diff --git a/.coveragerc b/.coveragerc
deleted file mode 100644
index 4602a609f..000000000
--- a/.coveragerc
+++ /dev/null
@@ -1,15 +0,0 @@
-# .coveragerc to control coverage.py
-[run]
-concurrency=thread,greenlet
-
-[report]
-# Regexes for lines to exclude from consideration
-exclude_lines =
-    # Have to re-enable the standard pragma
-    pragma: no cover
-
-    # Don't complain if tests don't cover raising errors:
-    raise .*
-
-    # Don't complain if tests don't cover error handling:
-    except .*
diff --git a/.dockerignore b/.dockerignore
index a0f41b0cd..7f6151613 100644
--- a/.dockerignore
+++ b/.dockerignore
@@ -1,7 +1,6 @@
 *.DS_Store*
 *.egg-info/
 dist/
-venv/
 build/
 docs/source/apiref
 docs/source/_misc
@@ -22,9 +21,9 @@ GlobalUserTableAccessor*
 memory_debugging*
 opening_database*
 _globals.py
-venv*
 .vscode
 .coverage
+.coverage.*
 .pytest_cache
 htmlcov
 tutorials/context_storages/dbs
diff --git a/.github/process_github_events.py b/.github/process_github_events.py
index 92edc2081..d288e8939 100644
--- a/.github/process_github_events.py
+++ b/.github/process_github_events.py
@@ -46,6 +46,7 @@ def post_comment_on_pr(comment: str, pr_number: int):
 Here's a release checklist:
 
 - [ ] Update package version
+- [ ] Update `poetry.lock`
 - [ ] Change PR merge option
 - [ ] Test modules without automated testing:
   - [ ] Requiring telegram `api_id` and `api_hash`
diff --git a/.github/workflows/build_and_publish_docs.yml b/.github/workflows/build_and_publish_docs.yml
index 8a2cbdd56..73a885bfd 100644
--- a/.github/workflows/build_and_publish_docs.yml
+++ b/.github/workflows/build_and_publish_docs.yml
@@ -27,17 +27,14 @@ jobs:
         with:
           python-version: 3.9
 
-      - name: Build images
-        run: |
-            make docker_up
-
       - uses: r-lib/actions/setup-pandoc@v2
         with:
           pandoc-version: '3.1.6'
 
-      - name: install dependencies
+      - name: setup poetry and install dependencies
         run: |
-            make venv
+          python -m pip install --upgrade pip poetry
+          python -m poetry install --with tutorials,docs --all-extras --no-ansi --no-interaction
 
       - name: build documentation
         env:
@@ -46,7 +43,7 @@ jobs:
           TG_API_HASH: ${{ secrets.TG_API_HASH }}
           TG_BOT_USERNAME: ${{ secrets.TG_BOT_USERNAME }}
         run: |
-            make doc
+          python -m poetry run poe docs
 
       - name: remove jekyll theming
         run: touch docs/build/.nojekyll
diff --git a/.github/workflows/build_and_upload_release.yml b/.github/workflows/build_and_upload_release.yml
index 76dcc35d9..26dd481a3 100644
--- a/.github/workflows/build_and_upload_release.yml
+++ b/.github/workflows/build_and_upload_release.yml
@@ -1,9 +1,13 @@
 name: build_and_upload_release
 
 on:
-  push:
-    tags:
-      - '*'
+  release:
+    types:
+      - published
+  pull_request:
+    branches:
+      - dev
+      - master
 
 jobs:
   build:
@@ -16,22 +20,24 @@ jobs:
       - name: set up python
         uses: actions/setup-python@v4
 
-      - name: install latest pip, setuptools, twine + wheel
+      - name: setup poetry
         run: |
-          python -m pip install --upgrade pip setuptools twine wheel
+          python -m pip install --upgrade pip poetry
 
-      - name: build wheels
+      - name: build wheels and test uploading to pypi
+        if: startsWith(github.ref, 'refs/tags/v') != true
         run: |
-          python setup.py bdist_wheel
-          python setup.py sdist
+          python -m poetry --build publish --dry-run
 
-      - name: upload to pypi via twine
+      - name: build wheels and upload to pypi
+        if: startsWith(github.ref, 'refs/tags/v')
         env:
-          TWINE_PASSWORD: ${{ secrets.PYPI_TOKEN }}
+          POETRY_PYPI_TOKEN_PYPI: ${{ secrets.PYPI_TOKEN }}
         run: |
-          twine upload --verbose -u '__token__' dist/*
+          python -m poetry --build publish
 
       - name: upload binaries into release
+        if: startsWith(github.ref, 'refs/tags/v')
         uses: svenstaro/upload-release-action@v2
         with:
           repo_token: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.github/workflows/codestyle.yml b/.github/workflows/codestyle.yml
index d86cd4dae..504053d50 100644
--- a/.github/workflows/codestyle.yml
+++ b/.github/workflows/codestyle.yml
@@ -26,10 +26,11 @@ jobs:
         with:
           python-version: 3.9
 
-      - name: install dependencies
+      - name: setup poetry and install dependencies
         run: |
-            make venv
+          python -m pip install --upgrade pip poetry
+          python -m poetry install --with lint --no-ansi --no-interaction
 
       - name: run codestyle
         run: |
-            make lint
+          python -m poetry run poe lint
diff --git a/.github/workflows/test_coverage.yml b/.github/workflows/test_coverage.yml
index e4b0270b4..37da03f59 100644
--- a/.github/workflows/test_coverage.yml
+++ b/.github/workflows/test_coverage.yml
@@ -25,30 +25,15 @@ jobs:
     steps:
       - uses: actions/checkout@v4
 
-      - name: Build images
-        run: |
-          make docker_up
-
       - name: set up python 3.10
         uses: actions/setup-python@v4
         with:
           python-version: "3.10"
 
-      - name:  build & install package
-        run: |
-          python -m pip install build
-          python -m build
-          find . -name "*.whl" -exec python -m pip install {}[test_full] ';'
-
-      - name: clean environment
+      - name: setup poetry and install dependencies
         run: |
-          export backup_files=( tests tutorials utils .env_file makefile .coveragerc pytest.ini docs )
-          mkdir /tmp/backup
-          for i in "${backup_files[@]}" ; do mv "$i"  /tmp/backup ; done
-          rm -rf ..?* .[!.]* *
-          for i in "${backup_files[@]}" ; do mv  "/tmp/backup/$i"  .  ; done
-          rm -rf /tmp/backup
-          touch venv  # disable venv target
+          python -m pip install --upgrade pip poetry
+          python -m poetry install --with test,tutorials --all-extras --no-ansi --no-interaction
 
       - name: run tests
         env:
@@ -57,4 +42,4 @@ jobs:
           TG_API_HASH: ${{ secrets.TG_API_HASH }}
           TG_BOT_USERNAME: ${{ secrets.TG_BOT_USERNAME }}
         run: |
-          make test TEST_ALLOW_SKIP=telegram
+          python -m poetry run poe test_all
diff --git a/.github/workflows/test_full.yml b/.github/workflows/test_full.yml
index 60eccdf47..cf89801f9 100644
--- a/.github/workflows/test_full.yml
+++ b/.github/workflows/test_full.yml
@@ -27,11 +27,6 @@ jobs:
     steps:
       - uses: actions/checkout@v4
 
-      - name: Build images
-        if: matrix.os == 'ubuntu-latest'
-        run: |
-          make docker_up
-
       - name: set up python ${{ matrix.python-version }}
         uses: actions/setup-python@v4
         with:
@@ -39,9 +34,8 @@ jobs:
 
       - name: install dependencies
         run: |
-          python -m pip install --upgrade pip
-          python -m pip install -e .[test_full]
-        shell: bash
+          python -m pip install --upgrade pip poetry
+          python -m poetry install --with test,tutorials --all-extras --no-ansi --no-interaction
 
       - name: run pytest
         env:
@@ -50,22 +44,13 @@ jobs:
           TG_API_HASH: ${{ secrets.TG_API_HASH }}
           TG_BOT_USERNAME: ${{ secrets.TG_BOT_USERNAME }}
         run: |
-          if [ "$RUNNER_OS" == "Linux" ]; then
-              source <(cat .env_file | sed 's/=/=/' | sed 's/^/export /')
-              pytest --tb=long -vv --cache-clear --no-cov --allow-skip=telegram tests/
-          else
-              pytest -m "not docker" --tb=long -vv --cache-clear --no-cov --allow-skip=telegram,docker tests/
-          fi
-        shell: bash
+          python -m poetry run poe test_no_cov
+
   test_no_deps:
     runs-on: "ubuntu-latest"
     steps:
       - uses: actions/checkout@v4
 
-      - name: Build images
-        run: |
-          make docker_up
-
       - name: set up python 3.8
         uses: actions/setup-python@v4
         with:
@@ -73,9 +58,8 @@ jobs:
 
       - name: install dependencies
         run: |
-          python -m pip install --upgrade pip
-          python -m pip install -e .[tests]
-        shell: bash
+          python -m pip install --upgrade pip poetry
+          python -m poetry install --with test --no-ansi --no-interaction
 
       - name: run pytest
         env:
@@ -84,6 +68,4 @@ jobs:
           TG_API_HASH: ${{ secrets.TG_API_HASH }}
           TG_BOT_USERNAME: ${{ secrets.TG_BOT_USERNAME }}
         run: |
-          source <(cat .env_file | sed 's/=/=/' | sed 's/^/export /')
-          pytest --tb=long -vv --cache-clear --no-cov --allow-skip=all tests/
-        shell: bash
+          python -m poetry run poe test_no_deps
diff --git a/.gitignore b/.gitignore
index a0f41b0cd..7f6151613 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,7 +1,6 @@
 *.DS_Store*
 *.egg-info/
 dist/
-venv/
 build/
 docs/source/apiref
 docs/source/_misc
@@ -22,9 +21,9 @@ GlobalUserTableAccessor*
 memory_debugging*
 opening_database*
 _globals.py
-venv*
 .vscode
 .coverage
+.coverage.*
 .pytest_cache
 htmlcov
 tutorials/context_storages/dbs
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 4b556751b..9939a5dc8 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -20,37 +20,44 @@ We ask that you adhere to the following
 [commit message format](https://gist.github.com/joshbuchea/6f47e86d2510bce28f8e7f42ae84c716).
 
 ## Managing your workflow
-We use `make` as handy automation tool, which reads `makefile` to get specification for commands.
-`make` is a tool for command running automatization. Usage signature of the `make` is `make COMMAND`.
-If your environment supports `make` autocompletions you can use Tab to complete the `COMMAND`.
+We use `poetry` and `poethepoet` as handy automation tools, which reads `pyproject.toml` to get specification for commands.
+`poetry` is a tool for command running automatization. Usage signature of the `poetry` is `poetry run poe COMMAND`.
+If your environment does not support `poetry`, it can be installed as a regular python package with `pip install poetry`.
+`poethepoet` will be automatically installed upon installation of `devel` dependency group.
 
