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/llms.txt Generator
jakub.kopecky/llmstxt-generator
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No credit card required
The /llms.txt Generator 🕸️📄 extracts website content to create an llms.txt file for AI apps 🤖✨ like LLM fine-tuning and indexing. Output is available 📥 in the Key-Value Store for easy download and integration into workflows. 🚀
.dockerignore
1.venv
2
3.git
4.mise.toml
5.nvim.lua
6storage
7
8# The rest is copied from https://github.com/github/gitignore/blob/main/Python.gitignore
9
10# Byte-compiled / optimized / DLL files
11__pycache__/
12*.py[cod]
13*$py.class
14
15# C extensions
16*.so
17
18# Distribution / packaging
19.Python
20build/
21develop-eggs/
22dist/
23downloads/
24eggs/
25.eggs/
26lib/
27lib64/
28parts/
29sdist/
30var/
31wheels/
32share/python-wheels/
33*.egg-info/
34.installed.cfg
35*.egg
36MANIFEST
37
38# PyInstaller
39# Usually these files are written by a python script from a template
40# before PyInstaller builds the exe, so as to inject date/other infos into it.
41*.manifest
42*.spec
43
44# Installer logs
45pip-log.txt
46pip-delete-this-directory.txt
47
48# Unit test / coverage reports
49htmlcov/
50.tox/
51.nox/
52.coverage
53.coverage.*
54.cache
55nosetests.xml
56coverage.xml
57*.cover
58*.py,cover
59.hypothesis/
60.pytest_cache/
61cover/
62
63# Translations
64*.mo
65*.pot
66
67# Django stuff:
68*.log
69local_settings.py
70db.sqlite3
71db.sqlite3-journal
72
73# Flask stuff:
74instance/
75.webassets-cache
76
77# Scrapy stuff:
78.scrapy
79
80# Sphinx documentation
81docs/_build/
82
83# PyBuilder
84.pybuilder/
85target/
86
87# Jupyter Notebook
88.ipynb_checkpoints
89
90# IPython
91profile_default/
92ipython_config.py
93
94# pyenv
95# For a library or package, you might want to ignore these files since the code is
96# intended to run in multiple environments; otherwise, check them in:
97.python-version
98
99# pdm
100# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
101#pdm.lock
102# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
103# in version control.
104# https://pdm.fming.dev/latest/usage/project/#working-with-version-control
105.pdm.toml
106.pdm-python
107.pdm-build/
108
109# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
110__pypackages__/
111
112# Celery stuff
113celerybeat-schedule
114celerybeat.pid
115
116# SageMath parsed files
117*.sage.py
118
119# Environments
120.env
121.venv
122env/
123venv/
124ENV/
125env.bak/
126venv.bak/
127
128# Spyder project settings
129.spyderproject
130.spyproject
131
132# Rope project settings
133.ropeproject
134
135# mkdocs documentation
136/site
137
138# mypy
139.mypy_cache/
140.dmypy.json
141dmypy.json
142
143# Pyre type checker
144.pyre/
145
146# pytype static type analyzer
147.pytype/
148
149# Cython debug symbols
150cython_debug/
151
152# PyCharm
153# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
154# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
155# and can be added to the global gitignore or merged into this file. For a more nuclear
156# option (not recommended) you can uncomment the following to ignore the entire idea folder.
157.idea/.gitignore
1storage
2
3# Byte-compiled / optimized / DLL files
4__pycache__/
5*.py[cod]
6*$py.class
7
8# C extensions
9*.so
10
11# Distribution / packaging
12.Python
13build/
14develop-eggs/
15dist/
16downloads/
17eggs/
18.eggs/
19lib/
20lib64/
21parts/
22sdist/
23var/
24wheels/
25share/python-wheels/
26*.egg-info/
27.installed.cfg
28*.egg
29MANIFEST
30
31# PyInstaller
32# Usually these files are written by a python script from a template
33# before PyInstaller builds the exe, so as to inject date/other infos into it.
34*.manifest
35*.spec
36
37# Installer logs
38pip-log.txt
39pip-delete-this-directory.txt
40
41# Unit test / coverage reports
42htmlcov/
43.tox/
44.nox/
45.coverage
46.coverage.*
47.cache
48nosetests.xml
49coverage.xml
50*.cover
51*.py,cover
52.hypothesis/
53.pytest_cache/
54cover/
55
56# Translations
57*.mo
58*.pot
59
60# Django stuff:
61*.log
62local_settings.py
63db.sqlite3
64db.sqlite3-journal
65
66# Flask stuff:
67instance/
68.webassets-cache
69
70# Scrapy stuff:
71.scrapy
72
73# Sphinx documentation
74docs/_build/
75
76# PyBuilder
77.pybuilder/
78target/
79
80# Jupyter Notebook
81.ipynb_checkpoints
82
83# IPython
84profile_default/
85ipython_config.py
86
87# pyenv
88# For a library or package, you might want to ignore these files since the code is
89# intended to run in multiple environments; otherwise, check them in:
90# .python-version
91
92# pipenv
93# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
94# However, in case of collaboration, if having platform-specific dependencies or dependencies
95# having no cross-platform support, pipenv may install dependencies that don't work, or not
96# install all needed dependencies.
