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README.md

@@ -4,6 +4,7 @@ app_file: app.py
 sdk: gradio
 sdk_version: 5.42.0
 ---
+
 ## Gradio MCP Integration
 
 Gradio allows developers to create UIs for their models with just a few lines of Python code. It's particularly useful for:
@@ -162,6 +163,15 @@ It is strongly recommended that input images and files be passed as full URLs ("
 
 4. Hosted MCP Servers on Hugging Face Spaces: You can publish your Gradio application for free on Hugging Face Spaces, which allow you to have a free hosted MCP server. Here's an example of such a Space: [https://huggingface.co/spaces/abidlabs/mcp-tools](https://huggingface.co/spaces/abidlabs/mcp-tools)
 
+5. Deploy the application and server to Hugging Face Spaces:
+
+```bash
+gradio deploy
+```
+
+IMPORTANT: You must be already logged in with your hugging face cli, then just confirm the required information on the steps and the Spaces URL will be informed, like this example:
+'https://huggingface.co/spaces/layers2024/gradio-test'
+
 #### Troubleshooting timestamp
 
 1. Type Hints and Docstrings: Ensure you provide type hints and valid docstrings for your functions. The docstring should include "Args:" block with indented parameters names.

requirements.txt

@@ -1,380 +1 @@
-aiofiles==24.1.0
-aiohappyeyeballs==2.4.4
-aiohttp==3.11.11
-aiosignal==1.3.2
-alembic==1.14.0
-annotated-types==0.7.0
-anyio==4.10.0
-appdirs==1.4.4
-apturl==0.5.2
-argcomplete==1.8.1
-argon2-cffi==23.1.0
-argon2-cffi-bindings==21.2.0
-arrow==1.3.0
-asgiref==3.8.1
-asttokens==2.4.1
-async-lru==2.0.4
-async-timeout==4.0.3
-attrs==25.3.0
-auth0-python==4.7.2
-Babel==2.14.0
-backoff==2.2.1
-bcrypt==4.2.1
-beautifulsoup4==4.12.3
-bleach==6.1.0
-blinker==1.4
-Brlapi==0.8.3
-Brotli==1.1.0
-build==1.2.2.post1
-cachetools==5.5.0
-certifi==2025.8.3
-cffi==1.16.0
-chardet==4.0.0
-charset-normalizer==3.3.2
-chroma-hnswlib==0.7.6
-chromadb==0.5.23
-click==8.2.1
-cohere==5.13.4
-colorama==0.4.4
-coloredlogs==15.0.1
-comm==0.2.1
-command-not-found==0.3
-contourpy==1.2.0
-coverage==7.6.0
-crewai==0.86.0
-crewai-tools==0.17.0
-cryptography==43.0.3
-cupshelpers==1.0
-cycler==0.12.1
-dataclasses-json==0.6.7
-dbus-python==1.2.18
-debugpy==1.8.1
-decorator==5.1.1
-defer==1.0.6
-defusedxml==0.7.1
-dell-recovery==0.0.0
-Deprecated==1.2.15
-deprecation==2.1.0
-distlib==0.3.8
-distro==1.7.0
-distro-info==1.1+ubuntu0.2
-docker==7.1.0
-docker-compose==1.29.2
-dockerpty==0.4.1
-docopt==0.6.2
-docstring_parser==0.16
-docx2txt==0.8
-duplicity==0.8.21
-durationpy==0.9
-embedchain==0.1.125
-et_xmlfile==2.0.0
-exceptiongroup==1.2.0
-executing==2.0.1
-fastapi==0.116.1
-fastavro==1.10.0
-fasteners==0.14.1
-fastjsonschema==2.19.1
-ffmpy==0.6.1
-filelock==3.15.4
-filetype==1.2.0
-flatbuffers==24.3.25
-fonttools==4.49.0
-fqdn==1.5.1
-frozenlist==1.5.0
-fsspec==2024.12.0
-future==0.18.2
-google-ai-generativelanguage==0.6.10
-google-api-core==2.24.0
-google-api-python-client==2.156.0
-google-auth==2.37.0
