 name = "cssselect2"
@@ -958,17 +760,6 @@ files = [
 marshmallow = ">=3.18.0,<4.0.0"
 typing-inspect = ">=0.4.0,<1"
 
-[[package]]
-name = "decorator"
-version = "5.1.1"
-description = "Decorators for Humans"
-optional = false
-python-versions = ">=3.5"
-files = [
-    {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
-    {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
-]
-
 [[package]]
 name = "defusedxml"
 version = "0.7.1"
@@ -997,20 +788,6 @@ wrapt = ">=1.10,<2"
 [package.extras]
 dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
 
-[[package]]
-name = "deprecation"
-version = "2.1.0"
-description = "A library to handle automated deprecations"
-optional = false
-python-versions = "*"
-files = [
-    {file = "deprecation-2.1.0-py2.py3-none-any.whl", hash = "sha256:a10811591210e1fb0e768a8c25517cabeabcba6f0bf96564f8ff45189f90b14a"},
-    {file = "deprecation-2.1.0.tar.gz", hash = "sha256:72b3bde64e5d778694b0cf68178aed03d15e15477116add3fb773e581f9518ff"},
-]
-
-[package.dependencies]
-packaging = "*"
-
 [[package]]
 name = "distlib"
 version = "0.3.8"
@@ -1046,36 +823,32 @@ files = [
 
 [[package]]
 name = "embedchain"
-version = "0.1.102"
+version = "0.1.103"
 description = "Simplest open source retrieval (RAG) framework"
 optional = false
 python-versions = "<=3.13,>=3.9"
 files = [
-    {file = "embedchain-0.1.102-py3-none-any.whl", hash = "sha256:8cb4445cb2049119a1d6aa4f47069e74cdd92c14bdb08858e40e403de4a7967e"},
-    {file = "embedchain-0.1.102.tar.gz", hash = "sha256:85d3db1a61720ac6927965e99a160968efb11783566584939a0dab111cba0801"},
+    {file = "embedchain-0.1.103-py3-none-any.whl", hash = "sha256:10dff6de7bcdddefef275cbe99654e1ca82ed74c18bf5192a72b1b7c23b42595"},
+    {file = "embedchain-0.1.103.tar.gz", hash = "sha256:b19047a1ec22b25603745fe23619be833a2543547972470a31f4460c9bd85f60"},
 ]
 
 [package.dependencies]
 alembic = ">=1.13.1,<2.0.0"
 beautifulsoup4 = ">=4.12.2,<5.0.0"
-chromadb = ">=0.4.17,<0.5.0"
-gitpython = {version = ">=3.1.38,<4.0.0", optional = true, markers = "extra == \"github\""}
+chromadb = ">=0.5.0,<0.6.0"
 google-cloud-aiplatform = ">=1.26.1,<2.0.0"
 gptcache = ">=0.1.43,<0.2.0"
 langchain = ">=0.1.4,<0.2.0"
 langchain-openai = ">=0.0.5,<0.0.6"
 openai = ">=1.1.1"
 posthog = ">=3.0.2,<4.0.0"
-PyGithub = {version = ">=1.59.1,<2.0.0", optional = true, markers = "extra == \"github\""}
-pypdf = ">=3.11.0,<4.0.0"
+pypdf = ">=4.0.1,<5.0.0"
 pysbd = ">=0.3.4,<0.4.0"
 python-dotenv = ">=1.0.0,<2.0.0"
 rich = ">=13.7.0,<14.0.0"
 schema = ">=0.7.5,<0.8.0"
 sqlalchemy = ">=2.0.27,<3.0.0"
 tiktoken = ">=0.5.2,<0.6.0"
-youtube-transcript-api = {version = ">=0.6.1,<0.7.0", optional = true, markers = "extra == \"dataloaders\" or extra == \"youtube\""}
-yt_dlp = {version = ">=2023.11.14,<2024.0.0", optional = true, markers = "extra == \"youtube\""}
 
 [package.extras]
 aws-bedrock = ["boto3 (>=1.34.20,<2.0.0)"]
@@ -1305,38 +1078,6 @@ python-dateutil = ">=2.8.1"
 [package.extras]
 dev = ["flake8", "markdown", "twine", "wheel"]
 
-[[package]]
-name = "gitdb"
-version = "4.0.11"
-description = "Git Object Database"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "gitdb-4.0.11-py3-none-any.whl", hash = "sha256:81a3407ddd2ee8df444cbacea00e2d038e40150acfa3001696fe0dcf1d3adfa4"},
-    {file = "gitdb-4.0.11.tar.gz", hash = "sha256:bf5421126136d6d0af55bc1e7c1af1c397a34f5b7bd79e776cd3e89785c2b04b"},
-]
-
-[package.dependencies]
-smmap = ">=3.0.1,<6"
-
-[[package]]
-name = "gitpython"
-version = "3.1.43"
-description = "GitPython is a Python library used to interact with Git repositories"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "GitPython-3.1.43-py3-none-any.whl", hash = "sha256:eec7ec56b92aad751f9912a73404bc02ba212a23adb2c7098ee668417051a1ff"},
-    {file = "GitPython-3.1.43.tar.gz", hash = "sha256:35f314a9f878467f5453cc1fee295c3e18e52f1b99f10f6cf5b1682e968a9e7c"},
-]
-
-[package.dependencies]
-gitdb = ">=4.0.1,<5"
-
-[package.extras]
-doc = ["sphinx (==4.3.2)", "sphinx-autodoc-typehints", "sphinx-rtd-theme", "sphinxcontrib-applehelp (>=1.0.2,<=1.0.4)", "sphinxcontrib-devhelp (==1.0.2)", "sphinxcontrib-htmlhelp (>=2.0.0,<=2.0.1)", "sphinxcontrib-qthelp (==1.0.3)", "sphinxcontrib-serializinghtml (==1.1.5)"]
-test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions"]
-
 [[package]]
 name = "google-api-core"
 version = "2.19.0"
@@ -1393,13 +1134,13 @@ requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.49.0"
+version = "1.50.0"
 description = "Vertex AI API client library"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "google-cloud-aiplatform-1.49.0.tar.gz", hash = "sha256:e6e6d01079bb5def49e4be4db4d12b13c624b5c661079c869c13c855e5807429"},
-    {file = "google_cloud_aiplatform-1.49.0-py2.py3-none-any.whl", hash = "sha256:8072d9e0c18d8942c704233d1a93b8d6312fc7b278786a283247950e28ae98df"},
+    {file = "google-cloud-aiplatform-1.50.0.tar.gz", hash = "sha256:f9f7cc76dbaad3905408fd07d6322caa6c4cd60a0330e4b15de66033c6598cc6"},
+    {file = "google_cloud_aiplatform-1.50.0-py2.py3-none-any.whl", hash = "sha256:6aa8246086252fe01d3438cd6566561147405a09611cf03f082be197c77b8197"},
 ]
 