97#Pipfile.lock
98
99# poetry
100# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
101# This is especially recommended for binary packages to ensure reproducibility, and is more
102# commonly ignored for libraries.
103# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
104#poetry.lock
105
106# pdm
107# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
108#pdm.lock
109# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
110# in version control.
111# https://pdm.fming.dev/#use-with-ide
112.pdm.toml
113
114# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
115__pypackages__/
116
117# Celery stuff
118celerybeat-schedule
119celerybeat.pid
120
121# SageMath parsed files
122*.sage.py
123
124# Environments
125.env
126.venv
127env/
128venv/
129ENV/
130env.bak/
131venv.bak/
132
133# Spyder project settings
134.spyderproject
135.spyproject
136
137# Rope project settings
138.ropeproject
139
140# mkdocs documentation
141/site
142
143# mypy
144.mypy_cache/
145.dmypy.json
146dmypy.json
147
148# Pyre type checker
149.pyre/
150
151# pytype static type analyzer
152.pytype/
153
154# Cython debug symbols
155cython_debug/
156
157# PyCharm
158# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
159# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
160# and can be added to the global gitignore or merged into this file. For a more nuclear
161# option (not recommended) you can uncomment the following to ignore the entire idea folder.
162.idea/
163
164# docker
165volumes/**LICENSE
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2 Version 2.0, January 2004
3 http://www.apache.org/licenses/
4
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131 any Contribution intentionally submitted for inclusion in the Work
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135 the terms of any separate license agreement you may have executed
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176 END OF TERMS AND CONDITIONS
177
178 APPENDIX: How to apply the Apache License to your work.
179
180 To apply the Apache License to your work, attach the following
181 boilerplate notice, with the fields enclosed by brackets "[]"
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189 Copyright 2025 Apify Technologies s.r.o.
190
191 Licensed under the Apache License, Version 2.0 (the "License");
192 you may not use this file except in compliance with the License.
193 You may obtain a copy of the License at
194
195 http://www.apache.org/licenses/LICENSE-2.0
196
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198 distributed under the License is distributed on an "AS IS" BASIS,
199 WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
200 See the License for the specific language governing permissions and
201 limitations under the License.Makefile
1.PHONY: clean install-dev lint type-check unit-test format
2
3DIRS_WITH_CODE = src
4
5clean:
6 rm -rf .mypy_cache .pytest_cache .ruff_cache build dist htmlcov .coverage
7
8install-dev:
9 poetry install --all-extras
10
11lint:
12 poetry run ruff format --check $(DIRS_WITH_CODE)
13 poetry run ruff check $(DIRS_WITH_CODE)
14
15type-check:
16 poetry run mypy $(DIRS_WITH_CODE)
17
18format:
19 poetry run ruff check --fix $(DIRS_WITH_CODE)
20 poetry run ruff format $(DIRS_WITH_CODE)
21
22unit-test:
23 poetry run -C tests/ pytestpoetry.lock
1# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
2
3[[package]]
4name = "annotated-types"
5version = "0.7.0"
6description = "Reusable constraint types to use with typing.Annotated"
7optional = false
8python-versions = ">=3.8"
9files = [
10 {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
11 {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
12]
13
14[[package]]
15name = "ansicon"
16version = "1.89.0"
17description = "Python wrapper for loading Jason Hood's ANSICON"
18optional = false
19python-versions = "*"
20files = [
21 {file = "ansicon-1.89.0-py2.py3-none-any.whl", hash = "sha256:f1def52d17f65c2c9682cf8370c03f541f410c1752d6a14029f97318e4b9dfec"},
22 {file = "ansicon-1.89.0.tar.gz", hash = "sha256:e4d039def5768a47e4afec8e89e83ec3ae5a26bf00ad851f914d1240b444d2b1"},
23]
24
25[[package]]
26name = "anyio"
27version = "4.8.0"
28description = "High level compatibility layer for multiple asynchronous event loop implementations"
29optional = false
30python-versions = ">=3.9"
31files = [
32 {file = "anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a"},
33 {file = "anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a"},
34]
35
36[package.dependencies]
37idna = ">=2.8"
38sniffio = ">=1.1"
39typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
40
41[package.extras]
42doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
43test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
44trio = ["trio (>=0.26.1)"]
45
46[[package]]
47name = "apify"
48version = "2.1.0"
49description = "Apify SDK for Python"
50optional = false
51python-versions = "<4.0,>=3.9"
52files = [
53 {file = "apify-2.1.0-py3-none-any.whl", hash = "sha256:5b9f2257fe9c0946e0c15d260dddfd0d494d4242ec1351a5fa3b20759755d62b"},
54 {file = "apify-2.1.0.tar.gz", hash = "sha256:054bb2ecca8cf3f80fda37219a1d8cddd1068b2dba7d3dda4e46aabddff80983"},
55]
56
57[package.dependencies]
58apify-client = ">=1.8.1"
59apify-shared = ">=1.1.2"
60crawlee = ">=0.4.0,<0.5.0"
61cryptography = ">=42.0.0"
62httpx = ">=0.27.0,<0.28.0"
63lazy-object-proxy = ">=1.10.0"
64typing-extensions = ">=4.1.0"
65websockets = ">=10.0,<14.0.0"
66
67[package.extras]
68scrapy = ["scrapy (>=2.11.0)"]
69
70[[package]]
71name = "apify-client"
72version = "1.8.1"
73description = "Apify API client for Python"
74optional = false
75python-versions = "<4.0,>=3.9"
76files = [
77 {file = "apify_client-1.8.1-py3-none-any.whl", hash = "sha256:cfa6df3816c436204e37457fba28981a0ef6a7602cde372463f0f078eee64747"},
78 {file = "apify_client-1.8.1.tar.gz", hash = "sha256:2be1be7879570655bddeebf126833efe94cabb95b3755592845e92c20c70c674"},
79]
80
81[package.dependencies]
82apify-shared = ">=1.1.2"
83httpx = ">=0.25.0"
84more_itertools = ">=10.0.0"
85
86[[package]]
87name = "apify-shared"
88version = "1.2.1"
89description = "Tools and constants shared across Apify projects."