-google-auth-httplib2==0.2.0
-google-cloud-aiplatform==1.75.0
-google-cloud-bigquery==3.27.0
-google-cloud-core==2.4.1
-google-cloud-resource-manager==1.14.0
-google-cloud-storage==2.19.0
-google-crc32c==1.6.0
-google-generativeai==0.8.3
-google-resumable-media==2.7.2
-googleapis-common-protos==1.66.0
-gptcache==0.1.44
-gradio==5.42.0
-gradio_client==1.11.1
-greenlet==3.1.1
-groovy==0.1.2
-grpc-google-iam-v1==0.13.1
-grpcio==1.68.1
-grpcio-status==1.68.1
-grpcio-tools==1.68.1
-gyp==0.1
-h11==0.16.0
-h2==4.1.0
-hf-xet==1.1.7
-hpack==4.0.0
-httpcore==1.0.9
-httplib2==0.20.2
-httptools==0.6.1
-httpx==0.28.1
-httpx-sse==0.4.1
-huggingface-hub==0.34.4
-humanfriendly==10.0
-hyperframe==6.0.1
-idna==3.10
-imaplib2==3.5
-importlib_metadata==8.5.0
-importlib_resources==6.4.5
-iniconfig==2.0.0
-instructor==1.7.0
-ipykernel==6.29.3
-ipython==8.22.1
-ipywidgets==8.1.2
-isoduration==20.11.0
-jedi==0.19.1
-jeepney==0.7.1
-Jinja2==3.1.5
-jiter==0.6.1
-json5==0.9.18
-json_repair==0.32.0
-jsonpatch==1.33
-jsonpickle==4.0.1
-jsonpointer==2.4
-jsonref==1.1.0
-jsonschema==4.25.0
-jsonschema-specifications==2025.4.1
-jupyter==1.0.0
-jupyter-console==6.6.3
-jupyter-events==0.9.0
-jupyter-lsp==2.2.3
-jupyter_client==8.6.0
-jupyter_core==5.7.1
-jupyter_server==2.12.5
-jupyter_server_terminals==0.5.2
-jupyterlab==4.1.2
-jupyterlab_pygments==0.3.0
-jupyterlab_server==2.25.3
-jupyterlab_widgets==3.0.10
-kaggle==1.6.17
-keyring==23.5.0
-kiwisolver==1.4.5
-kubernetes==31.0.0
-lancedb==0.17.0
-langchain==0.3.13
-langchain-cohere==0.3.4
-langchain-community==0.3.13
-langchain-core==0.3.28
-langchain-experimental==0.3.4
-langchain-google-genai==2.0.7
-langchain-openai==0.2.14
-langchain-text-splitters==0.3.4
-langgraph-cli==0.2.5
-langsmith==0.1.147
-language-selector==0.1
-launchpadlib==1.10.16
-lazr.restfulclient==0.14.4
-lazr.uri==1.0.6
-litellm==1.55.9
-livereload==2.6.3
-lockfile==0.12.2
-louis==3.20.0
-macaroonbakery==1.3.1
-Mako==1.1.3
-Markdown==3.3.6
-markdown-it-py==4.0.0
-MarkupSafe==2.0.1
-marshmallow==3.23.2
-matplotlib==3.8.3
-matplotlib-inline==0.1.6
-mcp==1.10.1
-mdurl==0.1.2
-mem0ai==0.1.36
-mistune==3.0.2
-mkdocs==1.1.2
-mmh3==5.0.1
-monotonic==1.6
-more-itertools==8.10.0
-mpmath==1.3.0
-multidict==6.1.0
-mypy-extensions==1.0.0
-nbclient==0.9.0
-nbconvert==7.16.1
-nbformat==5.9.2
-nest-asyncio==1.6.0
-netifaces==0.11.0
-networkx==3.4.2
-nodeenv==1.9.1
-notebook==7.1.1
-notebook_shim==0.2.4
-numpy==1.26.4
-oauthlib==3.2.2
-olefile==0.46
-ollama==0.4.4
-onnxruntime==1.20.1
-openai==1.58.1
-openpyxl==3.1.5
-opentelemetry-api==1.29.0
-opentelemetry-exporter-otlp-proto-common==1.29.0
-opentelemetry-exporter-otlp-proto-grpc==1.29.0
-opentelemetry-exporter-otlp-proto-http==1.29.0
-opentelemetry-instrumentation==0.50b0
-opentelemetry-instrumentation-asgi==0.50b0
-opentelemetry-instrumentation-fastapi==0.50b0
-opentelemetry-proto==1.29.0
-opentelemetry-sdk==1.29.0
-opentelemetry-semantic-conventions==0.50b0
-opentelemetry-util-http==0.50b0