 [package.dependencies]
@@ -1940,13 +1681,13 @@ socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.22.2"
+version = "0.23.0"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "huggingface_hub-0.22.2-py3-none-any.whl", hash = "sha256:3429e25f38ccb834d310804a3b711e7e4953db5a9e420cc147a5e194ca90fd17"},
-    {file = "huggingface_hub-0.22.2.tar.gz", hash = "sha256:32e9a9a6843c92f253ff9ca16b9985def4d80a93fb357af5353f770ef74a81be"},
+    {file = "huggingface_hub-0.23.0-py3-none-any.whl", hash = "sha256:075c30d48ee7db2bba779190dc526d2c11d422aed6f9044c5e2fdc2c432fdb91"},
+    {file = "huggingface_hub-0.23.0.tar.gz", hash = "sha256:7126dedd10a4c6fac796ced4d87a8cf004efc722a5125c2c09299017fa366fa9"},
 ]
 
 [package.dependencies]
@@ -1959,16 +1700,16 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 cli = ["InquirerPy (==0.3.4)"]
-dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
 hf-transfer = ["hf-transfer (>=0.1.4)"]
 inference = ["aiohttp", "minijinja (>=1.0)"]
 quality = ["mypy (==1.5.1)", "ruff (>=0.3.0)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
 tensorflow-testing = ["keras (<3.0)", "tensorflow"]
-testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "minijinja (>=1.0)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
 torch = ["safetensors", "torch"]
 typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
@@ -2158,39 +1899,6 @@ websocket-client = ">=0.32.0,<0.40.0 || >0.40.0,<0.41.dev0 || >=0.43.dev0"
 [package.extras]
 adal = ["adal (>=1.0.2)"]
 
-[[package]]
-name = "lancedb"
-version = "0.5.7"
-description = "lancedb"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "lancedb-0.5.7-py3-none-any.whl", hash = "sha256:6169966f715ef530be545950e1aaf9f3f160967e4ba7456cd67c9f30f678095d"},
-    {file = "lancedb-0.5.7.tar.gz", hash = "sha256:878914b493f91d09a77b14f1528104741f273234cbdd6671be705f447701fd51"},
-]
-
-[package.dependencies]
-attrs = ">=21.3.0"
-cachetools = "*"
-click = ">=8.1.7"
-deprecation = "*"
-overrides = ">=0.7"
-pydantic = ">=1.10"
-pylance = "0.9.18"
-pyyaml = ">=6.0"
-ratelimiter = ">=1.0,<2.0"
-requests = ">=2.31.0"
-retry = ">=0.9.2"
-semver = ">=3.0"
-tqdm = ">=4.27.0"
-
-[package.extras]
-clip = ["open-clip", "pillow", "torch"]
-dev = ["pre-commit", "ruff"]
-docs = ["mkdocs", "mkdocs-jupyter", "mkdocs-material", "mkdocs-ultralytics-plugin (==0.0.44)", "mkdocstrings[python]"]
-embeddings = ["InstructorEmbedding", "awscli (>=1.29.57)", "boto3 (>=1.28.57)", "botocore (>=1.31.57)", "cohere", "google.generativeai", "huggingface-hub", "open-clip-torch", "openai (>=1.6.1)", "pillow", "sentence-transformers", "torch"]
-tests = ["aiohttp", "duckdb", "pandas (>=1.4)", "polars (>=0.19)", "pytest", "pytest-asyncio", "pytest-mock", "pytz"]
-
 [[package]]
 name = "langchain"
 version = "0.1.17"
@@ -2260,13 +1968,13 @@ extended-testing = ["aiosqlite (>=0.19.0,<0.20.0)", "aleph-alpha-client (>=2.15.
 
 [[package]]
 name = "langchain-core"
-version = "0.1.48"
+version = "0.1.50"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_core-0.1.48-py3-none-any.whl", hash = "sha256:f3078d97a38ac79083cf5a9f3dfd2bb340c08fd93d0064c608be9aa40a73b038"},
-    {file = "langchain_core-0.1.48.tar.gz", hash = "sha256:f0a9b0a8f22f219ef6fd84e2b1d92a8014e84514c0a1b553370fd40296813c16"},
+    {file = "langchain_core-0.1.50-py3-none-any.whl", hash = "sha256:19d57477de5ebcb55febc3bc94c6c9aac62a6199b0802cfa326ca718d84d985e"},
+    {file = "langchain_core-0.1.50.tar.gz", hash = "sha256:a01e3149a117ed00ef086cc74d8d1b9437d650a0a3c80c8a3786f4dcbb8d1ef9"},
 ]
 
 [package.dependencies]
@@ -2316,13 +2024,13 @@ extended-testing = ["lxml (>=5.1.0,<6.0.0)"]
 
 [[package]]
 name = "langsmith"
-version = "0.1.52"
+version = "0.1.53"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langsmith-0.1.52-py3-none-any.whl", hash = "sha256:4518e269b9a0e10197550f050b6518d1276fe68732f7b8579b3e1302b8471d29"},
-    {file = "langsmith-0.1.52.tar.gz", hash = "sha256:f767fddb13c794bea7cc827a77f050a8a1c075ab1d997eb37849b975b0eef1b0"},
+    {file = "langsmith-0.1.53-py3-none-any.whl", hash = "sha256:867f9c4176f92e019398dda22a210db68c98a810234a5266cf4609236dcd3043"},
+    {file = "langsmith-0.1.53.tar.gz", hash = "sha256:0ac271080fb67806f1b2c5de0e7c698c45a57b18b5d46e984e9b15dd38f0bc42"},
 ]
 
 [package.dependencies]
@@ -2860,17 +2568,6 @@ files = [
     {file = "multidict-6.0.5.tar.gz", hash = "sha256:f7e301075edaf50500f0b341543c41194d8df3ae5caf4702f2095f3ca73dd8da"},
 ]
 
-[[package]]
-name = "mutagen"
-version = "1.47.0"
-description = "read and write audio tags for many formats"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "mutagen-1.47.0-py3-none-any.whl", hash = "sha256:edd96f50c5907a9539d8e5bba7245f62c9f520aef333d13392a79a4f70aca719"},
-    {file = "mutagen-1.47.0.tar.gz", hash = "sha256:719fadef0a978c31b4cf3c956261b3c58b6948b32023078a2117b1de09f0fc99"},
-]
-
 [[package]]
 name = "mypy-extensions"
 version = "1.0.0"
@@ -3001,13 +2698,13 @@ sympy = "*"
 
 [[package]]
 name = "openai"
-version = "1.25.0"
+version = "1.25.1"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
-    {file = "openai-1.25.0-py3-none-any.whl", hash = "sha256:d0cfdf6afb31a5dabf3b95966cb31f3c757a0edaf3228715409cb404b9933de0"},
-    {file = "openai-1.25.0.tar.gz", hash = "sha256:22c35b26b8281cd2759b1a4c05ac99e2f2b26a9df71f90a0b4ddb75aa27adc81"},
+    {file = "openai-1.25.1-py3-none-any.whl", hash = "sha256:aa2f381f476f5fa4df8728a34a3e454c321caa064b7b68ab6e9daa1ed082dbf9"},
+    {file = "openai-1.25.1.tar.gz", hash = "sha256:f561ce86f4b4008eb6c78622d641e4b7e1ab8a8cdb15d2f0b2a49942d40d21a8"},
 ]
 
 [package.dependencies]
@@ -3259,20 +2956,6 @@ files = [
     {file = "orjson-3.10.2.tar.gz", hash = "sha256:47affe9f704c23e49a0fbb9d441af41f602474721e8639e8814640198f9ae32f"},
 ]
 