90optional = false
91python-versions = ">=3.8"
92files = [
93 {file = "apify_shared-1.2.1-py3-none-any.whl", hash = "sha256:cee136729c41c215796d8ca9f7b2e5736995d44f9471663d61827d16f592df9b"},
94 {file = "apify_shared-1.2.1.tar.gz", hash = "sha256:986557e2b01c584aa57258fb4af83d32ecb6979c0d804ccbfda7c0e79a2d00b1"},
95]
96
97[package.extras]
98dev = ["build (>=1.0.3,<1.1.0)", "filelock (>=3.12.4,<3.13.0)", "mypy (>=1.7.1,<1.8.0)", "pre-commit (>=3.4.0,<3.5.0)", "pydoc-markdown (>=4.8.2,<4.9.0)", "pytest (>=7.4.2,<7.5.0)", "pytest-asyncio (>=0.21.0,<0.22.0)", "pytest-cov (>=4.1.0,<4.2.0)", "pytest-only (>=2.0.0,<2.1.0)", "pytest-timeout (>=2.2.0,<2.3.0)", "pytest-xdist (>=3.3.1,<3.4.0)", "respx (>=0.20.1,<0.21.0)", "ruff (>=0.1.13,<0.2.0)", "setuptools (>=68.0.0)", "twine (>=5.1.1,<5.2.0)"]
99
100[[package]]
101name = "arrow"
102version = "1.3.0"
103description = "Better dates & times for Python"
104optional = false
105python-versions = ">=3.8"
106files = [
107 {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"},
108 {file = "arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"},
109]
110
111[package.dependencies]
112python-dateutil = ">=2.7.0"
113types-python-dateutil = ">=2.8.10"
114
115[package.extras]
116doc = ["doc8", "sphinx (>=7.0.0)", "sphinx-autobuild", "sphinx-autodoc-typehints", "sphinx_rtd_theme (>=1.3.0)"]
117test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytz (==2021.1)", "simplejson (==3.*)"]
118
119[[package]]
120name = "beautifulsoup4"
121version = "4.12.3"
122description = "Screen-scraping library"
123optional = false
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2227]
2228
2229[package.dependencies]
2230idna = ">=2.0"
2231multidict = ">=4.0"
2232propcache = ">=0.2.0"
2233
2234[metadata]
2235lock-version = "2.0"
2236python-versions = "^3.12"
2237content-hash = "e741490d4b632d25e3c8932ed559ce3421aa2a284eb6df9de0f2b70a884241ab"poetry.toml
1cache-dir = "/tmp/.poetry-cache"
2
3[virtualenvs]
4in-project = truepyproject.toml
1[tool.poetry]
2name = "apify-llmstxt-generator"
3version = "0.1.0"
4description = "/llms.txt generator"
5authors = ["Jakub Kopecky <jakub.kopecky@apify.com>"]
6readme = "README.md"
7package-mode = false
8
9[tool.poetry.dependencies]
10python = "^3.12"
11apify = "^2.1.0"
12beautifulsoup4 = "^4.12.3"
13
14[tool.poetry.group.dev.dependencies]
15ruff = "^0.8.6"
16mypy = "^1.14.1"
17types-beautifulsoup4 = "^4.12.0.20241020"
18pytest = "^8.3.4"
19pytest-asyncio = "^0.25.2"
20pytest-timeout = "^2.3.1"
21
22[build-system]
23requires = ["poetry-core"]
24build-backend = "poetry.core.masonry.api"
25
26[tool.pyright]
27venvPath = "."