-orjson==3.10.12
-outcome==1.3.0.post0
-overrides==7.7.0
-packaging==23.2
-pandas==2.2.1
-pandocfilters==1.5.1
-parameterized==0.9.0
-paramiko==2.9.3
-parso==0.8.3
-pdfminer.six==20231228
-pdfplumber==0.11.4
-pexpect==4.8.0
-pillow==11.0.0
-pipx==1.0.0
-platformdirs==4.2.0
-pluggy==1.5.0
-portalocker==2.10.1
-posthog==3.7.4
-prometheus_client==0.20.0
-prompt-toolkit==3.0.43
-propcache==0.2.1
-proto-plus==1.25.0
-protobuf==5.29.2
-psutil==5.9.8
-ptyprocess==0.7.0
-pure-eval==0.2.2
-pyarrow==18.1.0
-pyasn1==0.6.1
-pyasn1_modules==0.4.1
-pycairo==1.20.1
-pycparser==2.21
-pycups==2.0.1
-pydantic==2.11.7
-pydantic-settings==2.10.1
-pydantic_core==2.33.2
-pydub==0.25.1
-Pygments==2.19.2
-PyGObject==3.42.1
-pyinotify==0.9.6
-PyJWT==2.10.1
-pylance==0.20.0
-pymacaroons==0.13.0
-PyNaCl==1.5.0
-pyparsing==2.4.7
-pypdf==5.1.0
-pypdfium2==4.30.1
-PyPika==0.48.9
-pyproject_hooks==1.2.0
-PyQt5==5.15.6
-PyQt5-sip==12.9.1
-PyQtWebEngine==5.15.5
-pyRFC3339==1.1
-pyright==1.1.391
-pyrsistent==0.18.1
-pysbd==0.3.4
-PySocks==1.7.1
-pytest==8.2.2
-pytest-cov==5.0.0
-python-apt==2.4.0+ubuntu4
-python-dateutil==2.9.0.post0
-python-debian==0.1.43+ubuntu1.1
-python-dotenv==1.1.1
-python-json-logger==2.0.7
-python-multipart==0.0.20
-python-slugify==8.0.4
-pytube==15.0.0
-pytz==2024.2
-pyvis==0.3.2
-pyxdg==0.27
-PyYAML==6.0.2
-pyzmq==25.1.2
-qdrant-client==1.12.1
-qtconsole==5.5.1
-QtPy==2.4.1
-referencing==0.36.2
-regex==2024.11.6
-reportlab==3.6.8
-requests==2.32.3
-requests-oauthlib==2.0.0
-requests-toolbelt==1.0.0
-rfc3339-validator==0.1.4
-rfc3986-validator==0.1.1
-rich==14.1.0
-rpds-py==0.27.0
-rsa==4.9
-ruff==0.12.9
-safehttpx==0.1.6
-schema==0.7.7
-screen-resolution-extra==0.0.0
-SecretStorage==3.3.1
-selenium==4.27.1
-semantic-version==2.10.0
-Send2Trash==1.8.2
-shapely==2.0.6
-shellingham==1.5.4
-six==1.16.0
-sniffio==1.3.1
-sortedcontainers==2.4.0
-soupsieve==2.5
-SQLAlchemy==2.0.36
-sse-starlette==3.0.2
-stack-data==0.6.3
-starlette==0.47.2
-sympy==1.13.3
-systemd-python==234
-tabulate==0.9.0
-tenacity==9.0.0
-terminado==0.18.0
-text-unidecode==1.3
-texttable==1.6.4
-tiktoken==0.7.0
-tinycss2==1.2.1
-tokenizers==0.20.3
-tomli==2.2.1
-tomli_w==1.1.0
-tomlkit==0.13.3
-tornado==6.4
-tqdm==4.67.1
-traitlets==5.14.1
-trio==0.27.0
-trio-websocket==0.11.1
-typer==0.16.0
-types-python-dateutil==2.8.19.20240106
-types-requests==2.32.0.20241016
-typing-inspect==0.9.0
-typing-inspection==0.4.1
-typing_extensions==4.14.1
-tzdata==2024.1
-ubuntu-drivers-common==0.0.0
-ubuntu-pro-client==8001
-ufw==0.36.1
-unattended-upgrades==0.1
-uri-template==1.3.0
-uritemplate==4.1.1
-urllib3==2.2.3
-usb-creator==0.3.7
-userpath==1.8.0
-uv==0.5.11
-uvicorn==0.35.0
-uvloop==0.19.0
-virtualenv==20.26.3
-wadllib==1.3.6
-watchfiles==0.21.0
-wcwidth==0.2.13
-webcolors==1.13
-webencodings==0.5.1
-websocket-client==1.8.0
-websockets==12.0
-widgetsnbextension==4.0.10
-wrapt==1.17.0
-wsproto==1.2.0
-xdg==5
-xkit==0.0.0
-yamale==6.0.0
-yarl==1.18.3
-zipp==3.21.0
+mcp