-[[package]]
-name = "outcome"
-version = "1.3.0.post0"
-description = "Capture the outcome of Python function calls."
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "outcome-1.3.0.post0-py2.py3-none-any.whl", hash = "sha256:e771c5ce06d1415e356078d3bdd68523f284b4ce5419828922b6871e65eda82b"},
-    {file = "outcome-1.3.0.post0.tar.gz", hash = "sha256:9dcf02e65f2971b80047b377468e72a268e15c0af3cf1238e6ff14f7f91143b8"},
-]
-
-[package.dependencies]
-attrs = ">=19.2.0"
-
 [[package]]
 name = "overrides"
 version = "7.7.0"
@@ -3511,112 +3194,6 @@ files = [
     {file = "protobuf-4.25.3.tar.gz", hash = "sha256:25b5d0b42fd000320bd7830b349e3b696435f3b329810427a6bcce6a5492cc5c"},
 ]
 
-[[package]]
-name = "pulsar-client"
-version = "3.5.0"
-description = "Apache Pulsar Python client library"
-optional = false
-python-versions = "*"
-files = [
-    {file = "pulsar_client-3.5.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:c18552edb2f785de85280fe624bc507467152bff810fc81d7660fa2dfa861f38"},
-    {file = "pulsar_client-3.5.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:18d438e456c146f01be41ef146f649dedc8f7bc714d9eaef94cff2e34099812b"},
-    {file = "pulsar_client-3.5.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:18a26a0719841103c7a89eb1492c4a8fedf89adaa386375baecbb4fa2707e88f"},
-    {file = "pulsar_client-3.5.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:ab0e1605dc5f44a126163fd06cd0a768494ad05123f6e0de89a2c71d6e2d2319"},
-    {file = "pulsar_client-3.5.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:cdef720891b97656fdce3bf5913ea7729b2156b84ba64314f432c1e72c6117fa"},
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-    {file = "pycryptodomex-3.20.0-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5dcac11031a71348faaed1f403a0debd56bf5404232284cf8c761ff918886ebc"},
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-    {file = "pycryptodomex-3.20.0.tar.gz", hash = "sha256:7a710b79baddd65b806402e14766c721aee8fb83381769c27920f26476276c1e"},
-]
-
 [[package]]
 name = "pydantic"
 version = "2.7.1"
@@ -3815,23 +3351,6 @@ files = [
     {file = "pyflakes-3.2.0.tar.gz", hash = "sha256:1c61603ff154621fb2a9172037d84dca3500def8c8b630657d1701f026f8af3f"},
 ]
 
-[[package]]
-name = "pygithub"
-version = "1.59.1"
-description = "Use the full Github API v3"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "PyGithub-1.59.1-py3-none-any.whl", hash = "sha256:3d87a822e6c868142f0c2c4bf16cce4696b5a7a4d142a7bd160e1bdf75bc54a9"},
-    {file = "PyGithub-1.59.1.tar.gz", hash = "sha256:c44e3a121c15bf9d3a5cc98d94c9a047a5132a9b01d22264627f58ade9ddc217"},
-]
-
-[package.dependencies]
-deprecated = "*"
-pyjwt = {version = ">=2.4.0", extras = ["crypto"]}
-pynacl = ">=1.4.0"
-requests = ">=2.14.0"
-
 [[package]]
 name = "pygments"
 version = "2.17.2"
@@ -3847,50 +3366,6 @@ files = [
 plugins = ["importlib-metadata"]
 windows-terminal = ["colorama (>=0.4.6)"]
 
-[[package]]
-name = "pyjwt"
-version = "2.8.0"
-description = "JSON Web Token implementation in Python"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "PyJWT-2.8.0-py3-none-any.whl", hash = "sha256:59127c392cc44c2da5bb3192169a91f429924e17aff6534d70fdc02ab3e04320"},
-    {file = "PyJWT-2.8.0.tar.gz", hash = "sha256:57e28d156e3d5c10088e0c68abb90bfac3df82b40a71bd0daa20c65ccd5c23de"},
-]
-
-[package.dependencies]
-cryptography = {version = ">=3.4.0", optional = true, markers = "extra == \"crypto\""}
-
-[package.extras]
-crypto = ["cryptography (>=3.4.0)"]
-dev = ["coverage[toml] (==5.0.4)", "cryptography (>=3.4.0)", "pre-commit", "pytest (>=6.0.0,<7.0.0)", "sphinx (>=4.5.0,<5.0.0)", "sphinx-rtd-theme", "zope.interface"]
-docs = ["sphinx (>=4.5.0,<5.0.0)", "sphinx-rtd-theme", "zope.interface"]
-tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
-
-[[package]]
-name = "pylance"
-version = "0.9.18"
-description = "python wrapper for Lance columnar format"
-optional = false
-python-versions = ">=3.8"
-files = [
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-]
-
-[package.dependencies]
-numpy = ">=1.22"
-pyarrow = ">=12"
-
-[package.extras]
-benchmarks = ["pytest-benchmark"]
-dev = ["ruff (==0.2.2)"]
-tests = ["datasets", "duckdb", "ml_dtypes", "pandas", "pillow", "polars[pandas,pyarrow]", "pytest", "tensorflow", "tqdm"]
-torch = ["torch"]
-
 [[package]]
 name = "pymdown-extensions"
 version = "10.8.1"
@@ -3909,43 +3384,20 @@ pyyaml = "*"
 [package.extras]
 extra = ["pygments (>=2.12)"]
 
-[[package]]
-name = "pynacl"
-version = "1.5.0"
-description = "Python binding to the Networking and Cryptography (NaCl) library"
-optional = false
-python-versions = ">=3.6"
-files = [
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-    {file = "PyNaCl-1.5.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:52cb72a79269189d4e0dc537556f4740f7f0a9ec41c1322598799b0bdad4ef92"},
-    {file = "PyNaCl-1.5.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a36d4a9dda1f19ce6e03c9a784a2921a4b726b02e1c736600ca9c22029474394"},
-    {file = "PyNaCl-1.5.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:0c84947a22519e013607c9be43706dd42513f9e6ae5d39d3613ca1e142fba44d"},
-    {file = "PyNaCl-1.5.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:06b8f6fa7f5de8d5d2f7573fe8c863c051225a27b61e6860fd047b1775807858"},
-    {file = "PyNaCl-1.5.0-cp36-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:a422368fc821589c228f4c49438a368831cb5bbc0eab5ebe1d7fac9dded6567b"},
-    {file = "PyNaCl-1.5.0-cp36-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:61f642bf2378713e2c2e1de73444a3778e5f0a38be6fee0fe532fe30060282ff"},
-    {file = "PyNaCl-1.5.0-cp36-abi3-win32.whl", hash = "sha256:e46dae94e34b085175f8abb3b0aaa7da40767865ac82c928eeb9e57e1ea8a543"},
-    {file = "PyNaCl-1.5.0-cp36-abi3-win_amd64.whl", hash = "sha256:20f42270d27e1b6a29f54032090b972d97f0a1b0948cc52392041ef7831fee93"},
-    {file = "PyNaCl-1.5.0.tar.gz", hash = "sha256:8ac7448f09ab85811607bdd21ec2464495ac8b7c66d146bf545b0f08fb9220ba"},
-]
-
-[package.dependencies]
-cffi = ">=1.4.1"
-
-[package.extras]
-docs = ["sphinx (>=1.6.5)", "sphinx-rtd-theme"]
-tests = ["hypothesis (>=3.27.0)", "pytest (>=3.2.1,!=3.3.0)"]
-
 [[package]]
 name = "pypdf"
-version = "3.17.4"
+version = "4.2.0"
 description = "A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "pypdf-3.17.4-py3-none-any.whl", hash = "sha256:6aa0f61b33779b64486de3f42835d3668badd48dac4a536aeb87da187a5eacd2"},
-    {file = "pypdf-3.17.4.tar.gz", hash = "sha256:ec96e2e4fc9648ac609d19c00d41e9d606e0ae2ce5a0bbe7691426f5f157166a"},
+    {file = "pypdf-4.2.0-py3-none-any.whl", hash = "sha256:dc035581664e0ad717e3492acebc1a5fc23dba759e788e3d4a9fc9b1a32e72c1"},
+    {file = "pypdf-4.2.0.tar.gz", hash = "sha256:fe63f3f7d1dcda1c9374421a94c1bba6c6f8c4a62173a59b64ffd52058f846b1"},
 ]
 