28venv = ".venv"
29
30[tool.ruff]
31line-length = 120
32
33[tool.ruff.lint]
34select = ["ALL"]
35ignore = [
36 "ANN401", # Dynamically typed expressions (typing.Any) are disallowed in {filename}
37 "ASYNC109", # Async function definition with a `timeout` parameter
38 "BLE001", # Do not catch blind exception
39 "C901", # `{name}` is too complex
40 "COM812", # This rule may cause conflicts when used with the formatter
41 "D100", # Missing docstring in public module
42 "D104", # Missing docstring in public package
43 "D107", # Missing docstring in `__init__`
44 "EM", # flake8-errmsg
45 "G004", # Logging statement uses f-string
46 "ISC001", # This rule may cause conflicts when used with the formatter
47 "FIX", # flake8-fixme
48 "PLR0911", # Too many return statements
49 "PLR0913", # Too many arguments in function definition
50 "PLR0915", # Too many statements
51 "PTH", # flake8-use-pathlib
52 "PYI034", # `__aenter__` methods in classes like `{name}` usually return `self` at runtime
53 "PYI036", # The second argument in `__aexit__` should be annotated with `object` or `BaseException | None`
54 "S102", # Use of `exec` detected
55 "S105", # Possible hardcoded password assigned to
56 "S106", # Possible hardcoded password assigned to argument: "{name}"
57 "S301", # `pickle` and modules that wrap it can be unsafe when used to deserialize untrusted data, possible security issue
58 "S303", # Use of insecure MD2, MD4, MD5, or SHA1 hash function
59 "S311", # Standard pseudo-random generators are not suitable for cryptographic purposes
60 "TD002", # Missing author in TODO; try: `# TODO(<author_name>): ...` or `# TODO @<author_name>: ...
61 "TRY003", # Avoid specifying long messages outside the exception class
62]
63
64[tool.ruff.format]
65quote-style = "single"
66indent-style = "space"
67
68[tool.ruff.lint.per-file-ignores]
69"**/__init__.py" = [
70 "F401", # Unused imports
71]
72"**/{tests}/*" = [
73 "D", # Everything from the pydocstyle
74 "INP001", # File {filename} is part of an implicit namespace package, add an __init__.py
75 "PLR2004", # Magic value used in comparison, consider replacing {value} with a constant variable
76 "S101", # Use of assert detected
77 "SLF001", # Private member accessed: `{name}`
78 "T20", # flake8-print
79 "TRY301", # Abstract `raise` to an inner function
80]
81"**/{docs}/**" = [
82 "D", # Everything from the pydocstyle
83 "INP001", # File {filename} is part of an implicit namespace package, add an __init__.py
84 "F841", # Local variable {variable} is assigned to but never used
85 "N999", # Invalid module name
86]
87
88[tool.ruff.lint.flake8-quotes]
89docstring-quotes = "double"
90inline-quotes = "single"
91
92[tool.ruff.lint.flake8-type-checking]
93runtime-evaluated-base-classes = [
94 "pydantic.BaseModel",
95 "pydantic_settings.BaseSettings",
96]
97
98[tool.ruff.lint.flake8-builtins]
99builtins-ignorelist = ["id"]
100
101[tool.ruff.lint.pydocstyle]
102convention = "google"
103
104[tool.ruff.lint.pylint]
105max-branches = 18
106
107[tool.pytest.ini_options]
108addopts = "-ra"
109asyncio_mode = "auto"
110asyncio_default_fixture_loop_scope = "function"
111timeout = 1200
112
113[tool.mypy]
114python_version = "3.11"
115files = ["scripts", "src", "tests"]
116check_untyped_defs = true
117disallow_incomplete_defs = true
118disallow_untyped_calls = true
119disallow_untyped_decorators = true
120disallow_untyped_defs = true
121no_implicit_optional = true
122warn_redundant_casts = true
123warn_return_any = true
124warn_unreachable = true
125warn_unused_ignores = true
126
127[tool.mypy-sortedcollections]
128ignore_missing_imports = true.actor/Dockerfile
1FROM apify/actor-python:3.12
2
3WORKDIR /usr/src/app
4
5COPY pyproject.toml poetry.lock pyproject.toml ./
6
7ARG ACTOR_PATH_IN_DOCKER_CONTEXT
8ENV ACTOR_PATH_IN_DOCKER_CONTEXT="${ACTOR_PATH_IN_DOCKER_CONTEXT}"
9
10RUN echo "Python version:" \
11 && python --version \
12 && echo "Pip version:" \
13 && pip --version \
14 && echo "Installing Poetry:" \
15 && pip install --no-cache-dir poetry~=1.8 \
16 && echo "Installing dependencies:" \
17 && poetry config virtualenvs.create false \
18 && poetry install --no-interaction --no-ansi --without dev \
19 && rm -rf /tmp/.poetry-cache \
20 && echo "All installed Python packages:" \
21 && pip freeze
22
23COPY src ./src
24
25# create non-root user
26RUN useradd -m apify && \
27 chown -R apify:apify /usr/src/app
28
29USER apify
30
31CMD ["python3", "-m", "src"].actor/actor.json
1{
2 "actorSpecification": 1,
3 "name": "llmstxt-generator",
4 "title": "Generate /llms.txt for the given site",
5 "description": "Generates /llms.txt for the given site",
6 "version": "0.0",
7 "buildTag": "latest",
8 "input": "./input_schema.json",
9 "storages": {
10 "dataset": "./dataset_schema.json"
11 },
12 "dockerfile": "./Dockerfile"
13}.actor/dataset_schema.json
1{
2 "actorSpecification": 1,