 ### Platforms
 
 We suggest using a linux-based platform for addon development.
 While the repository can be cloned to any platforms that can run `python`,
-the `make` and `docker` functionality will not be available for Windows out of the box.
+the `docker` functionality will not be available for Windows out of the box.
 
 ### Virtual Environment
 The most essential part is setting up the virtual environment.
-The following command create `venv` dir and installs all the dependencies, which are required for development.
-```bash
-make venv
-```
+`poetry` automatically creates and manages it upon any command execution.
+By default, it will try using current virtual environment if there is any in the current directory or it will create a new one.
+You can display information about the current environment using `poetry env info` command.
+You can also switch to system-wide python environment with `poetry env use system` command.
 
-If you need to update the dependencies, run
+The following command creates a virtual environment dir and installs all the dependencies, which are required for development.
 ```bash
-make clean && make venv
+poetry install --with lint,test,devel,tutorials,docs --all-extras
 ```
 
-Do not forget to activate the environment, if you aim to install any other dependencies.
+The environment will be activated automatically.
+
+If you want to delete all the virtual environments, run
 ```bash
-source venv/bin/activate
+poetry env remove --all
 ```
 
-### Pre-commit
-We also provide a simple pre-commit hook for `git` that prevents you from committing unformatted code. To use it, run
+### Updating Dependencies
+
+We use `poetry.lock` to ensure that all builds with the same lock file have the same 3rd-party library versions.
+This lets us know whether workflow fails due to our part or because a dependency update breaks something.
+
+In order to update versions specified in `poetry.lock`, run
 ```bash
-make pre_commit
+poetry update
 ```
 
 ### Documentation
@@ -59,13 +66,30 @@ to annotate your modules and objects. You can easily build the Sphinx documentat
 by activating the virtual environment and then running
 
 ```bash
-make doc
+poetry run poe docs
 ```
 
-After that `docs/build` dir will be created and you can open index file `docs/build/index.html` in your browser of choice.  
-WARNING! Because of the current patching solution, `make doc` modifies some of the source library code (`nbsphinx` and `autosummary`),
-so it is strongly advised to use it carefully and in virtual environment only.
-However, this behavior is likely to be changed in the future.
+After that `docs/build` dir will be created and you can open index file `docs/build/index.html` in your browser of choice.
+
+#### Documentation links
+
+In your tutorials, you can use special expanding directives in markdown cells.
+They can help shorten the comments and avoid boilerplate code.
+The documentation links generated by the directives are always relative
+to the local documentation and verified during build.
+
+- `%pip install {args}`
+    This directive generates dependency installation cell, adds a comment and sets up "quiet" flag.
+  
+    It should be used in tutorials, like this: `# %pip install dff[...]`.
+- `%doclink({args})`
+    This directive generates a documentation link. It supports 2 or three arguments and the generated link will look like: `ARG1/ARG2#ARG3`.
+    
+    The first argument can be either `api` for DFF codebase, `tutorial` for tutorials or `guide` for user guides.
+- `%mddoclink({args})`
+    This directive is a shortcut for `%doclink` that generates a markdown format link instead.
+    
+    The generated link will be either `[ARG2](%doclink(ARG1,ARG2))` or `[ARG3](%doclink(ARG1,ARG2,ARG3))`.
 
 #### Documentation links
 
@@ -93,28 +117,28 @@ It doesn't take previous formatting into account. See more about [black](https:/
 To format your code, run
 
 ```bash
-make format
+poetry run poe format
 ```
 
 ### Test
 We use `black`, `mypy`, `flake8` as code style checkers and `pytest` as unit-test runner.
 To run unit-tests only, use
 ```bash
-make test
+poetry run poe test_no_cov
 ```
 To execute all tests, including integration with DBs and APIs tests, run
 ```bash
-make test_all
+poetry run poe test_all
 ```
 for successful execution of this command `Docker` and `docker compose` are required.
 
 To make sure that the code satisfies only the style requirements, run
 ```bash
-make lint
+poetry run poe lint
 ```
 And if it doesn't, to automatically fix whatever is possible with `black`, run
 ```bash
-make format
+poetry run poe format
 ```
 
 Tests are configured via [`.env_file`](.env_file).
@@ -144,16 +168,12 @@ To launch both groups run
 ```bash
 docker compose --profile context_storage --profile stats up
 ```
-or
-```bash
-make docker_up
-```
 
-This will be done automatically when running `make test_all`.
+This will be done automatically when running `poetry run poe test_all`.
 
 ### Other provided features 
-You can get more info about `make` commands by `help`:
+You can get more info about `poetry` commands by `info`:
 
 ```bash
-make help
+poetry run poe info
 ```
diff --git a/MANIFEST.in b/MANIFEST.in
deleted file mode 100644
index 2bf8bfe27..000000000
--- a/MANIFEST.in
+++ /dev/null
@@ -1,14 +0,0 @@
-include CONTRIBUTING.md
-include LICENSE
-include README.md
-graft dff/config/superset_dashboard
-include dff/context_storages/protocols.json
-
-exclude makefile
-
-recursive-exclude tests *
-recursive-exclude tutorials *
-recursive-exclude * __pycache__
-recursive-exclude * *.py[co]
-
-recursive-exclude docs *.rst makefile
diff --git a/dff/__init__.py b/dff/__init__.py
index 2d606ee54..cdc329558 100644
--- a/dff/__init__.py
+++ b/dff/__init__.py
@@ -1,9 +1,9 @@
 # -*- coding: utf-8 -*-
+# flake8: noqa: F401
+from importlib.metadata import version
 
 
-__author__ = "Denis Kuznetsov"
-__email__ = "kuznetsov.den.p@gmail.com"
-__version__ = "0.6.4"
+__version__ = version(__name__)
 
 
 import nest_asyncio
diff --git a/dff/context_storages/sql.py b/dff/context_storages/sql.py
index 9bc5c7822..9018d5da7 100644
--- a/dff/context_storages/sql.py
+++ b/dff/context_storages/sql.py
@@ -93,7 +93,7 @@ def __init__(self, path: str, table_name: str = "contexts", custom_driver: bool
         DBContextStorage.__init__(self, path)
 
         self._check_availability(custom_driver)
-        self.engine = create_async_engine(self.full_path)
+        self.engine = create_async_engine(self.full_path, pool_pre_ping=True)
         self.dialect: str = self.engine.dialect.name
 
         id_column_args = {"primary_key": True}
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 489fd814f..4b6769059 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -1,6 +1,7 @@
 import os
 import sys
 import re
+import importlib.metadata
 
 # -- Path setup --------------------------------------------------------------
 
@@ -12,12 +13,12 @@
 
 # -- Project information -----------------------------------------------------
 
-project = "DFF"
+_distribution_metadata = importlib.metadata.metadata('dff')
+
+project = _distribution_metadata["Name"]
 copyright = "2023, DeepPavlov"
 author = "DeepPavlov"
-
-# The full version, including alpha/beta/rc tags
-release = "0.6.4"
+release = _distribution_metadata["Version"]
 
 
 # -- General configuration ---------------------------------------------------
diff --git a/docs/source/utils/generate_tutorials.py b/docs/source/utils/generate_tutorials.py
index 5e8e0e333..c35bb5749 100644
--- a/docs/source/utils/generate_tutorials.py
+++ b/docs/source/utils/generate_tutorials.py
@@ -30,9 +30,7 @@ def generate_nb_gallery(package: str, files: List[Path]) -> str:
 