+[package.dependencies]
+typing_extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
+
 [package.extras]
 crypto = ["PyCryptodome", "cryptography"]
 dev = ["black", "flit", "pip-tools", "pre-commit (<2.18.0)", "pytest-cov", "pytest-socket", "pytest-timeout", "pytest-xdist", "wheel"]
@@ -4013,18 +3465,6 @@ files = [
     {file = "pysbd-0.3.4-py3-none-any.whl", hash = "sha256:cd838939b7b0b185fcf86b0baf6636667dfb6e474743beeff878e9f42e022953"},
 ]
 
-[[package]]
-name = "pysocks"
-version = "1.7.1"
-description = "A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information."
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
-    {file = "PySocks-1.7.1-py27-none-any.whl", hash = "sha256:08e69f092cc6dbe92a0fdd16eeb9b9ffbc13cadfe5ca4c7bd92ffb078b293299"},
-    {file = "PySocks-1.7.1-py3-none-any.whl", hash = "sha256:2725bd0a9925919b9b51739eea5f9e2bae91e83288108a9ad338b2e3a4435ee5"},
-    {file = "PySocks-1.7.1.tar.gz", hash = "sha256:3f8804571ebe159c380ac6de37643bb4685970655d3bba243530d6558b799aa0"},
-]
-
 [[package]]
 name = "pytest"
 version = "8.2.0"
@@ -4090,17 +3530,6 @@ files = [
 [package.extras]
 cli = ["click (>=5.0)"]
 
-[[package]]
-name = "pytube"
-version = "15.0.0"
-description = "Python 3 library for downloading YouTube Videos."
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "pytube-15.0.0-py3-none-any.whl", hash = "sha256:07b9904749e213485780d7eb606e5e5b8e4341aa4dccf699160876da00e12d78"},
-    {file = "pytube-15.0.0.tar.gz", hash = "sha256:076052efe76f390dfa24b1194ff821d4e86c17d41cb5562f3a276a8bcbfc9d1d"},
-]
-
 [[package]]
 name = "pyyaml"
 version = "6.0.1"
@@ -4174,20 +3603,6 @@ files = [
 [package.dependencies]
 pyyaml = "*"
 
-[[package]]
-name = "ratelimiter"
-version = "1.2.0.post0"
-description = "Simple python rate limiting object"
-optional = false
-python-versions = "*"
-files = [
-    {file = "ratelimiter-1.2.0.post0-py3-none-any.whl", hash = "sha256:a52be07bc0bb0b3674b4b304550f10c769bbb00fead3072e035904474259809f"},
-    {file = "ratelimiter-1.2.0.post0.tar.gz", hash = "sha256:5c395dcabdbbde2e5178ef3f89b568a3066454a6ddc223b76473dac22f89b4f7"},
-]
-
-[package.extras]
-test = ["pytest (>=3.0)", "pytest-asyncio"]
-
 [[package]]
 name = "regex"
 version = "2023.12.25"
@@ -4329,21 +3744,6 @@ requests = ">=2.0.0"
 [package.extras]
 rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
 
-[[package]]
-name = "retry"
-version = "0.9.2"
-description = "Easy to use retry decorator."
-optional = false
-python-versions = "*"
-files = [
-    {file = "retry-0.9.2-py2.py3-none-any.whl", hash = "sha256:ccddf89761fa2c726ab29391837d4327f819ea14d244c232a1d24c67a2f98606"},
-    {file = "retry-0.9.2.tar.gz", hash = "sha256:f8bfa8b99b69c4506d6f5bd3b0aabf77f98cdb17f3c9fc3f5ca820033336fba4"},
-]
-
-[package.dependencies]
-decorator = ">=3.4.2"
-py = ">=1.4.26,<2.0.0"
-
 [[package]]
 name = "rich"
 version = "13.7.1"
@@ -4390,35 +3790,6 @@ files = [
 [package.dependencies]
 contextlib2 = ">=0.5.5"
 
-[[package]]
-name = "selenium"
-version = "4.20.0"
-description = ""
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "selenium-4.20.0-py3-none-any.whl", hash = "sha256:b1d0c33b38ca27d0499183e48e1dd09ff26973481f5d3ef2983073813ae6588d"},
-    {file = "selenium-4.20.0.tar.gz", hash = "sha256:0bd564ee166980d419a8aaf4ac00289bc152afcf2eadca5efe8c8e36711853fd"},
-]
-
-[package.dependencies]
-certifi = ">=2021.10.8"
-trio = ">=0.17,<1.0"
-trio-websocket = ">=0.9,<1.0"
-typing_extensions = ">=4.9.0"
-urllib3 = {version = ">=1.26,<3", extras = ["socks"]}
-
-[[package]]
-name = "semver"
-version = "3.0.2"
-description = "Python helper for Semantic Versioning (https://semver.org)"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "semver-3.0.2-py3-none-any.whl", hash = "sha256:b1ea4686fe70b981f85359eda33199d60c53964284e0cfb4977d243e37cf4bf4"},
-    {file = "semver-3.0.2.tar.gz", hash = "sha256:6253adb39c70f6e51afed2fa7152bcd414c411286088fb4b9effb133885ab4cc"},
-]
-
 [[package]]
 name = "setuptools"
 version = "69.5.1"
@@ -4503,17 +3874,6 @@ files = [
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
 ]
 
-[[package]]
-name = "smmap"
-version = "5.0.1"
-description = "A pure Python implementation of a sliding window memory map manager"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "smmap-5.0.1-py3-none-any.whl", hash = "sha256:e6d8668fa5f93e706934a62d7b4db19c8d9eb8cf2adbb75ef1b675aa332b69da"},
-    {file = "smmap-5.0.1.tar.gz", hash = "sha256:dceeb6c0028fdb6734471eb07c0cd2aae706ccaecab45965ee83f11c8d3b1f62"},
-]
-
 [[package]]
 name = "sniffio"
 version = "1.3.1"
@@ -4525,17 +3885,6 @@ files = [
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
 ]
 