3 "views": {
4 "overview": {
5 "title": "Overview",
6 "transformation": {
7 "fields": ["llms.txt"]
8 },
9 "display": {
10 "component": "table",
11 "properties": {
12 "llms.txt": {
13 "label": "llms.txt",
14 "format": "text"
15 }
16 }
17 }
18 }
19 }
20}.actor/input_schema.json
1{
2 "title": "Generate /llms.txt for the given site",
3 "type": "object",
4 "schemaVersion": 1,
5 "properties": {
6 "startUrl": {
7 "title": "Start URL",
8 "type": "string",
9 "description": "The URL from which the crawler will start to generate the /llms.txt file.",
10 "editor": "textfield",
11 "prefill": "https://docs.apify.com/cli/docs"
12 },
13 "maxCrawlDepth": {
14 "title": "Max crawl depth",
15 "type": "integer",
16 "description": "The maximum depth of the crawl. Default is 1.",
17 "editor": "number",
18 "default": 1
19 },
20 "maxCrawlPages": {
21 "title": "Max crawl pages",
22 "type": "integer",
23 "description": "The maximum number of pages to crawl. Default is 50.",
24 "editor": "number",
25 "default": 50
26 },
27 "crawlerType": {
28 "title": "Crawler type",
29 "type": "string",
30 "enum": [
31 "playwright:adaptive",
32 "playwright:firefox",
33 "playwright:chrome",
34 "cheerio",
35 "jsdom"
36 ],
37 "enumTitles": [
38 "Adaptive switching between browser and raw HTTP - Fast and renders JavaScript if needed. This is the recommended option.",
39 "Headless browser (Firefox+Playwright) - Reliable, renders JavaScript, best in avoiding blocking, but might be slow.",
40 "Headless browser (Chrome+Playwright) - Deprecated, the crawler will use Firefox+Playwright instead.",
41 "Raw HTTP client (Cheerio) - Fastest crawler, but cannot render JavaScript.",
42 "Raw HTTP client with JavaScript (JSDOM) - Experimental, use at your own risk."
43 ],
44 "description": "Select the crawling engine:\n- **Headless web browser** - Useful for modern websites with anti-scraping protections and JavaScript rendering. It recognizes common blocking patterns like CAPTCHAs and automatically retries blocked requests through new sessions. However, running web browsers is more expensive as it requires more computing resources and is slower. It is recommended to use at least 8 GB of RAM.\n- **Stealthy web browser** (default) - Another headless web browser with anti-blocking measures enabled. Try this if you encounter bot protection while scraping. For best performance, use with Apify Proxy residential IPs. \n- **Adaptive switching between Chrome and raw HTTP client** - The crawler automatically switches between raw HTTP for static pages and Chrome browser (via Playwright) for dynamic pages, to get the maximum performance wherever possible. \n- **Raw HTTP client** - High-performance crawling mode that uses raw HTTP requests to fetch the pages. It is faster and cheaper, but it might not work on all websites.\n\nBeware that with the raw HTTP client or adaptive crawling mode, some features are not available, e.g. wait for dynamic content, maximum scroll height, or remove cookie warnings.",
45 "default": "playwright:adaptive",
46 "prefill": "playwright:adaptive"
47 }
48 },
49 "required": ["startUrl"]
50}src/__init__.py
src/__main__.py
1import asyncio
2
3from .main import main
4
5# Execute the llms.txt generator actor entry point.
6asyncio.run(main())src/crawler_config.py
1CRAWLER_CONFIG = {
2 'htmlTransformer': 'none',
3 'keepElementsCssSelector': 'meta[name="description"],meta[name="Description"]\ntitle',
4 # changed by get_crawler_actor_config with default value 1
5 'maxCrawlDepth': 0, # 0 by default for root page only just in case
6 'maxCrawlPages': 10, # 10 by default, just in case it is not set
7 'saveHtmlAsFile': True,
8 'startUrls': [
9 # is populated by get_crawler_actor_config
10 ],
11 'useSitemaps': False,
12}src/helpers.py
1from __future__ import annotations
2
3import logging
4from typing import TYPE_CHECKING
5from urllib.parse import urlparse
6
7import bs4
8from bs4.element import NavigableString
9
10from src.crawler_config import CRAWLER_CONFIG
11
12if TYPE_CHECKING:
13 from apify_client.clients import KeyValueStoreClientAsync
14
15# not using Actor.log because pytest then throws a warning
16# about non existent event loop
17logger = logging.getLogger('apify')
18
19
20def normalize_url(url: str) -> str:
21 """Normalizes the URL by removing trailing slash."""
22 parsed_url = urlparse(url)
23 normalized = parsed_url._replace(path=parsed_url.path.rstrip('/'))
24 return normalized.geturl()
25
26
27def get_hostname_path_string_from_url(url: str) -> str:
28 """Extracts the hostname and path from the URL."""
29 parsed_url = urlparse(url)
30 if parsed_url.hostname is None or parsed_url.path is None:
31 return url
32 return f'{parsed_url.hostname}{parsed_url.path}'
33
34
35def is_description_suitable(description: str | None) -> bool:
36 """Checks if the description is suitable for the `llms.txt` file.