 
 def create_index_file(
-    included: Union[Tuple[str, str], Tuple[str, str, List[Tuple[str, str]]]],
-    files: List[Path],
-    destination: Path
+    included: Union[Tuple[str, str], Tuple[str, str, List[Tuple[str, str]]]], files: List[Path], destination: Path
 ):
     """
     Create a package index file.
diff --git a/docs/source/utils/patching.py b/docs/source/utils/patching.py
deleted file mode 100644
index 9ab209aec..000000000
--- a/docs/source/utils/patching.py
+++ /dev/null
@@ -1,105 +0,0 @@
-from hashlib import sha256
-from logging import INFO, getLogger, StreamHandler
-from typing import Callable, Optional, Any
-from inspect import signature, getsourcefile, getsourcelines
-
-from sphinx.ext.autosummary import extract_summary
-from nbsphinx import depart_gallery_html
-import sphinx_autodoc_typehints
-
-logger = getLogger(__name__)
-logger.addHandler(StreamHandler())
-logger.setLevel(INFO)
-
-
-def patch_source_file(module: str, patch: str, patch_payload: Optional[str] = None) -> bool:
-    """
-    Patch library source file.
-    New code is appended to the library source code file, so use it in `venv` only!
-    Function can be called multiple times, it won't re-apply the same patches.
-
-    :param module: Module name (file name) to apply the patch to. Should be writable.
-    :type module: str
-    :param patch: Python source code to append (a.k.a. patch).
-    :type patch: str
-    :param patch_payload: Unique patch identifier string (used to prevent patch re-applying).
-        If not provided, `patch` string will be used for identification instead.
-    :type patch_payload: str, optional
-    :return: True if patch was applied, False if the file is already patched before.
-    :rtype: bool
-    """
-    patch_payload = patch if patch_payload is None else patch_payload
-    patch_comment = f"# Patched with: {sha256(patch_payload.encode('utf-8')).hexdigest()}"
-    patch = f"\n\n\n{patch_comment}\n{patch}\n"
-    with open(module, "r") as file:
-        if any(patch_comment in line for line in file.readlines()):
-            return False
-    with open(module, "a") as file:
-        file.write(patch)
-    return True
-
-
-def wrap_source_function(source: Callable, wrapper: Callable[[Callable], Any]):
-    """
-    Wrap library function.
-    Works just like `patch_source_file`.
-    Has some limitations on library and wrapper functions (should be customized for your particular case).
-    Let library function name be `[source]`, then:
-    1. Library file should NOT have functions called `[source]_wrapper` and `[source]_old`.
-       Otherwise, these functions will be overwritten and unavailable.
-    2. Wrapper function shouldn't have type hints that are not defined in the library file.
-       No imports are added along with patch function, and its definition and code is copied literally.
-    3. Wrapper function shouldn't have neither docstring nor multiline definition.
-       Its definition is considered to be (and is copied as) single line,
-       anything starting from the second line should be code.
-
-    :param source: Library function to wrap (exported from the module patch will be applied to).
-    :type source: callable
-    :param wrapper: Wrapper function, should accept `source`
-        function as single parameter and return whatever it returns.
-    :type wrapper: callable
-    """
-    src_file = getsourcefile(source)
-    src_name = getattr(source, "__name__")
-    logger.info(f"Wrapping function '{src_name}'...")
-    wrap_body = "".join(getsourcelines(wrapper)[0][1:])
-    wrap_sign = f"def {src_name}_wrapper{signature(wrapper)}"
-    patch = f"{src_name}_old = {src_name}\n{wrap_sign}:\n{wrap_body}\n{src_name} = {src_name}_wrapper({src_name}_old)"
-    if patch_source_file(src_file, patch, patch_payload=f"{signature(wrapper)}:\n{wrap_body}"):
-        logger.info("Function wrapped successfully!")
-    else:
-        logger.info("Function already wrapped, skipping.")
-
-
-# And here are our patches:
-
-
-def extract_summary_wrapper(func):
-    return lambda doc, document: func(doc, document).split("\n\n")[-1]
-
-
-def depart_gallery_html_wrapper(func):
-    def wrapper(self, node):
-        entries = node["entries"]
-        for i in range(len(entries)):
-            entries[i] = list(entries[i])
-            title_split = entries[i][0].split(": ")
-            entries[i][0] = entries[i][0] if len(title_split) == 1 else title_split[-1]
-        return func(self, node)
-
-    return wrapper
-
-
-if __name__ == "__main__":
-    wrap_source_function(extract_summary, extract_summary_wrapper)
-    wrap_source_function(depart_gallery_html, depart_gallery_html_wrapper)
-    patch_source_file(
-        getsourcefile(sphinx_autodoc_typehints),
-        """
-class LoggerDummy():
-    def warning(self, message, *args):
-        print(f"Warning suppressed: {message % args}")
-
-_LOGGER = LoggerDummy()
-""",
-    )
diff --git a/makefile b/makefile
deleted file mode 100644
index b7d8fea18..000000000
--- a/makefile
+++ /dev/null
@@ -1,119 +0,0 @@
-.ONESHELL:
-
-SHELL = /bin/bash
-
-PYTHON = python3
-VENV_PATH = venv
-VERSIONING_FILES = setup.py makefile docs/source/conf.py dff/__init__.py
-CURRENT_VERSION = 0.6.4
-TEST_COVERAGE_THRESHOLD=95
-TEST_ALLOW_SKIP=all  # for more info, see tests/conftest.py
-
-PATH := $(VENV_PATH)/bin:$(PATH)
-PWD := $(shell pwd)
-
-help:
-	@echo "Thanks for your interest in Dialog Flow Framework!"
-	@echo
-	@echo "make lint: Run linters"
-	@echo "make test: Run basic tests (not testing most integrations)"
-	@echo "make test_all: Run ALL tests (slow, closest to CI)"
-	@echo "make format: Run code formatters (destructive)"
-	@echo "make doc: Build Sphinx docs; activate your virtual environment before execution"
-	@echo "make pre_commit: Register a git hook to lint the code on each commit"
-	@echo "make version_major: increment version major in metadata files 8.8.1 -> 9.0.0"
-	@echo "make version_minor: increment version minor in metadata files 9.1.1 -> 9.2.0"
-	@echo "make version_patch: increment patch number in metadata files 9.9.1 -> 9.9.2"
-	@echo
-
-venv:
-	@echo "Start creating virtual environment"
-	$(PYTHON) -m venv $(VENV_PATH)
-	pip install --upgrade pip
-	pip install -e .[devel_full]
-
-format: venv
-	black --line-length=120 --exclude='venv|build|tutorials' .
-	black --line-length=80 tutorials
-.PHONY: format
-
-lint: venv
-	flake8 --max-line-length=120 --exclude venv,build,tutorials --per-file-ignores='**/__init__.py:F401' .
-	flake8 --max-line-length=100 --per-file-ignores='**/3_load_testing_with_locust.py:E402 **/4_streamlit_chat.py:E402'  tutorials
-	@set -e && black --line-length=120 --check --exclude='venv|build|tutorials' . && black --line-length=80 --check tutorials || ( \
-		echo "================================"; \
-		echo "Bad formatting? Run: make format"; \
-		echo "================================"; \
-		false)
-	# TODO: Add mypy testing
-	# @mypy . --exclude venv*,build
-.PHONY: lint
-
-docker_up:
-	docker compose --profile context_storage --profile stats up -d --build --wait
-.PHONY: docker_up
-
-test: venv
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-.PHONY: test
-
-test_all: venv docker_up test lint
-.PHONY: test_all
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-		for file in $${folder}/*; do
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-				mkdir -p docs/source/_static/drawio/$${foldername}
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-.PHONY: build_drawio
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-doc: venv clean_docs build_drawio
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-.PHONY: doc
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-pre_commit: venv
-	echo -e "#!/bin/sh\n\nmake test_all" > .git/hooks/pre-commit && chmod +x .git/hooks/pre-commit
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-version_patch: venv
-	bump2version --current-version $(CURRENT_VERSION) patch $(VERSIONING_FILES)
-.PHONY: version_patch
-
-version_minor: venv
-	bump2version --current-version $(CURRENT_VERSION) minor $(VERSIONING_FILES)
-.PHONY: version_minor
-
-version_major: venv
-	bump2version --current-version $(CURRENT_VERSION) major $(VERSIONING_FILES)
-.PHONY: version_major
-
-
-clean_docs:
-	rm -rf docs/build
-	rm -rf docs/tutorials
-	rm -rf docs/source/apiref
-	rm -rf docs/source/_misc
-	rm -rf docs/source/tutorials
-	rm -rf docs/source/_static/drawio
-	rm -rf docs/source/drawio_src/**/export
-.PHONY: clean_docs
-
-clean: clean_docs
-	rm -rf $(VENV_PATH)
-	rm -rf .pytest_cache
-	rm -rf *.egg-info
-	rm -rf htmlcov
-	rm -f .coverage
-	rm -rf build
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diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 000000000..8cb3c7aa4
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,6819 @@
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+[package.dependencies]
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+multidict = ">=4.0"
+
+[[package]]
+name = "ydb"
+version = "3.7.0"
+description = "YDB Python SDK"
+optional = true
+python-versions = "*"
+files = [
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+[package.dependencies]
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+protobuf = ">=3.13.0,<5.0.0"
+
+[package.extras]
+yc = ["yandexcloud"]
+
+[[package]]
+name = "zipp"
+version = "3.17.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+files = [
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+[package.extras]
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+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+
+[[package]]
+name = "zope-event"
+version = "5.0"
+description = "Very basic event publishing system"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.dependencies]
+setuptools = "*"
+
+[package.extras]
+docs = ["Sphinx"]
+test = ["zope.testrunner"]
+
+[[package]]
+name = "zope-interface"
+version = "6.1"
+description = "Interfaces for Python"
+optional = false
+python-versions = ">=3.7"
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+    {file = "zope.interface-6.1-cp39-cp39-win_amd64.whl", hash = "sha256:a41f87bb93b8048fe866fa9e3d0c51e27fe55149035dcf5f43da4b56732c0a40"},
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+]
+
+[package.dependencies]
+setuptools = "*"
+
+[package.extras]
+docs = ["Sphinx", "repoze.sphinx.autointerface", "sphinx-rtd-theme"]
+test = ["coverage (>=5.0.3)", "zope.event", "zope.testing"]
+testing = ["coverage (>=5.0.3)", "zope.event", "zope.testing"]
+
+[extras]
+benchmark = ["altair", "humanize", "pandas", "pympler", "tqdm"]
+json = ["aiofiles"]
+mongodb = ["motor"]
+mysql = ["asyncmy", "cryptography", "sqlalchemy"]
+pickle = ["aiofiles"]
+postgresql = ["asyncpg", "sqlalchemy"]
+redis = ["redis"]
+sqlite = ["aiosqlite", "sqlalchemy"]
+stats = ["omegaconf", "opentelemetry-exporter-otlp", "opentelemetry-instrumentation", "requests", "tqdm"]
+telegram = ["pytelegrambotapi"]
+ydb = ["six", "ydb"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.8.1,!=3.9.7"
+content-hash = "09efe158514cc0ca81582a91d4e5bea062109ce5c638592666f2a5cf7789ab45"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 000000000..e071ae56e
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,230 @@
+[tool.poetry]
+name = "dff"
+version = "0.6.4"
+description = "Dialog Flow Framework is a free and open-source software stack for creating chatbots, released under the terms of Apache License 2.0."
+license = "Apache-2.0"
+authors = [
+    "Denis Kuznetsov <kuznetsov.den.p@gmail.com>",
+    "Roman Zlobin <RLKRo@proton.me>",
+    "Aleksandr Sergeev <shveitsar215@gmail.com>",
+    "Daniil Ignatiev <ruthenian8@gmail.com>",
+]
+
+readme = "README.md"
+homepage = "https://deeppavlov.github.io/dialog_flow_framework/index.html"
+repository = "https://github.com/deeppavlov/dialog_flow_framework"
+documentation = "https://deeppavlov.github.io/dialog_flow_framework/reference.html"
+keywords = ["chatbots"]
+classifiers = [
+    "Development Status :: 5 - Production/Stable",
+    "Intended Audience :: Developers",
+    "Topic :: Software Development :: Build Tools",
+    "License :: OSI Approved :: Apache Software License",
+    "Operating System :: OS Independent",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3.8",
+    "Programming Language :: Python :: 3.9",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3 :: Only",