-[[package]]
-name = "sortedcontainers"
-version = "2.4.0"
-description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
-optional = false
-python-versions = "*"
-files = [
-    {file = "sortedcontainers-2.4.0-py2.py3-none-any.whl", hash = "sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0"},
-    {file = "sortedcontainers-2.4.0.tar.gz", hash = "sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88"},
-]
-
 [[package]]
 name = "soupsieve"
 version = "2.5"
@@ -4879,13 +4228,13 @@ files = [
 
 [[package]]
 name = "tqdm"
-version = "4.66.2"
+version = "4.66.4"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tqdm-4.66.2-py3-none-any.whl", hash = "sha256:1ee4f8a893eb9bef51c6e35730cebf234d5d0b6bd112b0271e10ed7c24a02bd9"},
-    {file = "tqdm-4.66.2.tar.gz", hash = "sha256:6cd52cdf0fef0e0f543299cfc96fec90d7b8a7e88745f411ec33eb44d5ed3531"},
+    {file = "tqdm-4.66.4-py3-none-any.whl", hash = "sha256:b75ca56b413b030bc3f00af51fd2c1a1a5eac6a0c1cca83cbb37a5c52abce644"},
+    {file = "tqdm-4.66.4.tar.gz", hash = "sha256:e4d936c9de8727928f3be6079590e97d9abfe8d39a590be678eb5919ffc186bb"},
 ]
 
 [package.dependencies]
@@ -4897,42 +4246,6 @@ notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
-[[package]]
-name = "trio"
-version = "0.25.0"
-description = "A friendly Python library for async concurrency and I/O"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "trio-0.25.0-py3-none-any.whl", hash = "sha256:e6458efe29cc543e557a91e614e2b51710eba2961669329ce9c862d50c6e8e81"},
-    {file = "trio-0.25.0.tar.gz", hash = "sha256:9b41f5993ad2c0e5f62d0acca320ec657fdb6b2a2c22b8c7aed6caf154475c4e"},
-]
-
-[package.dependencies]
-attrs = ">=23.2.0"
-cffi = {version = ">=1.14", markers = "os_name == \"nt\" and implementation_name != \"pypy\""}
-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
-idna = "*"
-outcome = "*"
-sniffio = ">=1.3.0"
-sortedcontainers = "*"
-
-[[package]]
-name = "trio-websocket"
-version = "0.11.1"
-description = "WebSocket library for Trio"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "trio-websocket-0.11.1.tar.gz", hash = "sha256:18c11793647703c158b1f6e62de638acada927344d534e3c7628eedcb746839f"},
-    {file = "trio_websocket-0.11.1-py3-none-any.whl", hash = "sha256:520d046b0d030cf970b8b2b2e00c4c2245b3807853ecd44214acd33d74581638"},
-]
-
-[package.dependencies]
-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
-trio = ">=0.11"
-wsproto = ">=0.14"
-
 [[package]]
 name = "typer"
 version = "0.9.4"
@@ -4991,9 +4304,6 @@ files = [
     {file = "urllib3-1.26.18.tar.gz", hash = "sha256:f8ecc1bba5667413457c529ab955bf8c67b45db799d159066261719e328580a0"},
 ]
 
-[package.dependencies]
-PySocks = {version = ">=1.5.6,<1.5.7 || >1.5.7,<2.0", optional = true, markers = "extra == \"socks\""}
-
 [package.extras]
 brotli = ["brotli (==1.0.9)", "brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
 secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
@@ -5423,20 +4733,6 @@ files = [
     {file = "wrapt-1.16.0.tar.gz", hash = "sha256:5f370f952971e7d17c7d1ead40e49f32345a7f7a5373571ef44d800d06b1899d"},
 ]
 
-[[package]]
-name = "wsproto"
-version = "1.2.0"
-description = "WebSockets state-machine based protocol implementation"
-optional = false
-python-versions = ">=3.7.0"
-files = [
-    {file = "wsproto-1.2.0-py3-none-any.whl", hash = "sha256:b9acddd652b585d75b20477888c56642fdade28bdfd3579aa24a4d2c037dd736"},
-    {file = "wsproto-1.2.0.tar.gz", hash = "sha256:ad565f26ecb92588a3e43bc3d96164de84cd9902482b130d0ddbaa9664a85065"},
-]
-
-[package.dependencies]
-h11 = ">=0.9.0,<1"
-
 [[package]]
 name = "yarl"
 version = "1.9.4"
@@ -5540,41 +4836,6 @@ files = [
 idna = ">=2.0"
 multidict = ">=4.0"
 
-[[package]]
-name = "youtube-transcript-api"
-version = "0.6.2"
-description = "This is an python API which allows you to get the transcripts/subtitles for a given YouTube video. It also works for automatically generated subtitles, supports translating subtitles and it does not require a headless browser, like other selenium based solutions do!"
-optional = false
-python-versions = "*"
-files = [
-    {file = "youtube_transcript_api-0.6.2-py3-none-any.whl", hash = "sha256:019dbf265c6a68a0591c513fff25ed5a116ce6525832aefdfb34d4df5567121c"},
-    {file = "youtube_transcript_api-0.6.2.tar.gz", hash = "sha256:cad223d7620633cec44f657646bffc8bbc5598bd8e70b1ad2fa8277dec305eb7"},
-]
-
-[package.dependencies]
-requests = "*"
-
-[[package]]
-name = "yt-dlp"
-version = "2023.12.30"
-description = "A youtube-dl fork with additional features and patches"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "yt-dlp-2023.12.30.tar.gz", hash = "sha256:a11862e57721b0a0f0883dfeb5a4d79ba213a2d4c45e1880e9fd70f8e6570c38"},
-    {file = "yt_dlp-2023.12.30-py2.py3-none-any.whl", hash = "sha256:c00d9a71d64472ad441bcaa1ec0c3797d6e60c9f934f270096a96fe51657e7b3"},
-]
-
-[package.dependencies]
-brotli = {version = "*", markers = "implementation_name == \"cpython\""}
-brotlicffi = {version = "*", markers = "implementation_name != \"cpython\""}
-certifi = "*"
-mutagen = "*"
-pycryptodomex = "*"
-requests = ">=2.31.0,<3"
-urllib3 = ">=1.26.17,<3"
-websockets = ">=12.0"
-
 [[package]]
 name = "zipp"
 version = "3.18.1"
@@ -5596,4 +4857,4 @@ tools = ["crewai-tools"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<=3.13"
-content-hash = "b155f2daa802d0540dd131a70acd2f14a6bda41e5f576f3c03b450f3c3af8bd5"
+content-hash = "56b877023daab20c1ca5bba9346e70fc921353e0e5e61563c333937648eff195"
diff --git a/pyproject.toml b/pyproject.toml
index f4527f09c..fd1ccc582 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "crewai"
-version = "0.30.0rc3"
+version = "0.30.0rc4"
 description = "Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
 authors = ["Joao Moura <joao@crewai.com>"]
 readme = "README.md"
@@ -23,7 +23,7 @@ opentelemetry-sdk = "^1.22.0"
 opentelemetry-exporter-otlp-proto-http = "^1.22.0"
 instructor = "^0.5.2"
 regex = "^2023.12.25"
-crewai-tools = { version = "^0.2.2", optional = true }
+crewai-tools = { version = "^0.2.3", optional = true }
 click = "^8.1.7"
 python-dotenv = "^1.0.0"
 embedchain = "^0.1.98"
@@ -44,7 +44,7 @@ mkdocs-material = {extras = ["imaging"], version = "^9.5.7"}
 mkdocs-material-extensions = "^1.3.1"
 pillow = "^10.2.0"
 cairosvg = "^2.7.1"
-crewai-tools = "^0.2.2"
+crewai-tools = "^0.2.3"
 