37
38 Currently only cheks if the description does not contain newlines.
39 This was created because of the https://docs.apify.com/api/v2.
40 The page that contains whole MD document in the meta tag description.
41 """
42 if description is None:
43 return False
44 return '\n' not in description
45
46
47async def get_description_from_kvstore(kvstore: KeyValueStoreClientAsync, html_url: str) -> str | None:
48 """Extracts the description from the HTML content stored in the KV store."""
49 store_id = html_url.split('records/')[-1]
50 if not (record := await kvstore.get_record(store_id)):
51 logger.warning(f'Failed to get record with id "{store_id}"!')
52 return None
53 if not (html := record.get('value')) or not isinstance(html, str):
54 logger.warning(f'Invalid HTML content for record with id "{store_id}"!')
55 return None
56
57 return get_description_from_html(html)
58
59
60def get_crawler_actor_config(
61 url: str, max_crawl_depth: int = 1, max_crawl_pages: int = 50, crawler_type: str = 'playwright:adaptive'
62) -> dict:
63 """Creates actor input configuration for the `apify/website-content-crawler` actor."""
64 config = CRAWLER_CONFIG
65 config['startUrls'] = [{'url': url, 'method': 'GET'}]
66 config['maxCrawlDepth'] = max_crawl_depth
67 config['maxCrawlPages'] = max_crawl_pages
68 config['crawlerType'] = crawler_type
69
70 return config
71
72
73def get_description_from_html(html: str) -> None | str:
74 """Extracts the description from the HTML content.
75
76 Uses meta 'description' or 'Description' from the html.
77 """
78 soup = bs4.BeautifulSoup(html, 'html.parser')
79 description = soup.find('meta', {'name': 'description'})
80 if description is None:
81 description = soup.find('meta', {'name': 'Description'})
82
83 if description is None:
84 return None
85
86 if isinstance(description, NavigableString):
87 return description.getText()
88
89 content = description.get('content')
90 if isinstance(content, list):
91 return ''.join(content)
92
93 return contentsrc/main.py
1"""This module defines the main entry point for the llsm.txt generator actor."""
2
3import asyncio
4import logging
5from datetime import timedelta
6from typing import TYPE_CHECKING
7from urllib.parse import urlparse
8
9from apify import Actor
10
11from .helpers import get_crawler_actor_config, get_description_from_kvstore, is_description_suitable, normalize_url
12from .renderer import render_llms_txt
13
14if TYPE_CHECKING:
15 from src.mytypes import LLMSData, SectionDict
16
17logger = logging.getLogger('apify')
18
19# minimum for the llms.txt generator to process the results
20MIN_GENERATOR_RUN_SECS = 60
21
22
23async def main() -> None:
24 """Main entry point for the llms.txt generator actor."""
25 async with Actor:
26 actor_input = await Actor.get_input()
27 url = actor_input.get('startUrl')
28 if url is None:
29 msg = 'Missing "startUrl" attribute in input!'
30 raise ValueError(msg)
31 url_normalized = normalize_url(url)
32
33 max_crawl_depth = int(actor_input.get('maxCrawlDepth', 1))
34 max_crawl_pages = int(actor_input.get('maxCrawlPages', 50))
35 crawler_type = actor_input.get('crawlerType', 'playwright:adaptive')
36
37 if run_id := Actor.config.actor_run_id:
38 if not (run := await Actor.apify_client.run(run_id).get()):
39 msg = 'Failed to get the actor run details!'
40 raise RuntimeError(msg)
41
42 if not (timeout_secs := run.get('options', {}).get('timeoutSecs')):
43 msg = 'Missing "timeoutSecs" attribute in actor run details!'
44 raise ValueError(msg)
45
46 # crawler timeout is set to timeout - MIN_GENERATOR_RUN_SECS or timeout if tha time is too low
47 timeout_crawler = timedelta(
48 seconds=(
49 timeout_secs - MIN_GENERATOR_RUN_SECS
50 if timeout_secs >= MIN_GENERATOR_RUN_SECS * 2
51 else timeout_secs
52 )
53 )
54 # if run is local, do not set the timeout
55 else:
56 logger.warning('Running the actor locally, not setting the crawler timeout!')
57 timeout_crawler = None
58
59 # call apify/website-content-crawler actor to get the html content
60 logger.info(f'Starting the "apify/website-content-crawler" actor for URL: {url}')
61 await Actor.set_status_message('Starting the crawler...')
62 actor_run_details = await Actor.call(
63 'apify/website-content-crawler',
64 get_crawler_actor_config(
65 url, max_crawl_depth=max_crawl_depth, max_crawl_pages=max_crawl_pages, crawler_type=crawler_type
66 ),
67 # memory limit for the crawler actor so free tier can use this actor
68 memory_mbytes=4096,
69 wait=timedelta(seconds=5),
70 timeout=timeout_crawler,
71 )
72 if actor_run_details is None:
73 msg = 'Failed to start the "apify/website-content-crawler" actor!'