+]
+
+
+
+include = [
+    { path = "CONTRIBUTING.md" },
+    { path = "dff/" },
+]
+exclude = [
+    { path = "tests" },
+    { path = "scripts" },
+]
+
+
+
+[tool.poetry.urls]
+"Getting Started" = "https://deeppavlov.github.io/dialog_flow_framework/get_started.html"
+"Tutorials" = "https://deeppavlov.github.io/dialog_flow_framework/tutorials.html"
+"User Guides" = "https://deeppavlov.github.io/dialog_flow_framework/user_guides.html"
+"Examples" = "https://github.com/deeppavlov/dialog_flow_demo"
+
+
+
+[tool.poetry.dependencies]
+python = "^3.8.1,!=3.9.7"  # `streamlit` package does not support python 3.9.7, `flake8` package does not support python 3.8.0
+pydantic = ">=2.0"  # `pydantic` version more than 2 required
+nest-asyncio = "*"
+typing-extensions = "*"
+wrapt = "*"
+colorama = "*"
+ydb = { version = "*", optional = true }
+six = { version = "*", optional = true }
+tqdm = { version = "*", optional = true }
+motor = { version = "*", optional = true }
+redis = { version = "*", optional = true }
+pandas = { version = "*", optional = true }
+altair = { version = "*", optional = true }
+asyncmy = { version = "*", optional = true }
+asyncpg = { version = "*", optional = true }
+pympler = { version = "*", optional = true }
+aiofiles = { version = "*", optional = true }
+humanize = { version = "*", optional = true }
+aiosqlite = { version = "*", optional = true }
+omegaconf = { version = "*", optional = true }
+cryptography = { version = "*", optional = true }
+requests = { version = "*", optional = true }
+pytelegrambotapi = { version = "*", optional = true }
+opentelemetry-instrumentation = { version = "*", optional = true }
+sqlalchemy = { version = "*", extras = ["asyncio"], optional = true }
+opentelemetry-exporter-otlp = { version = ">=1.20.0", optional = true }  # log body serialization is required
+
+[tool.poetry.extras]
+json = ["aiofiles"]
+pickle = ["aiofiles"]
+sqlite = ["sqlalchemy", "aiosqlite"]
+redis = ["redis"]
+mongodb = ["motor"]
+mysql = ["sqlalchemy", "asyncmy", "cryptography"]
+postgresql = ["sqlalchemy", "asyncpg"]
+ydb = ["ydb", "six"]
+telegram = ["pytelegrambotapi"]
+stats = ["opentelemetry-exporter-otlp", "opentelemetry-instrumentation", "requests", "tqdm", "omegaconf"]
+benchmark = ["pympler", "humanize", "pandas", "altair", "tqdm"]
+
+
+[tool.poetry.group.lint]
+optional = true
+
+[tool.poetry.group.lint.dependencies]
+flake8 = "*"
+isort = "*"
+black = "*"
+mypy = "*"
+
+
+[tool.poetry.group.test]
+optional = true
+
+[tool.poetry.group.test.dependencies]
+requests = "*"
+idna = "*"
+pytest = "*"
+pytest-cov = "*"
+coverage = { version = "<7.3.3", extras = ["toml"] }
+# Coverage 7.3.3 breaks pragma: no cover -- https://github.com/nedbat/coveragepy/issues/1713
+pytest-asyncio = "*"
+pytest-virtualenv = "*"
+sniffio = "*"
+h11 = "*"
+aiochclient = "*"
+httpx = "*"
+sqlparse = "*"
+jsonschema = "*"
+
+
+[tool.poetry.group.devel]
+optional = false
+
+[tool.poetry.group.devel.dependencies]
+urllib3 = "<2.0"  # ensure dff doesn't update urllib which breaks poetry
+python-on-whales = "*"
+python-dotenv = "*"
+poethepoet = { version = "*", extras = ["poetry_plugin"] }
+
+
+[tool.poetry.group.tutorials]
+optional = true
+
+[tool.poetry.group.tutorials.dependencies]
+flask = { version = "*", extras = ["async"] }
+psutil = "*"
+telethon = "*"
+fastapi = "*"
+uvicorn = "*"
+websockets = "*"
+locust = "*"
+streamlit = "*"
+streamlit-chat = "*"
+
+
+[tool.poetry.group.docs]
+optional = true
+
+[tool.poetry.group.docs.dependencies]
+sphinx = "*"
+nbsphinx = "*"
+sphinx-favicon = "*"
+sphinx-gallery = "*"
+sphinx-copybutton = "*"
+sphinxcontrib-katex = "*"
+pydata-sphinx-theme = "*"
+sphinxcontrib-apidoc = "*"
+sphinxcontrib-httpdomain = "*"
+sphinx-autodoc-typehints = "*"
+jupytext = "*"
+jupyter = "*"
+
+
+
+[tool.poetry.scripts]
+"dff.stats" = { callable = "dff.stats.__main__:main", extras = ["stats"] }
+
+
+
+[tool.poe]
+default_task_type = "script"
+
+[tool.poe.tasks]
+info = "scripts.misc:info"
+flake = "scripts.codestyle:_run_flake"
+black = "scripts.codestyle:_run_black(modify=False)"
+lint.sequence = ["flake", "black"]
+lint.ignore_fail = "return_non_zero"
+format = "scripts.codestyle:_run_black(modify=True)"
+clean_docs = "scripts.clean:clean_docs"
+clean = "scripts.clean:clean"
+test_no_cov = "scripts.test:test_no_cov"
+test_no_deps = "scripts.test:test_no_deps"
+test_all = "scripts.test:test_all"
+docs = "scripts.doc:docs"
+
+
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
+
+
+
+[tool.isort]
+profile = "black"
+
+
+
+[tool.pytest.ini_options]
+addopts = "--strict-markers"
+markers = [
+    "docker: marks tests as requiring docker containers to work",
+    "telegram: marks tests as requiring telegram client API token to work",
+    "slow: marks tests as slow (taking more than a minute to complete)",
+    "no_coverage: tests that either cannot run inside the `coverage` workflow or do not affect coverage stats",
+    "all: reserved by allow-skip",
+    "none: reserved by allow-skip",
+]
+
+
+[tool.coverage.run]
+concurrency = [
+    "thread",
+    "greenlet",
+    ]
+
+
+[tool.coverage.report]
+# Regexes for lines to exclude from consideration
+exclude_also = [
+    # Don't complain if tests don't cover raising errors:
+    "raise .*",
+    # Don't complain if tests don't cover error handling:
+    "except .*",
+    ]
diff --git a/pytest.ini b/pytest.ini
deleted file mode 100644
index 639c6c663..000000000
--- a/pytest.ini
+++ /dev/null
@@ -1,8 +0,0 @@
-[pytest]
-markers =
-    docker: marks tests as requiring docker containers to work
-    telegram: marks tests as requiring telegram client API token to work
-    slow: marks tests as slow (taking more than a minute to complete)
-    no_coverage: tests that either cannot run inside the `coverage` workflow or do not affect coverage stats
-    all: reserved by allow-skip
-    none: reserved by allow-skip
diff --git a/scripts/__init__.py b/scripts/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/scripts/clean.py b/scripts/clean.py
new file mode 100644
index 000000000..74315011d
--- /dev/null
+++ b/scripts/clean.py
@@ -0,0 +1,24 @@
+from pathlib import Path
+import shutil
+
+
+def clean_docs():
+    shutil.rmtree("docs/build", ignore_errors=True)
+    shutil.rmtree("docs/tutorials", ignore_errors=True)
+    shutil.rmtree("docs/source/apiref", ignore_errors=True)
+    shutil.rmtree("docs/source/_misc", ignore_errors=True)
+    shutil.rmtree("docs/source/tutorials", ignore_errors=True)
+    shutil.rmtree("docs/source/_static/drawio", ignore_errors=True)
+    shutil.rmtree("docs/source/drawio_src/**/export", ignore_errors=True)
+
+
+def clean():
+    clean_docs()
+    shutil.rmtree(".pytest_cache", ignore_errors=True)
+    shutil.rmtree("htmlcov", ignore_errors=True)
+    shutil.rmtree("build", ignore_errors=True)
+    Path(".coverage").unlink(missing_ok=True)
+    for path in Path.cwd().glob("./*.egg-info"):
+        shutil.rmtree(path, ignore_errors=True)
+    for path in Path.cwd().glob("./**/__pycache__"):
+        shutil.rmtree(path, ignore_errors=True)
diff --git a/scripts/codestyle.py b/scripts/codestyle.py
new file mode 100644
index 000000000..61eb14397
--- /dev/null
+++ b/scripts/codestyle.py
@@ -0,0 +1,45 @@
+import pathlib
+from typing import List
+
+import black
+from flake8.main.cli import main as flake_main
+
+
+_STANDARD_PATHS = ["dff", "scripts", "tests", ".github", "docs/source/utils", "utils"]
+_STANDARD_PATHS_LEN = 120
+_SHORT_PATHS = ["tutorials"]
+_SHORT_PATHS_LEN = 80
+
+
+def _get_paths(paths: List[str]) -> List[pathlib.Path]:
+    return [path for dir in paths for path in pathlib.Path(dir).glob("**/*.py")]
+
+
+def _run_flake():
+    lint_result = 0
+    flake8_configs = [
+        "--select=E,W,F",
+        # black formats binary operators after line breaks
+        "--ignore=W503",
+        "--per-file-ignores="
+        # allow imports in init files without use
+        "**/__init__.py:F401 "
+        # patches that execute code before imports
+        "**3_load_testing_with_locust.py:E402 **4_streamlit_chat.py:E402",
+    ]
+    lint_result += flake_main([f"--max-line-length={_STANDARD_PATHS_LEN}"] + flake8_configs + _STANDARD_PATHS)
+    lint_result += flake_main([f"--max-line-length={_SHORT_PATHS_LEN}"] + flake8_configs + _SHORT_PATHS)
+
+    exit(lint_result)
+
+
+def _run_black(modify: bool):
+    report = black.Report(check=not modify, quiet=False)
+    write = black.WriteBack.YES if modify else black.WriteBack.CHECK
+    for path in _get_paths(_STANDARD_PATHS):
+        mode = black.Mode(line_length=_STANDARD_PATHS_LEN)
+        black.reformat_one(path, False, write, mode, report)
+    for path in _get_paths(_SHORT_PATHS):
+        mode = black.Mode(line_length=_SHORT_PATHS_LEN)
+        black.reformat_one(path, False, write, mode, report)
+    exit(report.return_code)
diff --git a/scripts/doc.py b/scripts/doc.py
new file mode 100644
index 000000000..a411e1f30
--- /dev/null
+++ b/scripts/doc.py
@@ -0,0 +1,60 @@
+import os
+from pathlib import Path
+import shutil
+from typing import Optional
+
+import dotenv
+import scripts.patch_sphinx  # noqa: F401
+import sphinx.ext.apidoc as apidoc
+import sphinx.cmd.build as build
+from colorama import init, Fore, Style
+from python_on_whales import DockerClient
+
+from .utils import docker_client
+from .clean import clean_docs
+
+
+def _build_drawio(docker: DockerClient):
+    if len(docker.image.list("rlespinasse/drawio-export")) == 0:
+        docker.image.pull("rlespinasse/drawio-export", quiet=True)
+    docker.container.run(
+        "rlespinasse/drawio-export",
+        ["-f", "png", "--remove-page-suffix"],
+        remove=True,
+        name="drawio-convert",
+        volumes=[(f"{os.getcwd()}/docs/source/drawio_src", "/data", "rw")],
+    )
+    docker.container.run(
+        "rlespinasse/drawio-export",
+        ["-R", f"{os.geteuid()}:{os.getegid()}", "/data"],
+        entrypoint="chown",
+        remove=True,
+        name="drawio-chown",
+        volumes=[(f"{os.getcwd()}/docs/source/drawio_src", "/data", "rw")],
+    )
+
+    drawio_root = Path("docs/source/drawio_src/")
+    destination = Path("docs/source/_static/drawio/")
+    destination.mkdir(parents=True, exist_ok=True)
+    for path in drawio_root.glob("./**/export"):
+        target = destination / path.relative_to(drawio_root).parent
+        target.mkdir(parents=True, exist_ok=True)
+        shutil.copytree(path, target, dirs_exist_ok=True)
+        print(f"Drawio images built from {path.parent} to {target}")
+
+
+@docker_client
+def docs(docker: Optional[DockerClient]):
+    init()
+    if docker is not None:
+        clean_docs()
+        dotenv.load_dotenv(".env_file")
+        os.environ["DISABLE_INTERACTIVE_MODE"] = "1"
+        _build_drawio(docker)
+        result = apidoc.main(["-e", "-E", "-f", "-o", "docs/source/apiref", "dff"])
+        result += build.make_main(["-M", "clean", "docs/source", "docs/build"])
+        result += build.build_main(["-b", "html", "-W", "--keep-going", "docs/source", "docs/build"])
+        exit(result)
+    else:
+        print(f"{Fore.RED}Docs can be built on Linux platform only!{Style.RESET_ALL}")
+        exit(1)
diff --git a/scripts/misc.py b/scripts/misc.py
new file mode 100644
index 000000000..d3d788106
--- /dev/null
+++ b/scripts/misc.py
@@ -0,0 +1,33 @@
+from colorama import init, Fore, Style
+
+
+def info():
+    init()
+    print(f"\nThanks for your interest in {Fore.YELLOW}Dialog Flow Framework{Style.RESET_ALL}!\n")
+    print(
+        f"{Fore.BLUE}poetry install --with lint,test,devel,tutorials,docs --all-extras{Style.RESET_ALL}:"
+        + "Install development-ready version of framework"
+    )
+    print(f"{Fore.BLUE}poetry env remove --all{Style.RESET_ALL}: Remove all virtual environments\n")
+    print(f"{Fore.BLUE}poetry run poe info{Style.RESET_ALL}: Display this message again")
+    print(f"{Fore.BLUE}poetry run poe lint{Style.RESET_ALL}: Run linters")
+    print(f"{Fore.BLUE}poetry run poe format{Style.RESET_ALL}: Run formatters")
+    print(
+        f"{Fore.BLUE}poetry run poe test_no_cov{Style.RESET_ALL}:"
+        + " Run tests without coverage, skipping all tests for unavailable services,"
+        + " this is the most complete testing without Docker"
+    )
+    print(