 [tool.isort]
 profile = "black"

From 552dda46f8df3202ab2238016421bc22aeccb519 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jo=C3=A3o=20Moura?= <joaomdmoura@gmail.com>
Date: Thu, 2 May 2024 23:39:56 -0300
Subject: [PATCH 06/16] updating manager llm pydantic error

---
 src/crewai/crew.py | 4 ++--
 tests/crew_test.py | 3 ---
 2 files changed, 2 insertions(+), 5 deletions(-)

diff --git a/src/crewai/crew.py b/src/crewai/crew.py
index d36d80733..05ba8f30e 100644
--- a/src/crewai/crew.py
+++ b/src/crewai/crew.py
@@ -175,8 +175,8 @@ class Crew(BaseModel):
             not self.manager_llm and not self.manager_agent
         ):
             raise PydanticCustomError(
-                "missing_manager_llm",
-                "Attribute `manager_llm` is required when using hierarchical process.",
+                "missing_manager_llm_or_manager_agent",
+                "Attribute `manager_llm` or `manager_agent` is required when using hierarchical process.",
                 {},
             )
         return self
diff --git a/tests/crew_test.py b/tests/crew_test.py
index f120612ec..8e439596e 100644
--- a/tests/crew_test.py
+++ b/tests/crew_test.py
@@ -918,8 +918,6 @@ def test_crew_log_file_output(tmp_path):
 def test_manager_agent():
     from unittest.mock import patch
 
-    from langchain_openai import ChatOpenAI
-
     task = Task(
         description="Come up with a list of 5 interesting ideas to explore for an article, then write one amazing paragraph highlight for each idea that showcases how good an article about this topic could be. Return the list of ideas with their paragraph and your notes.",
         expected_output="5 bullet points with a paragraph for each idea.",
@@ -930,7 +928,6 @@ def test_manager_agent():
         goal="Manage the crew and ensure the tasks are completed efficiently.",
         backstory="You're an experienced manager, skilled in overseeing complex projects and guiding teams to success. Your role is to coordinate the efforts of the crew members, ensuring that each task is completed on time and to the highest standard.",
         allow_delegation=False,
-        llm=ChatOpenAI(temperature=0, model="gpt-4"),
     )
 
     crew = Crew(

From 2edc88e0a1c210b87a5fa176cfac74d0b874e704 Mon Sep 17 00:00:00 2001
From: tarekadam <tarekadam@users.noreply.github.com>
Date: Thu, 2 May 2024 21:25:03 -0600
Subject: [PATCH 07/16] Update LLM-Connections.md (#553)

fixes command to lower case
---
 docs/how-to/LLM-Connections.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/how-to/LLM-Connections.md b/docs/how-to/LLM-Connections.md
index 516388efc..95850294f 100644
--- a/docs/how-to/LLM-Connections.md
+++ b/docs/how-to/LLM-Connections.md
@@ -54,7 +54,7 @@ OPENAI_API_KEY=''
 