74 raise RuntimeError(msg)
75
76 run_client = Actor.apify_client.run(actor_run_details.id)
77 last_status_msg = None
78 while (run := await run_client.get()) and run.get('status') == 'RUNNING':
79 status_msg = run.get('statusMessage')
80 if status_msg != last_status_msg:
81 logger.info(f'Crawler status: {status_msg}')
82 if status_msg is not None:
83 await Actor.set_status_message(status_msg)
84 last_status_msg = status_msg
85 await asyncio.sleep(5)
86
87 if not (run := await run_client.wait_for_finish()):
88 msg = 'Failed to get the "apify/website-content-crawler" actor run details!'
89 raise RuntimeError(msg)
90 status_msg = run.get('statusMessage')
91 logger.info(f'Crawler status: {status_msg}')
92 await Actor.set_status_message('Crawler finished! Processing the results...')
93
94 run_store = run_client.key_value_store()
95 run_dataset = run_client.dataset()
96
97 hostname = urlparse(url).hostname
98 root_title = hostname
99
100 data: LLMSData = {'title': root_title, 'description': None, 'details': None, 'sections': []}
101 # add all pages to index section for now
102 section: SectionDict = {'title': 'Index', 'links': []}
103
104 is_dataset_empty = True
105 async for item in run_dataset.iterate_items():
106 is_dataset_empty = False
107 item_url = item.get('url')
108 logger.info(f'Processing page: {item_url}')
109 if item_url is None:
110 logger.warning('Missing "url" attribute in dataset item!')
111 continue
112 html_url = item.get('htmlUrl')
113 if html_url is None:
114 logger.warning('Missing "htmlUrl" attribute in dataset item!')
115 continue
116
117 is_root = normalize_url(item_url) == url_normalized
118 if is_root:
119 description = await get_description_from_kvstore(run_store, html_url)
120 data['description'] = description if is_description_suitable(description) else None
121 continue
122
123 metadata = item.get('metadata', {})
124 description = metadata.get('description')
125 title = metadata.get('title')
126
127 # extract description from HTML, crawler might not have extracted it
128 if description is None:
129 description = await get_description_from_kvstore(run_store, html_url)
130
131 if not is_description_suitable(description):
132 description = None
133
134 section['links'].append({'url': item_url, 'title': title, 'description': description})
135
136 if is_dataset_empty:
137 msg = (
138 'No pages were crawled successfully!'
139 ' Please check the "apify/website-content-crawler" actor run for more details.'
140 )
141 raise RuntimeError(msg)
142
143 if section['links']:
144 data['sections'].append(section)
145
146 output = render_llms_txt(data)
147
148 # save into kv-store as a file to be able to download it
149 store = await Actor.open_key_value_store()
150 await store.set_value('llms.txt', output)
151 logger.info('Saved the "llms.txt" file into the key-value store!')
152
153 await Actor.push_data({'llms.txt': output})
154 logger.info('Pushed the "llms.txt" file to the dataset!')
155
156 await Actor.set_status_message('Finished! Saved the "llms.txt" file into the key-value store and dataset...')src/mytypes.py
1from __future__ import annotations
2
3from typing import TypedDict
4
5
6class LinkDict(TypedDict):
7 """Dictionary representing a single link in the `llms.txt` file."""
8
9 url: str
10 title: str
11 description: str | None
12
13
14class SectionDict(TypedDict):
15 """Dictionary representing a single section in the `llms.txt` file."""
16
17 title: str
18 links: list[LinkDict]
19
20
21class LLMSData(TypedDict):
22 """Dictionary representing the data structure of the `llms.txt` file."""
23
24 title: str
25 description: str | None
26 details: str | None
27 sections: list[SectionDict]src/renderer.py
1from src.mytypes import LLMSData
2
3
4def render_llms_txt(data: LLMSData) -> str:
5 """Generates llms.txt file from the provided data.