+        f"{Fore.BLUE}poetry run poe test_no_deps{Style.RESET_ALL}:"
+        + " Run tests without any dependencies, allowing skipping everything"
+    )
+    print(
+        f"{Fore.BLUE}poetry run poe test_all{Style.RESET_ALL}:"
+        + " Run ALL tests, prohibit skipping, run Docker (slow, closest to CI)"
+    )
+    print(
+        f"{Fore.BLUE}poetry run poe docs{Style.RESET_ALL}:"
+        + " Build Sphinx docs; activate your virtual environment before execution"
+    )
+    print(f"{Fore.BLUE}poetry run poe clean_docs{Style.RESET_ALL}: Remove all documentation build roots")
+    print(f"{Fore.BLUE}poen clean{Style.RESET_ALL}: Clean all build artifacts\n")
diff --git a/scripts/patch_sphinx.py b/scripts/patch_sphinx.py
new file mode 100644
index 000000000..4b922339a
--- /dev/null
+++ b/scripts/patch_sphinx.py
@@ -0,0 +1,49 @@
+from wrapt import wrap_function_wrapper, wrap_object, register_post_import_hook
+
+
+def _extract_summary_wrapper(wrapped, instance, args, kwargs):
+    return wrapped(*args, **kwargs).split("\n\n")[-1]
+
+
+def _depart_gallery_html_wrapper(wrapped, instance, args, kwargs):
+    def _extract_node(_, node, *__, **___):
+        return node
+
+    node_arg = _extract_node(*args, **kwargs)
+
+    entries = node_arg["entries"]
+    for i in range(len(entries)):
+        entries[i] = list(entries[i])
+        title_split = entries[i][0].split(": ")
+        entries[i][0] = entries[i][0] if len(title_split) == 1 else title_split[-1]
+
+    return wrapped(*args, **kwargs)
+
+
+def patch_autosummary(module):
+    print("patching", module.__name__)
+    wrap_function_wrapper(module, "extract_summary", _extract_summary_wrapper)
+
+
+def patch_nbsphinx(module):
+    print("patching", module.__name__)
+    wrap_function_wrapper(module, "depart_gallery_html", _depart_gallery_html_wrapper)
+
+
+def patch_sphinx_autodoc_typehints(module):
+    print("patching", module.__name__)
+
+    class SuppressedLogger:
+        def __init__(self, _original_logger):
+            pass
+
+        @staticmethod
+        def warning(message, *args):
+            print(f"Warning suppressed: {message % args}")
+
+    wrap_object(module, "_LOGGER", SuppressedLogger)
+
+
+register_post_import_hook(patch_autosummary, "sphinx.ext.autosummary")
+register_post_import_hook(patch_nbsphinx, "nbsphinx")
+register_post_import_hook(patch_sphinx_autodoc_typehints, "sphinx_autodoc_typehints")
diff --git a/scripts/test.py b/scripts/test.py
new file mode 100644
index 000000000..1a55dc5fd
--- /dev/null
+++ b/scripts/test.py
@@ -0,0 +1,84 @@
+import sys
+from typing import Optional
+import pytest
+import dotenv
+from python_on_whales import DockerClient
+
+from .utils import docker_client
+
+
+def _test(coverage: bool, dependencies: bool) -> int:
+    """
+    Run framework tests, located in `tests/` dir, using env defined in `.env_file`.
+    Please keep in mind that:
+
+    1. Skipping `telegram` tests is **always** allowed.
+    2. Enabling dependencies is effectively same as enabling docker
+        (docker containers **should** be running in that case).
+    3. Coverage requires all dependencies and docker (will have no effect otherwise).
+    """
+    test_coverage_threshold = 95
+
+    dotenv.load_dotenv(".env_file")
+    args = ["tests/"]
+
+    if dependencies and coverage:
+        args = [
+            "-m",
+            "not no_coverage",
+            "--allow-skip=telegram",
+            *args,
+        ]
+    elif dependencies:
+        args = [
+            "--allow-skip=telegram,docker",
+            *args,
+        ]
+    else:
+        args = [
+            "--allow-skip=all",
+            *args,
+        ]
+
+    if "linux" not in sys.platform:
+        args = [
+            "-m",
+            "not docker",
+            *args,
+        ]
+    if coverage:
+        args = [
+            f"--cov-fail-under={test_coverage_threshold}",
+            "--cov-report",
+            "html",
+            "--cov-report",
+            "term",
+            "--cov=dff",
+            *args,
+        ]
+    else:
+        args = [
+            "--tb=long",
+            "-vv",
+            "--cache-clear",
+            *args,
+        ]
+
+    return pytest.main(args)
+
+
+@docker_client
+def test_no_cov(docker: Optional[DockerClient]):
+    result = _test(False, docker is not None)
+    exit(result)
+
+
+@docker_client
+def test_no_deps(_: Optional[DockerClient]):
+    exit(_test(False, False))
+
+
+@docker_client
+def test_all(docker: Optional[DockerClient]):
+    result = _test(True, docker is not None)
+    exit(result)
diff --git a/scripts/utils.py b/scripts/utils.py
new file mode 100644
index 000000000..b7d2ce5d0
--- /dev/null
+++ b/scripts/utils.py
@@ -0,0 +1,28 @@
+import sys
+from typing import Callable, Optional
+
+from python_on_whales import DockerClient
+from wrapt import decorator
+
+
+@decorator
+def docker_client(wrapped: Callable[[Optional[DockerClient]], int], _, __, ___) -> int:
+    if "linux" in sys.platform:
+        docker = DockerClient(
+            compose_files=["compose.yml"],
+            compose_profiles=["context_storage", "stats"],
+        )
+        docker.compose.up(detach=True, wait=True, quiet=True)
+        error = None
+        try:
+            result = wrapped(docker)
+        except Exception as e:
+            result = 1
+            error = e
+        finally:
+            docker.compose.down(remove_orphans=False, quiet=True)
+        if error is not None:
+            raise error
+    else:
+        result = wrapped(None)
+    return result
diff --git a/setup.py b/setup.py
deleted file mode 100644
index f38e18e46..000000000
--- a/setup.py
+++ /dev/null
@@ -1,247 +0,0 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-import pathlib
-from typing import List
-
-from setuptools import setup, find_packages
-
-
-LOCATION = pathlib.Path(__file__).parent.resolve()
-
-
-# Get the long description from the README file
-readme_file = LOCATION / "README.md"
-
-readme_lines = [line.strip() for line in readme_file.open(encoding="utf-8").readlines()]
-description = [line for line in readme_lines if line and not line.startswith("#")][0]
-long_description = "\n".join(readme_lines)
-
-
-def merge_req_lists(*req_lists: List[str]) -> List[str]:
-    result: set[str] = set()
-    for req_list in req_lists:
-        for req in req_list:
-            result.add(req)
-    return list(result)
-
-
-core = [
-    "pydantic>=2.0.3,<3.0",
-    "nest-asyncio",
-    "typing-extensions",
-]
-
-async_files_dependencies = [
-    "aiofiles",
-]
-
-redis_dependencies = [
-    "redis",
-]
-
-mongodb_dependencies = [
-    "motor",
-]
-
-_sql_dependencies = [
-    "sqlalchemy[asyncio]",
-]
-
-sqlite_dependencies = merge_req_lists(
-    _sql_dependencies,
-    [
-        "aiosqlite",
-    ],
-)
-
-mysql_dependencies = merge_req_lists(
-    _sql_dependencies,
-    [
-        "asyncmy",
-        "cryptography",
-    ],
-)
-
-postgresql_dependencies = merge_req_lists(
-    _sql_dependencies,
-    [
-        "asyncpg",
-    ],
-)
-
-ydb_dependencies = [
-    "ydb",
-    "six",
-]
-
-telegram_dependencies = [
-    "pytelegrambotapi",
-]
-
-benchmark_dependencies = [
-    "pympler",
-    "tqdm",
-    "humanize",
-    "pandas",
-    "altair",
-    "streamlit",
-]
-
-otl_dependencies = [
-    "opentelemetry-exporter-otlp>=1.20.0",  # log body serialization is required
-    "opentelemetry-instrumentation",
-]
-
-stats_dependencies = merge_req_lists(
-    otl_dependencies,
-    [
-        "requests",
-        "wrapt",
-        "tqdm",
-        "omegaconf",
-    ],
-)
-
-full = merge_req_lists(
-    core,
-    async_files_dependencies,
-    sqlite_dependencies,
-    redis_dependencies,
-    mongodb_dependencies,
-    mysql_dependencies,
-    postgresql_dependencies,
-    ydb_dependencies,
-    stats_dependencies,
-    telegram_dependencies,
-    benchmark_dependencies,
-)
-
-requests_requirements = [
-    "requests==2.31.0",
-]
-
-test_requirements = merge_req_lists(
-    [
-        "pytest==7.4.0",
-        "pytest-cov==4.1.0",
-        "pytest-asyncio==0.21.0",
-        "pytest_virtualenv==1.7.0",
-        "flake8==6.1.0",
-        "click==8.1.3",
-        "black==23.9.1",
-        "isort==5.12.0",
-        "jsonschema==4.19.1",
-        "aiochclient>=2.2.0",
-        "httpx<=0.23.0",
-        "sqlparse==0.4.4",
-    ],
-    requests_requirements,
-)
-
-tutorial_dependencies = [
-    "flask[async]==3.0.0",
-    "psutil==5.9.5",
-    "telethon==1.31.0",
-    "fastapi==0.103.1",
-    "uvicorn==0.23.1",
-    "websockets==11.0.2",
-    "locust==2.17.0",
-    "streamlit==1.27.0",
-    "streamlit-chat==0.1.1",
-]
-
-tests_full = merge_req_lists(
-    full,
-    test_requirements,
-    tutorial_dependencies,
-)
-
-doc = merge_req_lists(
-    [
-        "sphinx==7.2.2",
-        "pydata-sphinx-theme==0.14.1",
-        "sphinxcontrib-apidoc==0.4.0",
-        "sphinxcontrib-httpdomain==1.8.0",
-        "sphinxcontrib-katex==0.9.0",
-        "sphinx-favicon==1.0.1",
-        "sphinx-copybutton==0.5.2",
-        "sphinx-gallery==0.14.0",
-        "sphinx-autodoc-typehints==1.24.0",
-        "nbsphinx==0.9.2",
-        "jupytext==1.15.0",
-        "jupyter==1.0.0",
-    ],
-    requests_requirements,
-)
-
-devel = [
-    "bump2version==1.0.1",
-    "build==1.0.0",
-    "twine==4.0.0",
-]
-
-mypy_dependencies = [
-    "mypy==1.6.0",
-]
-
-devel_full = merge_req_lists(
-    tests_full,
-    doc,
-    devel,
-    mypy_dependencies,
-)
-
-
-EXTRA_DEPENDENCIES = {
-    "core": core,  # minimal dependencies (by default)
-    "json": async_files_dependencies,  # dependencies for using JSON
-    "pickle": async_files_dependencies,  # dependencies for using Pickle
-    "sqlite": sqlite_dependencies,  # dependencies for using SQLite
-    "redis": redis_dependencies,  # dependencies for using Redis
-    "mongodb": mongodb_dependencies,  # dependencies for using MongoDB
-    "mysql": mysql_dependencies,  # dependencies for using MySQL
-    "postgresql": postgresql_dependencies,  # dependencies for using PostgreSQL
-    "ydb": ydb_dependencies,  # dependencies for using Yandex Database
-    "stats": stats_dependencies,  # dependencies for statistics collection
-    "telegram": telegram_dependencies,  # dependencies for using Telegram
-    "benchmark": benchmark_dependencies,  # dependencies for benchmarking
-    "full": full,  # full dependencies including all options above
-    "tests": test_requirements,  # dependencies for running tests
-    "test_full": tests_full,  # full dependencies for running all tests (all options above)
-    "devel": devel,  # dependencies for development
-    "doc": doc,  # dependencies for documentation
-    "devel_full": devel_full,  # full dependencies for development (all options above)
-}
-
-setup(
-    name="dff",
-    version="0.6.4",
-    description=description,
-    long_description=long_description,
-    long_description_content_type="text/markdown",
-    url="https://github.com/deeppavlov/dialog_flow_framework",
-    author="Denis Kuznetsov",
-    author_email="kuznetsov.den.p@gmail.com",
-    classifiers=[
-        "Development Status :: 5 - Production/Stable",
-        "Intended Audience :: Developers",
-        "Topic :: Software Development :: Build Tools",
-        "License :: OSI Approved :: Apache Software License",
-        "Operating System :: OS Independent",
-        "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.8",
-        "Programming Language :: Python :: 3.9",
-        "Programming Language :: Python :: 3.10",
-        "Programming Language :: Python :: 3.11",
-        "Programming Language :: Python :: 3 :: Only",
-    ],
-    keywords="chatbots",
-    packages=find_packages(where="."),
-    include_package_data=True,
-    python_requires=">=3.8, <4",
-    install_requires=core,
-    test_suite="tests",
-    extras_require=EXTRA_DEPENDENCIES,
-    entry_points={"console_scripts": ["dff.stats=dff.stats.__main__:main"]},
-)
diff --git a/tutorials/context_storages/8_db_benchmarking.py b/tutorials/context_storages/8_db_benchmarking.py
index 1b56414b4..625041627 100644
--- a/tutorials/context_storages/8_db_benchmarking.py
+++ b/tutorials/context_storages/8_db_benchmarking.py
@@ -7,7 +7,7 @@
 For more info see [API reference](%doclink(api,utils.db_benchmark.benchmark)).
 """
 