 ## Ollama Integration (ex. for using Llama 2 locally)
 1. [Download Ollama](https://ollama.com/download).   
-2. After setting up the Ollama, Pull the Llama2 by typing following lines into the terminal ```ollama pull Llama2```.   
+2. After setting up the Ollama, Pull the Llama2 by typing following lines into the terminal ```ollama pull llama2```.   
 3. Create a ModelFile similar the one below in your project directory.
 ```
 FROM llama2

From b264ebabc0abf741eb6e93bd151ea3153b0852ed Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jo=C3=A3o=20Moura?= <joaomdmoura@gmail.com>
Date: Fri, 3 May 2024 00:49:25 -0300
Subject: [PATCH 08/16] adding meomization to crewai project annotations

---
 src/crewai/project/annotations.py | 14 +++++++++++++
 tests/project_test.py             | 35 +++++++++++++++++++++++++++++++
 2 files changed, 49 insertions(+)
 create mode 100644 tests/project_test.py

diff --git a/src/crewai/project/annotations.py b/src/crewai/project/annotations.py
index 3327296a4..e402b8cfe 100644
--- a/src/crewai/project/annotations.py
+++ b/src/crewai/project/annotations.py
@@ -1,14 +1,28 @@
 tasks_order = []
 
 
+def memoize(func):
+    cache = {}
+
+    def memoized_func(*args, **kwargs):
+        key = (args, tuple(kwargs.items()))
+        if key not in cache:
+            cache[key] = func(*args, **kwargs)
+        return cache[key]
+
+    return memoized_func
+
+
 def task(func):
     func.is_task = True
     tasks_order.append(func.__name__)
+    func = memoize(func)
     return func
 
 
 def agent(func):
     func.is_agent = True
+    func = memoize(func)
     return func
 
 
diff --git a/tests/project_test.py b/tests/project_test.py
new file mode 100644
index 000000000..d487bdb33
--- /dev/null
+++ b/tests/project_test.py
@@ -0,0 +1,35 @@
+from crewai.agent import Agent
+from crewai.project import agent, task
+from crewai.task import Task
+
+
+class SimpleCrew:
+    @agent
+    def simple_agent(self):
+        return Agent(
+            role="Simple Agent", goal="Simple Goal", backstory="Simple Backstory"
+        )
+
+    @task
+    def simple_task(self):
+        return Task(description="Simple Description", expected_output="Simple Output")
+
+
+def test_agent_memoization():
+    crew = SimpleCrew()
+    first_call_result = crew.simple_agent()
+    second_call_result = crew.simple_agent()
+
+    assert (
+        first_call_result is second_call_result
+    ), "Agent memoization is not working as expected"
+
+
+def test_task_memoization():
+    crew = SimpleCrew()
+    first_call_result = crew.simple_task()
+    second_call_result = crew.simple_task()
+
+    assert (
+        first_call_result is second_call_result
+    ), "Task memoization is not working as expected"

From 30438410d60037dd1f3d4324be0d7a12c9a56051 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jo=C3=A3o=20Moura?= <joaomdmoura@gmail.com>
Date: Fri, 3 May 2024 00:55:32 -0300
Subject: [PATCH 09/16] cutting new RC

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index fd1ccc582..56e695049 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "crewai"
-version = "0.30.0rc4"
+version = "0.30.0rc5"
 description = "Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
 authors = ["Joao Moura <joao@crewai.com>"]
 readme = "README.md"

From d341cb3d5c30bd4dca5c7c9390846303e92fc8ba Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jo=C3=A3o=20Moura?= <joaomdmoura@gmail.com>
Date: Sun, 5 May 2024 00:51:18 -0300
Subject: [PATCH 10/16] Fixing manager_agent_support

---
 src/crewai/crew.py                      |   36 +-
 tests/cassettes/test_manager_agent.yaml | 2823 -----------------------
 tests/crew_test.py                      |   50 +
 3 files changed, 73 insertions(+), 2836 deletions(-)
 delete mode 100644 tests/cassettes/test_manager_agent.yaml

diff --git a/src/crewai/crew.py b/src/crewai/crew.py
index 05ba8f30e..51280165d 100644
--- a/src/crewai/crew.py
+++ b/src/crewai/crew.py
@@ -171,14 +171,23 @@ class Crew(BaseModel):
     @model_validator(mode="after")
     def check_manager_llm(self):
         """Validates that the language model is set when using hierarchical process."""
-        if self.process == Process.hierarchical and (
-            not self.manager_llm and not self.manager_agent
-        ):
-            raise PydanticCustomError(
-                "missing_manager_llm_or_manager_agent",
-                "Attribute `manager_llm` or `manager_agent` is required when using hierarchical process.",
-                {},
-            )
+        if self.process == Process.hierarchical:
+            if not self.manager_llm and not self.manager_agent:
+                raise PydanticCustomError(
+                    "missing_manager_llm_or_manager_agent",
+                    "Attribute `manager_llm` or `manager_agent` is required when using hierarchical process.",
+                    {},
+                )
+
+            if (self.manager_agent is not None) and (
+                self.agents.count(self.manager_agent) > 0
+            ):
+                raise PydanticCustomError(
+                    "manager_agent_in_agents",
+                    "Manager agent should not be included in agents list.",
+                    {},
+                )
+
         return self
 
     @model_validator(mode="after")
@@ -310,12 +319,13 @@ class Crew(BaseModel):
         """Creates and assigns a manager agent to make sure the crew completes the tasks."""
 
         i18n = I18N(prompt_file=self.prompt_file)
-        try:
-            self.manager_agent.allow_delegation = (
-                True  # Forcing Allow delegation to the manager
-            )
+        if self.manager_agent is not None:
+            self.manager_agent.allow_delegation = True
             manager = self.manager_agent
-        except:
+            if len(manager.tools) > 0:
+                raise Exception("Manager agent should not have tools")
+            manager.tools = (AgentTools(agents=self.agents).tools(),)
+        else:
             manager = Agent(
                 role=i18n.retrieve("hierarchical_manager_agent", "role"),
                 goal=i18n.retrieve("hierarchical_manager_agent", "goal"),
diff --git a/tests/cassettes/test_manager_agent.yaml b/tests/cassettes/test_manager_agent.yaml
deleted file mode 100644
index 74c93cefd..000000000
--- a/tests/cassettes/test_manager_agent.yaml
+++ /dev/null
@@ -1,2823 +0,0 @@
-interactions:
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diff --git a/tests/crew_test.py b/tests/crew_test.py
index 8e439596e..5d73832bd 100644
--- a/tests/crew_test.py
+++ b/tests/crew_test.py
@@ -941,3 +941,53 @@ def test_manager_agent():
         crew.kickoff()
         assert manager.allow_delegation == True
         execute.assert_called()
+
+
+def test_manager_agent_in_agents_raises_exception():
+    pass
+
+    task = Task(
+        description="Come up with a list of 5 interesting ideas to explore for an article, then write one amazing paragraph highlight for each idea that showcases how good an article about this topic could be. Return the list of ideas with their paragraph and your notes.",
+        expected_output="5 bullet points with a paragraph for each idea.",
+    )
+
+    manager = Agent(
+        role="Manager",
+        goal="Manage the crew and ensure the tasks are completed efficiently.",
+        backstory="You're an experienced manager, skilled in overseeing complex projects and guiding teams to success. Your role is to coordinate the efforts of the crew members, ensuring that each task is completed on time and to the highest standard.",
+        allow_delegation=False,
+    )
+
+    with pytest.raises(pydantic_core._pydantic_core.ValidationError):
+        crew = Crew(
+            agents=[researcher, writer, manager],
+            process=Process.hierarchical,
+            manager_agent=manager,
+            tasks=[task],
+        )
+
+
+def test_manager_agent_with_tools_raises_exception():
+    pass
+
+    task = Task(
+        description="Come up with a list of 5 interesting ideas to explore for an article, then write one amazing paragraph highlight for each idea that showcases how good an article about this topic could be. Return the list of ideas with their paragraph and your notes.",
+        expected_output="5 bullet points with a paragraph for each idea.",
+    )
+
+    manager = Agent(
+        role="Manager",
+        goal="Manage the crew and ensure the tasks are completed efficiently.",
+        backstory="You're an experienced manager, skilled in overseeing complex projects and guiding teams to success. Your role is to coordinate the efforts of the crew members, ensuring that each task is completed on time and to the highest standard.",
+        allow_delegation=False,
+    )
+
+    crew = Crew(
+        agents=[researcher, writer],
+        process=Process.hierarchical,
+        manager_agent=manager,
+        tasks=[task],
+    )
+
+    with pytest.raises(Exception):
+        crew.kickoff()

From 73647f1669ed683ee46c0bcc4d76c4dcd4b90e2c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jo=C3=A3o=20Moura?= <joaomdmoura@gmail.com>
Date: Sun, 5 May 2024 02:14:49 -0300
Subject: [PATCH 11/16] TYPO

---
 src/crewai/crew.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/crewai/crew.py b/src/crewai/crew.py
index 51280165d..d9a0a64a7 100644
--- a/src/crewai/crew.py
+++ b/src/crewai/crew.py
@@ -324,7 +324,7 @@ class Crew(BaseModel):
             manager = self.manager_agent
             if len(manager.tools) > 0:
                 raise Exception("Manager agent should not have tools")
-            manager.tools = (AgentTools(agents=self.agents).tools(),)
+            manager.tools = AgentTools(agents=self.agents).tools()
         else:
             manager = Agent(
                 role=i18n.retrieve("hierarchical_manager_agent", "role"),

From d7b021061b144654b74051dab85de9d68c2f8be8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jo=C3=A3o=20Moura?= <joaomdmoura@gmail.com>
Date: Sun, 5 May 2024 02:52:43 -0300
Subject: [PATCH 12/16] updating .gitignore

---
 .gitignore | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index 792ab632d..9802e3646 100644
--- a/.gitignore
+++ b/.gitignore
@@ -10,4 +10,5 @@ docs_crew/
 chroma.sqlite3
 old_en.json
 db/
-test.py
\ No newline at end of file
+test.py
+rc-tests/*
\ No newline at end of file

From 2bd30af72bd562fdef53a8a896c64f1087294a8f Mon Sep 17 00:00:00 2001
From: Jackie Qi <superqichi@gmail.com>
Date: Sat, 4 May 2024 22:53:20 -0700
Subject: [PATCH 13/16] Fix .md doc file 404 error on github (#564)

* fix md file link not working on github

* miss one changed file
---
 docs/index.md | 30 +++++++++++++++---------------
 1 file changed, 15 insertions(+), 15 deletions(-)

diff --git a/docs/index.md b/docs/index.md
index 883e45da0..192393663 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -9,32 +9,32 @@ Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By
         <h2>Core Concepts</h2>
         <ul>
             <li>
-                <a href="./core-concepts/Agents">
+                <a href="./core-concepts/Agents.md">
                     Agents
                 </a>
             </li>
             <li>
-                <a href="./core-concepts/Tasks">
+                <a href="./core-concepts/Tasks.md">
                     Tasks
                 </a>
             </li>
             <li>
-                <a href="./core-concepts/Tools">
+                <a href="./core-concepts/Tools.md">
                     Tools
                 </a>
             </li>
             <li>
-                <a href="./core-concepts/Processes">
+                <a href="./core-concepts/Processes.md">
                     Processes
                 </a>
             </li>
             <li>
-                <a href="./core-concepts/Crews">
+                <a href="./core-concepts/Crews.md">
                     Crews
                 </a>
             </li>
             <li>
-                <a href="./core-concepts/Memory">
+                <a href="./core-concepts/Memory.md">
                     Memory
                 </a>
             </li>
@@ -44,47 +44,47 @@ Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By
         <h2>How-To Guides</h2>
         <ul>
             <li>
-                <a href="./how-to/Installing-CrewAI">
+                <a href="./how-to/Installing-CrewAI.md">
                     Installing crewAI
                 </a>
             </li>
             <li>
-                <a href="./how-to/Creating-a-Crew-and-kick-it-off">
+                <a href="./how-to/Creating-a-Crew-and-kick-it-off.md">
                     Getting Started
                 </a>
             </li>
             <li>
-                <a href="./how-to/Create-Custom-Tools">
+                <a href="./how-to/Create-Custom-Tools.md">
                     Create Custom Tools
                 </a>
             </li>
             <li>
-                <a href="./how-to/Sequential">
+                <a href="./how-to/Sequential.md">
                     Using Sequential Process
                 </a>
             </li>
             <li>
-                <a href="./how-to/Hierarchical">
+                <a href="./how-to/Hierarchical.md">
                     Using Hierarchical Process
                 </a>
             </li>
             <li>
-                <a href="./how-to/LLM-Connections">
+                <a href="./how-to/LLM-Connections.md">
                     Connecting to LLMs
                 </a>
             </li>
             <li>
-                <a href="./how-to/Customizing-Agents">
+                <a href="./how-to/Customizing-Agents.md">
                     Customizing Agents
                 </a>
             </li>
             <li>
-                <a href="./how-to/Human-Input-on-Execution">
+                <a href="./how-to/Human-Input-on-Execution.md">
                     Human Input on Execution
                 </a>
             </li>
             <li>
-                <a href="./how-to/AgentOps-Observability">
+                <a href="./how-to/AgentOps-Observability.md">
                     Agent Monitoring with AgentOps
                 </a>
             </li>

From be836816650547a8d5b2248bf446005c418a6f4c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jo=C3=A3o=20Moura?= <joaomdmoura@gmail.com>
Date: Sun, 5 May 2024 02:57:29 -0300
Subject: [PATCH 14/16] preparing new RC version

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 56e695049..d0c96a65b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "crewai"
-version = "0.30.0rc5"
+version = "0.30.0rc6"
 description = "Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
 authors = ["Joao Moura <joao@crewai.com>"]
 readme = "README.md"

From ff51a2da9b314bf65ebfd1d5e09386080bb723ea Mon Sep 17 00:00:00 2001
From: Alex Fazio <34505954+alexfazio@users.noreply.github.com>
Date: Sun, 5 May 2024 08:55:13 +0200
Subject: [PATCH 15/16] corrected imprecision in the instantiation (#555)

---
 docs/tools/CodeDocsSearchTool.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/tools/CodeDocsSearchTool.md b/docs/tools/CodeDocsSearchTool.md
index 42d8eecf5..07781457a 100644
--- a/docs/tools/CodeDocsSearchTool.md
+++ b/docs/tools/CodeDocsSearchTool.md
@@ -41,7 +41,7 @@ Note: Substitute 'https://docs.example.com/reference' with your target documenta
 By default, the tool uses OpenAI for both embeddings and summarization. To customize the model, you can use a config dictionary as follows:
 