6
7 Example data:
8 {
9 'title': 'Example',
10 'description': 'Example description',
11 'details': 'Example details',
12 'sections': [
13 {
14 'title': 'Section 1',
15 'links': [
16 {'url': 'https://example.com', 'title': 'Example', 'description': 'Example description'},
17 ],
18 },
19 ],
20 }
21 Example output:
22 # Example
23
24 > Example description
25
26 Example details
27
28 ## Section 1
29
30 - [Example](https://example.com): Example description
31
32 """
33 result = [f"# {data['title']}\n\n"]
34
35 if data.get('description'):
36 result.append(f"> {data['description']}\n\n")
37
38 if data.get('details'):
39 result.append(f"{data['details']}\n\n")
40
41 for section in data.get('sections', []):
42 result.append(f"## {section['title']}\n\n")
43 for link in section.get('links', []):
44 link_str = f"- [{link['title']}]({link['url']})"
45 if link.get('description'):
46 link_str += f": {link['description']}"
47 result.append(f'{link_str}\n')
48
49 return ''.join(result)tests/__init__.py
1import sys
2from pathlib import Path
3
4parent_dir = Path(__file__).parent
5src_dir = parent_dir.parent / 'src'
6
7sys.path.append(str(src_dir))tests/test_helpers.py
1from src.helpers import get_hostname_path_string_from_url, normalize_url
2
3
4def test_normalize_url() -> None:
5 url = 'https://example.com/'
6 url_normalized = 'https://example.com'
7 assert normalize_url(url) == url_normalized
8
9def test_get_hostname_path_string_from_url() -> None:
10 url = 'https://example.com/path'
11 assert get_hostname_path_string_from_url(url) == 'example.com/path'
12
13 url2 = 'https://example.com/path/'
14 assert get_hostname_path_string_from_url(url2) == 'example.com/path/'tests/test_html.py
1from src.helpers import get_description_from_html
2
3
4def test_description_meta_tag() -> None:
5 html = '<html><head><meta name="description" content="testdesc"></head><body></body></html>'
6 assert get_description_from_html(html) == 'testdesc'
7
8
9def test_description_meta_tag_with_capital_d() -> None:
10 html = '<html><head><meta name="Description" content="testdec"></head><body></body></html>'
11 assert get_description_from_html(html) == 'testdec'
12
13
14def test_no_description_meta_tag() -> None:
15 html = '<html><head></head><body></body></html>'
16 assert get_description_from_html(html) is Nonetests/test_renderer.py
1from typing import TYPE_CHECKING
2
3from src.renderer import render_llms_txt
4
5if TYPE_CHECKING:
6 from src.mytypes import LLMSData
7
8
9def test_render_llms_txt() -> None:
10 data: LLMSData = {
11 'title': 'docs.apify.com',
12 'details': None,
13 'description': None,
14 'sections': [
15 {
16 'title': 'Index',
17 'links': [
18 {
19 'url': 'https://docs.apify.com/academy',
20 'title': 'Web Scraping Academy', 'description': 'Learn everything about web scraping.'
21 }
22 ]
23 }
24 ]
25 }
26
27 expected_output = """# docs.apify.com
28
29## Index
30
31- [Web Scraping Academy](https://docs.apify.com/academy): Learn everything about web scraping.
32"""
33
34 assert render_llms_txt(data) == expected_output
35
36def test_render_llms_txt_with_description() -> None:
37 data: LLMSData = {
38 'title': 'docs.apify.com',
39 'description': 'Apify documentation',
40 'details': None,
41 'sections': [
42 {
43 'title': 'Index',
44 'links': [
45 {
46 'url': 'https://docs.apify.com/academy',
47 'title': 'Web Scraping Academy', 'description': 'Learn everything about web scraping.'
48 }
49 ]
50 }
51 ]
52 }
53
54 expected_output = """# docs.apify.com
55
56> Apify documentation
57
58## Index
59
60- [Web Scraping Academy](https://docs.apify.com/academy): Learn everything about web scraping.
61"""
62
63 assert render_llms_txt(data) == expected_output
64
65def test_render_llms_txt_with_description_and_details() -> None:
66 data: LLMSData = {
67 'title': 'docs.apify.com',
68 'description': 'Apify documentation',
69 'details': 'This is the documentation for Apify',
70 'sections': [
71 {
72 'title': 'Index',
73 'links': [
74 {
75 'url': 'https://docs.apify.com/academy',
76 'title': 'Web Scraping Academy', 'description': 'Learn everything about web scraping.'
77 }
78 ]
79 }
80 ]
81 }
82
83 expected_output = """# docs.apify.com
84
85> Apify documentation
86
87This is the documentation for Apify
88
89## Index
90
91- [Web Scraping Academy](https://docs.apify.com/academy): Learn everything about web scraping.
92"""
93
94 assert render_llms_txt(data) == expected_output
95
96def test_render_llms_txt_with_no_sections() -> None:
97 data: LLMSData = {
98 'title': 'docs.apify.com',
99 'description': 'Apify documentation',
100 'details': None,
101 'sections': []
102 }
103
104 expected_output = """# docs.apify.com
105
106> Apify documentation
107
108"""
109
110 assert render_llms_txt(data) == expected_output.github/workflows/master.yml
1# This workflow will install Python dependencies, run tests and lint with a variety of Python versions
2# For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python
3
4name: Python Lint, Check, Test
5
6on:
7 push:
8 branches: ["master"]
9 pull_request:
10 branches: ["master"]
11
12jobs:
13 build:
14 runs-on: ubuntu-latest
15 timeout-minutes: 20
16 strategy:
17 fail-fast: false
18 matrix:
19 python-version: ["3.12"]
20
21 steps:
22 - name: Checkout repository
23 uses: actions/checkout@v3
24
25 - name: Set up Python ${{ matrix.python-version }}
26 uses: actions/setup-python@v4
27 with:
28 python-version: ${{ matrix.python-version }}
29
30 - name: Install Poetry
31 run: pip install poetry
32
33 - name: Install dependencies
34 run: make install-dev
35
36 - name: Run lint
37 run: make lint
38
39 - name: Run type checks
40 run: make type-check
41
42 - name: Tests (unit)
43 run: make unit-testDeveloper
Jakub KopeckýMaintained by Community
Actor Metrics
5 monthly users
-
1 star
87% runs succeeded
Created in Jan 2025
Modified 3 days ago
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