-# %pip install dff[benchmark,json,pickle,postgresql,mongodb,redis,mysql,sqlite,ydb]
+# %pip install dff[benchmark,postgresql,mongodb,redis,mysql,sqlite,ydb]
 
 # %%
 from pathlib import Path
@@ -22,7 +22,7 @@
 """
 
 # %%
-# this cell is only required for pickle, shelve and sqlite databases
+# this cell is only required for shelve and sqlite databases
 tutorial_dir = Path(tempfile.mkdtemp())
 db_path = tutorial_dir / "dbs"
 db_path.mkdir()
@@ -32,8 +32,6 @@
 
 # %%
 storages = {
-    "JSON": f"json://{db_path}/json.json",
-    "Pickle": f"pickle://{db_path}/pickle.pkl",
     "Shelve": f"shelve://{db_path}/shelve",
     "PostgreSQL": "postgresql+asyncpg://postgres:pass@localhost:5432/test",
     "MongoDB": "mongodb://admin:pass@localhost:27017/admin",
@@ -56,7 +54,8 @@
 
 Note: context storages passed into these functions will be cleared.
 
-Once the benchmark results are saved to a file, you can view and analyze them using two methods:
+Once the benchmark results are saved to a file,
+you can view and analyze them using two methods:
 
 * [Using the Report Function](#Using-the-report-function): This function
     can display specified information from a given file.
@@ -65,7 +64,8 @@
 * [Using the Streamlit App](#Using-Streamlit-app): A Streamlit app
     is available for viewing and comparing benchmark results.
     You can upload benchmark result files using the app's "Benchmark sets" tab,
-    inspect individual results in the "View" tab, and compare metrics in the "Compare" tab.
+    inspect individual results in the "View" tab,
+    and compare metrics in the "Compare" tab.
 
 Benchmark results are saved according to a specific schema,
 which can be found in the benchmark schema documentation.
@@ -76,9 +76,10 @@
 The first one is a higher-level wrapper of the second one.
 The first function accepts
 %mddoclink(api,utils.db_benchmark.benchmark,BenchmarkCase)
-which configure databases that are being benchmark and configurations of the benchmarks.
-The second function accepts only a single URI for the database and several benchmark configurations.
-So, the second function is simpler to use, while the first function allows for more configuration
+which configures databases to be benchmarked and parameters of the benchmarks.
+The second function accepts only a single URI for the database
+and several benchmark configurations. So, the second function is simpler to use,
+while the first function allows for more configuration
 (e.g. having different databases benchmarked in a single file).
 
 Both function use
@@ -94,16 +95,19 @@
 You can use these presets by passing them to the benchmark functions or create
 your own configuration.
 
-To learn more about using presets see [Configuration presets](#Configuration-presets)
+To learn more about using presets see
+[Configuration presets](#Configuration-presets)
 
 Benchmark configs have several parameters:
 
-Setting `context_num` to 50 means that we'll run fifty cycles of writing and reading context.
-This way we'll be able to get a more accurate average read/write time as well as
-check if read/write times are dependent on the number of contexts in the storage.
+Setting `context_num` to 50 means that we'll run fifty cycles of
+writing and reading context. This way we'll be able to get a more accurate
+average read/write time as well as check if read/write times are dependent
+on the number of contexts in the storage.
 
-You can also configure the `dialog_len`, `message_dimensions` and `misc_dimensions` parameters.
-This allows you to set the contexts you want your database to be benchmarked with.
+You can also configure the `dialog_len`, `message_dimensions` and
+`misc_dimensions` parameters. This allows you to set the contexts
+you want your database to be benchmarked with.
 
 ### File structure
 
@@ -132,7 +136,8 @@
 
 # %% [markdown]
 """
-Running the cell above will create a file with benchmark results for every benchmarked DB:
+Running the cell above will create a file
+with benchmark results for every benchmarked DB:
 """
 
 # %%
@@ -171,15 +176,16 @@
 
 ```
 # download file
-curl https://deeppavlov.github.io/dialog_flow_framework/_misc/benchmark_streamlit.py \
--o benchmark_streamlit.py
+curl "https://deeppavlov.github.io/dialog_flow_framework/"\
+"_misc/benchmark_streamlit.py" -o benchmark_streamlit.py
 # install dependencies
 pip install dff[benchmark]
 # run
 streamlit run benchmark_streamlit.py
 ```
 
-You can upload files with benchmark results using the first tab of the app ("Benchmark sets"):
+You can upload files with benchmark results
+using the first tab of the app ("Benchmark sets"):
 
 .. figure:: ../_static/images/benchmark_sets.png
 
@@ -189,8 +195,8 @@
 
 .. figure:: ../_static/images/benchmark_view.png
 
-In the "Compare" tab you can view main metrics (write, read, update, read+update)
-of previously added benchmark results:
+In the "Compare" tab you can view main metrics
+(write, read, update, read+update) of previously added benchmark results:
 
 .. figure:: ../_static/images/benchmark_compare.png
 
diff --git a/tutorials/messengers/telegram/1_basic.py b/tutorials/messengers/telegram/1_basic.py
index 45fccc272..a4e9b4fce 100644
--- a/tutorials/messengers/telegram/1_basic.py
+++ b/tutorials/messengers/telegram/1_basic.py
@@ -31,9 +31,9 @@ class and [telebot](https://pytba.readthedocs.io/en/latest/index.html)
 `TelegramMessenger` class and one of the following interfaces:
 `PollingMessengerInterface` or `WebhookMessengerInterface`.
 