 ```python
-tool = YoutubeVideoSearchTool(
+tool = CodeDocsSearchTool(
     config=dict(
         llm=dict(
             provider="ollama", # or google, openai, anthropic, llama2, ...

From 809b4b227c2837cad06630cff0df180aea6d2d7a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jo=C3=A3o=20Moura?= <joaomdmoura@gmail.com>
Date: Sun, 5 May 2024 10:35:46 -0300
Subject: [PATCH 16/16] Revert "Fix .md doc file 404 error on github (#564)"
 (#567)

This reverts commit 2bd30af72bd562fdef53a8a896c64f1087294a8f.
---
 docs/index.md | 30 +++++++++++++++---------------
 1 file changed, 15 insertions(+), 15 deletions(-)

diff --git a/docs/index.md b/docs/index.md
index 192393663..883e45da0 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -9,32 +9,32 @@ Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By
         <h2>Core Concepts</h2>
         <ul>
             <li>
-                <a href="./core-concepts/Agents.md">
+                <a href="./core-concepts/Agents">
                     Agents
                 </a>
             </li>
             <li>
-                <a href="./core-concepts/Tasks.md">
+                <a href="./core-concepts/Tasks">
                     Tasks
                 </a>
             </li>
             <li>
-                <a href="./core-concepts/Tools.md">
+                <a href="./core-concepts/Tools">
                     Tools
                 </a>
             </li>
             <li>
-                <a href="./core-concepts/Processes.md">
+                <a href="./core-concepts/Processes">
                     Processes
                 </a>
             </li>
             <li>
-                <a href="./core-concepts/Crews.md">
+                <a href="./core-concepts/Crews">
                     Crews
                 </a>
             </li>
             <li>
-                <a href="./core-concepts/Memory.md">
+                <a href="./core-concepts/Memory">
                     Memory
                 </a>
             </li>
@@ -44,47 +44,47 @@ Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By
         <h2>How-To Guides</h2>
         <ul>
             <li>
-                <a href="./how-to/Installing-CrewAI.md">
+                <a href="./how-to/Installing-CrewAI">
                     Installing crewAI
                 </a>
             </li>
             <li>
-                <a href="./how-to/Creating-a-Crew-and-kick-it-off.md">
+                <a href="./how-to/Creating-a-Crew-and-kick-it-off">
                     Getting Started
                 </a>
             </li>
             <li>
-                <a href="./how-to/Create-Custom-Tools.md">
+                <a href="./how-to/Create-Custom-Tools">
                     Create Custom Tools
                 </a>
             </li>
             <li>
-                <a href="./how-to/Sequential.md">
+                <a href="./how-to/Sequential">
                     Using Sequential Process
                 </a>
             </li>
             <li>
-                <a href="./how-to/Hierarchical.md">
+                <a href="./how-to/Hierarchical">
                     Using Hierarchical Process
                 </a>
             </li>
             <li>
-                <a href="./how-to/LLM-Connections.md">
+                <a href="./how-to/LLM-Connections">
                     Connecting to LLMs
                 </a>
             </li>
             <li>
-                <a href="./how-to/Customizing-Agents.md">
+                <a href="./how-to/Customizing-Agents">
                     Customizing Agents
                 </a>
             </li>
             <li>
-                <a href="./how-to/Human-Input-on-Execution.md">
+                <a href="./how-to/Human-Input-on-Execution">
                     Human Input on Execution
                 </a>
             </li>
             <li>
-                <a href="./how-to/AgentOps-Observability.md">
+                <a href="./how-to/AgentOps-Observability">
                     Agent Monitoring with AgentOps
                 </a>
             </li>