-`TelegramMessenger` encapsulates the bot logic.
-Like Telebot, `TelegramMessenger` only requires a token to run.
-However, all parameters from the Telebot class can be passed as keyword arguments.
+`TelegramMessenger` encapsulates the bot logic. Like Telebot,
+`TelegramMessenger` only requires a token to run. However, all parameters
+from the Telebot class can be passed as keyword arguments.
 
 The two interfaces connect the bot to Telegram. They can be passed directly
 to the DFF `Pipeline` instance.
diff --git a/tutorials/messengers/telegram/2_buttons.py b/tutorials/messengers/telegram/2_buttons.py
index efbbf2ab4..6e5817fe0 100644
--- a/tutorials/messengers/telegram/2_buttons.py
+++ b/tutorials/messengers/telegram/2_buttons.py
@@ -36,11 +36,12 @@ class is used to represent telegram message,
 
 # %% [markdown]
 """
-To display or hide a keyboard, you can utilize the `ui` field of the `TelegramMessage` class.
-It can be initialized either with a `TelegramUI` instance or with a custom telebot keyboard.
+To display or hide a keyboard, you can utilize the `ui` field of the
+`TelegramMessage` class. It can be initialized either with
+a `TelegramUI` instance or with a custom telebot keyboard.
 
-Passing an instance of `RemoveKeyboard` to the `ui` field will indicate that the keyboard
-should be removed.
+Passing an instance of `RemoveKeyboard` to the `ui` field
+will indicate that the keyboard should be removed.
 """
 
 
diff --git a/tutorials/messengers/telegram/4_conditions.py b/tutorials/messengers/telegram/4_conditions.py
index d6ba4f4c5..d856e3056 100644
--- a/tutorials/messengers/telegram/4_conditions.py
+++ b/tutorials/messengers/telegram/4_conditions.py
@@ -32,19 +32,23 @@
 In our Telegram module, we adopted the system of filters
 available in the `pytelegrambotapi` library.
 
-You can use `telegram_condition` to filter text messages from telegram in various ways.
+You can use `telegram_condition` to filter
+text messages from telegram in various ways.
 
 - Setting the `update_type` will allow filtering by update type:
-  if you want the condition to trigger only on updates of the type `edited_message`,
-  set it to `UpdateType.EDITED_MESSAGE`.
+  if you want the condition to trigger only on updates of the type
+  `edited_message`, set it to `UpdateType.EDITED_MESSAGE`.
   The field defaults to `message`.
-- Setting the `command` argument will cause the telegram_condition to only react to listed commands.
+- Setting the `command` argument will cause
+  the telegram_condition to only react to listed commands.
 - `func` argument on the other hand allows you to define arbitrary conditions.
 - `regexp` creates a regular expression filter, etc.
 
 Note:
-It is possible to use `cnd.exact_match` as a condition (as seen in previous tutorials).
-However, the functionality of that approach is lacking:
+It is possible to use `cnd.exact_match` as a condition
+(as seen in previous tutorials). However, the functionality
+of that approach is lacking:
+
 At this moment only two fields of `Message` are set during update processing:
 
 - `text` stores the `text` field of `message` updates
diff --git a/tutorials/messengers/telegram/6_conditions_extras.py b/tutorials/messengers/telegram/6_conditions_extras.py
index db161df03..c154a2ed7 100644
--- a/tutorials/messengers/telegram/6_conditions_extras.py
+++ b/tutorials/messengers/telegram/6_conditions_extras.py
@@ -6,7 +6,8 @@
 inherited from the `pytelegrambotapi` library.
 
 %mddoclink(api,messengers.telegram.messenger,telegram_condition)
-function and different types of %mddoclink(api,messengers.telegram.messenger,UpdateType)
+function and different types of
+%mddoclink(api,messengers.telegram.messenger,UpdateType)
 are used for telegram message type checking.
 """
 
@@ -53,7 +54,8 @@
 * `poll`: poll is sent to the chat;
 * `poll_answer`: users answered the poll sent by the bot.
 
-You can read more on those in the Telegram documentation or in the docs for the `telebot` library.
+You can read more on those in the Telegram documentation
+or in the docs for the `telebot` library.
 """
 
 
diff --git a/tutorials/messengers/web_api_interface/1_fastapi.py b/tutorials/messengers/web_api_interface/1_fastapi.py
index 199d1eb28..2bacce327 100644
--- a/tutorials/messengers/web_api_interface/1_fastapi.py
+++ b/tutorials/messengers/web_api_interface/1_fastapi.py
@@ -10,7 +10,8 @@
 Here, %mddoclink(api,messengers.common.interface,CallbackMessengerInterface)
 is used to process requests.
 
-%mddoclink(api,script.core.message,Message) is used in creating a JSON Schema for the endpoint.
+%mddoclink(api,script.core.message,Message)
+is used in creating a JSON Schema for the endpoint.
 """
 
 # %pip install dff uvicorn fastapi
@@ -37,13 +38,15 @@
     in a loop upon initialization,
     it has following methods:
 
-    * `_request()` - Method that is used to retrieve user requests from a messenger,
-        should return list of tuples: (user request, unique dialog id).
+    * `_request()` - Method that is used to retrieve user requests
+        from a messenger, should return list of tuples:
+        (user request, unique dialog id).
     * `_respond(responses)` - Method that sends responses generated by pipeline
         to users through a messenger,
         accepts list of dialog `Contexts`.
-    * `_on_exception(e)` - Method that is called when a critical exception occurs
-        i.e. exception from context storage or messenger interface, not a service exception.
+    * `_on_exception(e)` - Method that is called when a critical exception
+        occurs. I.e. exception from context storage or messenger interface,
+        not a service exception.
 
         Such exceptions lead to the termination of the loop.
     * `connect(pipeline_runner, loop, timeout)` -
@@ -70,7 +73,8 @@
 
         This method is called inside `pipeline.run` method.
 
-You can find API reference for these classes [here](%doclink(api,messengers.common.interface)).
+You can find API reference for these classes
+[here](%doclink(api,messengers.common.interface)).
 
 Here the default `CallbackMessengerInterface` is used to setup
 communication between the pipeline on the server side and the messenger client.
diff --git a/tutorials/messengers/web_api_interface/2_websocket_chat.py b/tutorials/messengers/web_api_interface/2_websocket_chat.py
index 4719d14f3..c1699fe1f 100644
--- a/tutorials/messengers/web_api_interface/2_websocket_chat.py
+++ b/tutorials/messengers/web_api_interface/2_websocket_chat.py
@@ -11,8 +11,8 @@
 
 As mentioned in that tutorial,
 
-> ... for this example, we'll use a very simple HTML document with some JavaScript,
-> all inside a long string.
+> ... for this example, we'll use a very simple HTML document
+> with some JavaScript, all inside a long string.
 > This, of course, is not optimal and you wouldn't use it for production.
 
 Here, %mddoclink(api,messengers.common.interface,CallbackMessengerInterface)
diff --git a/tutorials/messengers/web_api_interface/3_load_testing_with_locust.py b/tutorials/messengers/web_api_interface/3_load_testing_with_locust.py
index ccd1e13a7..9473b9a83 100644
--- a/tutorials/messengers/web_api_interface/3_load_testing_with_locust.py
+++ b/tutorials/messengers/web_api_interface/3_load_testing_with_locust.py
@@ -2,7 +2,8 @@
 """
 # Web API: 3. Load testing with Locust
 
-This tutorial shows how to use an API endpoint created in the FastAPI tutorial in load testing.
+This tutorial shows how to use an API endpoint
+created in the FastAPI tutorial in load testing.
 """
 
 # %pip install dff locust
diff --git a/tutorials/messengers/web_api_interface/4_streamlit_chat.py b/tutorials/messengers/web_api_interface/4_streamlit_chat.py
index 90dd195dd..e7be1da78 100644
--- a/tutorials/messengers/web_api_interface/4_streamlit_chat.py
+++ b/tutorials/messengers/web_api_interface/4_streamlit_chat.py
@@ -93,10 +93,13 @@ def query(payload, user_id) -> requests.Response:
 # %% [markdown]
 # ## UI setup
 #
-# Here we configure elements that will be used in Streamlit to interact with the API.
+# Here we configure elements that will be used
+# in Streamlit to interact with the API.
 #
-# First we define a text input field which a user is supposed to type his requests into.
-# Then we define a button that sends a query to the API, logs requests and responses,
+# First we define a text input field which
+# a user is supposed to type his requests into.
+# Then we define a button that sends a query
+# to the API, logs requests and responses,
 # and clears the text field.
 
 
@@ -148,7 +151,8 @@ def send_and_receive():
 # %% [markdown]
 # ### Component patch
 #
-# Here we add a component that presses the `Send` button whenever user presses the `Enter` key.
+# Here we add a component that presses the
+# `Send` button whenever user presses the `Enter` key.
 
 
 # %%
@@ -175,7 +179,8 @@ def send_and_receive():
 # %% [markdown]
 # ### Message display
 #
-# Here we use the `streamlit-chat` package to display user requests and bot responses.
+# Here we use the `streamlit-chat` package to
+# display user requests and bot responses.
 
 
 # %%
diff --git a/tutorials/pipeline/1_basics.py b/tutorials/pipeline/1_basics.py
index 91d0dbbcd..c3f09ddb0 100644
--- a/tutorials/pipeline/1_basics.py
+++ b/tutorials/pipeline/1_basics.py
@@ -5,7 +5,8 @@
 The following tutorial shows basic usage of `pipeline`
 module as an extension to `dff.script.core`.
 
-Here, `__call__` (same as %mddoclink(api,pipeline.pipeline.pipeline,Pipeline.run))
+Here, `__call__` (same as
+%mddoclink(api,pipeline.pipeline.pipeline,Pipeline.run))
 method is used to execute pipeline once.
 """
 
@@ -32,9 +33,10 @@
 a pipeline of the most basic structure:
 "preprocessors -> actor -> postprocessors"
 as well as to define `context_storage` and `messenger_interface`.
-Actor is a component of :py:class:`.Pipeline`, that contains the :py:class:`.Script`
-and handles it. It is responsible for processing user input and determining
-the appropriate response based on the current state of the conversation and the script.
+Actor is a component of :py:class:`.Pipeline`, that contains the
+:py:class:`.Script` and handles it. It is responsible for processing
+user input and determining the appropriate response based on the
+current state of the conversation and the script.
 These parameters usage will be shown in tutorials 2, 3 and 6.
 
 Here only required parameters are provided to pipeline.
@@ -58,7 +60,8 @@
 
 # %% [markdown]
 """
-For the sake of brevity, other tutorials might use `TOY_SCRIPT_ARGS` to initialize pipeline:
+For the sake of brevity, other tutorials
+might use `TOY_SCRIPT_ARGS` to initialize pipeline:
 """
 
 # %%
diff --git a/tutorials/pipeline/3_pipeline_dict_with_services_full.py b/tutorials/pipeline/3_pipeline_dict_with_services_full.py
index 91c29dbde..df59b9439 100644
--- a/tutorials/pipeline/3_pipeline_dict_with_services_full.py
+++ b/tutorials/pipeline/3_pipeline_dict_with_services_full.py
@@ -6,7 +6,9 @@
 and most important pipeline components.
 
 This tutorial is a more advanced version of the
-[previous tutorial](%doclink(tutorial,pipeline.3_pipeline_dict_with_services_basic)).
+[previous tutorial](
+%doclink(tutorial,pipeline.3_pipeline_dict_with_services_basic)
+).
 """
 
 # %pip install dff
diff --git a/tutorials/pipeline/4_groups_and_conditions_full.py b/tutorials/pipeline/4_groups_and_conditions_full.py
index fcd6ef5ae..312b9d999 100644
--- a/tutorials/pipeline/4_groups_and_conditions_full.py
+++ b/tutorials/pipeline/4_groups_and_conditions_full.py
@@ -2,7 +2,8 @@
 """
 # 4. Groups and conditions (full)
 
-The following tutorial shows `pipeline` service group usage and start conditions.
+The following tutorial shows `pipeline`
+service group usage and start conditions.
 
 This tutorial is a more advanced version of the
 [previous tutorial](%doclink(tutorial,pipeline.4_groups_and_conditions_basic)).
diff --git a/tutorials/pipeline/5_asynchronous_groups_and_services_full.py b/tutorials/pipeline/5_asynchronous_groups_and_services_full.py
index a3b7e5e80..773e1cebe 100644
--- a/tutorials/pipeline/5_asynchronous_groups_and_services_full.py
+++ b/tutorials/pipeline/5_asynchronous_groups_and_services_full.py
@@ -6,7 +6,9 @@
 asynchronous service and service group usage.
 
 This tutorial is a more advanced version of the
-[previous tutorial](%doclink(tutorial,pipeline.5_asynchronous_groups_and_services_basic)).
+[previous tutorial](
+%doclink(tutorial,pipeline.5_asynchronous_groups_and_services_basic)
+).
 """
 
 # %pip install dff
diff --git a/tutorials/pipeline/7_extra_handlers_and_extensions.py b/tutorials/pipeline/7_extra_handlers_and_extensions.py
index ca1d9a652..029965ad6 100644
--- a/tutorials/pipeline/7_extra_handlers_and_extensions.py
+++ b/tutorials/pipeline/7_extra_handlers_and_extensions.py
@@ -97,7 +97,7 @@ def after(_, __, info: ExtraHandlerRuntimeInfo):
     pipeline_info.update(
         {
             f"{info.component.path}_duration": datetime.now() - start_time,
-            f"{info.component.path}_success": info.component.execution_state.get(
+            f"{info.component.path}_state": info.component.execution_state.get(
                 info.component.path, ComponentExecutionState.NOT_RUN
             ),
         }
diff --git a/tutorials/script/core/2_conditions.py b/tutorials/script/core/2_conditions.py
index fa6b1b8ec..bef1b8106 100644
--- a/tutorials/script/core/2_conditions.py
+++ b/tutorials/script/core/2_conditions.py
@@ -31,8 +31,8 @@
 The transition condition is set by the function.
 If this function returns the value `True`,
 then the actor performs the corresponding transition.
-Actor is responsible for processing user input and determining
-the appropriate response based on the current state of the conversation and the script.
+Actor is responsible for processing user input and determining the appropriate
+response based on the current state of the conversation and the script.
 See tutorial 1 of pipeline (pipeline/1_basics) to learn more about Actor.
 Condition functions have signature
 
diff --git a/tutorials/script/core/7_pre_response_processing.py b/tutorials/script/core/7_pre_response_processing.py
index 3f7548a29..fd0ec2a90 100644
--- a/tutorials/script/core/7_pre_response_processing.py
+++ b/tutorials/script/core/7_pre_response_processing.py
@@ -5,7 +5,8 @@
 This tutorial shows pre-response processing feature.
 
 Here, %mddoclink(api,script.core.keywords,Keywords.PRE_RESPONSE_PROCESSING)
-is demonstrated which can be used for additional context processing before response handlers.
+is demonstrated which can be used for
+additional context processing before response handlers.
 
 There are also some other %mddoclink(api,script.core.keywords,Keywords)
 worth attention used in this tutorial.
diff --git a/tutorials/script/responses/3_media.py b/tutorials/script/responses/3_media.py
index ad29dd054..e2c8f6ea2 100644
--- a/tutorials/script/responses/3_media.py
+++ b/tutorials/script/responses/3_media.py
@@ -4,7 +4,8 @@
 
 Here, %mddoclink(api,script.core.message,Attachments) class is shown.
 Attachments can be used for attaching different media elements
-(such as %mddoclink(api,script.core.message,Image), %mddoclink(api,script.core.message,Document)
+(such as %mddoclink(api,script.core.message,Image),
+%mddoclink(api,script.core.message,Document)
 or %mddoclink(api,script.core.message,Audio)).
 
 They can be attached to any message but will only work if the chosen
diff --git a/tutorials/script/responses/4_multi_message.py b/tutorials/script/responses/4_multi_message.py
index e2b783675..c3e645a16 100644
--- a/tutorials/script/responses/4_multi_message.py
+++ b/tutorials/script/responses/4_multi_message.py
@@ -4,7 +4,8 @@
 
 This tutorial shows Multi Message usage.
 
-The %mddoclink(api,script.core.message,MultiMessage) represents a combination of several messages.
+The %mddoclink(api,script.core.message,MultiMessage)
+represents a combination of several messages.
 
 Let's do all the necessary imports from DFF.
 """
diff --git a/tutorials/stats/1_extractor_functions.py b/tutorials/stats/1_extractor_functions.py
index 981333a1d..7f2db4ca8 100644
--- a/tutorials/stats/1_extractor_functions.py
+++ b/tutorials/stats/1_extractor_functions.py
@@ -12,20 +12,22 @@
 
 It is a preferred practice to define extractors as asynchronous functions.
 Extractors need to have the following uniform signature:
-the expected arguments are always `Context`, `Pipeline`, and `ExtraHandlerRuntimeInfo`,
+the expected arguments are always `Context`,
+`Pipeline`, and `ExtraHandlerRuntimeInfo`,
 while the expected return value is an arbitrary `dict` or a `None`.
 The returned value gets persisted to Clickhouse as JSON
 which is why it can contain arbitrarily nested dictionaries,
 but it cannot contain any complex objects that cannot be trivially serialized.
 
-The output of these functions will be captured by an OpenTelemetry instrumentor and directed to
-the Opentelemetry collector server which in its turn batches and persists data
-to Clickhouse or other OLAP storages.
+The output of these functions will be captured by an OpenTelemetry
+instrumentor and directed to the Opentelemetry collector server which
+in its turn batches and persists data to Clickhouse or other OLAP storages.
 
 <div class="alert alert-info">
 
 Both the Opentelemetry collector and the Clickhouse instance must be running
-during statistics collection. If you cloned the DFF repo, launch them using `docker compose`:
+during statistics collection.
+If you cloned the DFF repo, launch them using `docker compose`:
 ```bash
 docker compose --profile stats up
 ```
@@ -65,9 +67,11 @@
 `from_url` method of the `OtelInstrumentor` class simplifies this task
 allowing you to only pass the url of the OTLP Collector server.
 
-* Alternatively, you can use the utility functions provided by the `stats` module:
-`set_logger_destination`, `set_tracer_destination`, or `set_meter_destination`. These accept
-an appropriate Opentelemetry exporter instance and bind it to provider classes.
+* Alternatively, you can use the utility functions
+provided by the `stats` module:
+`set_logger_destination`, `set_tracer_destination`, or `set_meter_destination`.
+These accept an appropriate Opentelemetry exporter instance
+and bind it to provider classes.
 
 * Nextly, the `OtelInstrumentor` class should be constructed to log the output
 of extractor functions. Custom extractors need to be decorated
diff --git a/tutorials/stats/2_pipeline_integration.py b/tutorials/stats/2_pipeline_integration.py
index cd042d11e..59dc4ab84 100644
--- a/tutorials/stats/2_pipeline_integration.py
+++ b/tutorials/stats/2_pipeline_integration.py
@@ -3,7 +3,9 @@
 # 2. Pipeline Integration
 
 In the DFF ecosystem, extractor functions act as regular extra handlers (
-[see the pipeline module documentation](%doclink(tutorial,pipeline.6_extra_handlers_basic))
+[see the pipeline module documentation](
+%doclink(tutorial,pipeline.6_extra_handlers_basic)
+)
 ).
 Hence, you can decorate any part of your pipeline, including services,
 service groups and the pipeline as a whole, to obtain the statistics
@@ -13,7 +15,8 @@
 <div class="alert alert-info">
 
 Both the Opentelemetry collector and the Clickhouse instance must be running
-during statistics collection. If you cloned the DFF repo, launch them using `docker compose`:
+during statistics collection.
+If you cloned the DFF repo, launch them using `docker compose`:
 ```bash
 docker compose --profile stats up
 ```
@@ -73,21 +76,22 @@ async def heavy_service(ctx: Context):
 # %% [markdown]
 """
 
-The many ways in which you can use extractor functions are shown in the following
-pipeline definition. The functions are used to obtain statistics from respective components:
+The many ways in which you can use extractor functions are shown in
+the following pipeline definition. The functions are used to obtain
+statistics from respective components:
 
 * A service group of two `heavy_service` instances.
 * An `Actor` service.
 * The pipeline as a whole.
 
-As is the case with the regular extra handler functions, you can wire the extractors
-to run either before or after the target service. As a result, you can compare
-the pre-service and post-service states of the context to measure the performance
-of various components, etc.
+As is the case with the regular extra handler functions,
+you can wire the extractors to run either before or after the target service.
+As a result, you can compare the pre-service and post-service states
+of the context to measure the performance of various components, etc.
 
-Some extractors, like `get_current_label`, have restrictions in terms of their run stage:
-for instance, `get_current_label` needs to only be used as an `after_handler`
-to function correctly.
+Some extractors, like `get_current_label`, have restrictions in terms of their
+run stage: for instance, `get_current_label` needs to only be used as an
+`after_handler` to function correctly.
 
 """
 # %%