Restructuring the application repo.

.gitignore

@@ -33,3 +33,7 @@ __pycache__/
 *.py[cod]
 *.pyc
 
+# Git backup
+src/.git_backup
+src/job_writing_agent.egg-info/*
+

.python-version

@@ -0,0 +1 @@
+3.12.8

.vscode/settings.json

@@ -0,0 +1,3 @@
+{
+    "python.defaultInterpreterPath": "/home/icangdb/application_writing_agent/.venv/bin/python"
+}

README.md

@@ -0,0 +1,87 @@
+# Job Writer Module
+
+A modular, well-structured package for creating tailored job applications using LangChain and LangGraph with LangSmith observability.
+
+## Features
+
+- Creates personalized job application materials based on resumes and job descriptions
+- Supports multiple application types: cover letters, bullet points, and LinkedIn messages
+- Uses RAG for personalization and web search for company research
+- Provides human-in-the-loop feedback integration
+- Implements self-consistency voting for quality control
+
+## Installation
+
+```bash
+# Install the package and its dependencies
+pip install -e .
+
+# Install development dependencies (including linting tools)
+pip install -r requirements-dev.txt
+```
+
+## Code Standards and Linting
+
+This project uses several tools to ensure code quality:
+
+1. **Black** - Code formatter that enforces consistent style
+2. **isort** - Sorts imports according to best practices
+3. **Flake8** - Style guide enforcement
+4. **mypy** - Static type checking
+
+### Running the Linters
+
+```bash
+# Format code with Black
+black job_writer/
+
+# Sort imports
+isort job_writer/
+
+# Check style with Flake8
+flake8 job_writer/
+
+# Type checking with mypy
+mypy job_writer/
+```
+
+### Pre-commit Hooks
+
+We use pre-commit hooks to automatically run linters before each commit:
+
+```bash
+# Install the pre-commit hooks
+pip install pre-commit
+pre-commit install
+
+# You can also run the hooks manually
+pre-commit run --all-files
+```
+
+## Usage Example
+
+```python
+import asyncio
+from job_writer.workflow import run_job_application_writer
+
+# Run the job application writer
+result = asyncio.run(run_job_application_writer(
+    resume_path="path/to/resume.pdf",
+    job_desc_path="https://example.com/job-posting",
+    content="cover_letter"
+))
+
+print(result["final"])
+```
+
+Alternatively, you can use the command-line interface:
+
+```bash
+python -m job_writer.workflow --resume path/to/resume.pdf --job https://example.com/job-posting --type cover_letter
+```
+
+Run with uv
+
+```bash
+uv run --active -m job_writing_agent.workflow --resume resumefilepath --job jobposturl
+```

job_writing_agent.egg-info/PKG-INFO

@@ -1,333 +0,0 @@
-Metadata-Version: 2.4
-Name: job_writing_agent
-Version: 1.0.0
-Summary: This module can run an agent which is capable of running langgraph agent sing tools like tavily search
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-
-# Job Writer Module
-
-A modular, well-structured package for creating tailored job applications using LangChain and LangGraph with LangSmith observability.
-
-## Features
-
-- Creates personalized job application materials based on resumes and job descriptions
-- Supports multiple application types: cover letters, bullet points, and LinkedIn messages
-- Uses RAG for personalization and web search for company research
-- Provides human-in-the-loop feedback integration
-- Implements self-consistency voting for quality control
-
-## Installation
-
-```bash
-# Install the package and its dependencies
-pip install -e .
-
-# Install development dependencies (including linting tools)
-pip install -r requirements-dev.txt
-```
-
-## Code Standards and Linting
-
-This project uses several tools to ensure code quality:
-
-1. **Black** - Code formatter that enforces consistent style
-2. **isort** - Sorts imports according to best practices
-3. **Flake8** - Style guide enforcement
-4. **mypy** - Static type checking
-
-### Running the Linters
-
-```bash
-# Format code with Black
-black job_writer/
-
-# Sort imports
-isort job_writer/
-
-# Check style with Flake8
-flake8 job_writer/
-
-# Type checking with mypy
-mypy job_writer/
-```
-
-### Pre-commit Hooks
-
-We use pre-commit hooks to automatically run linters before each commit:
-
-```bash
-# Install the pre-commit hooks
-pip install pre-commit
-pre-commit install
-
-# You can also run the hooks manually
-pre-commit run --all-files
-```
-
-## Usage Example
-
-```python
-import asyncio
-from job_writer.workflow import run_job_application_writer
-
-# Run the job application writer
-result = asyncio.run(run_job_application_writer(
-    resume_path="path/to/resume.pdf",
-    job_desc_path="https://example.com/job-posting",
-    content="cover_letter"
-))
-
-print(result["final"])
-```
-
-Alternatively, you can use the command-line interface:
-
-```bash
-python -m job_writer.workflow --resume path/to/resume.pdf --job https://example.com/job-posting --type cover_letter
-```

job_writing_agent.egg-info/SOURCES.txt

@@ -1,40 +0,0 @@
-README.md
-pyproject.toml
-src/job_writing_agent/__init__.py
-src/job_writing_agent/langgraph_init.py
-src/job_writing_agent/workflow.py
-src/job_writing_agent.egg-info/PKG-INFO
-src/job_writing_agent.egg-info/SOURCES.txt
-src/job_writing_agent.egg-info/dependency_links.txt
-src/job_writing_agent.egg-info/requires.txt
-src/job_writing_agent.egg-info/top_level.txt
-src/job_writing_agent/agents/__init__.py
-src/job_writing_agent/agents/nodes.py
-src/job_writing_agent/agents/output_schema.py
-src/job_writing_agent/classes/__init__.py
-src/job_writing_agent/classes/classes.py
-src/job_writing_agent/nodes/__init__.py
-src/job_writing_agent/nodes/createdraft.py
-src/job_writing_agent/nodes/initializing.py
-src/job_writing_agent/nodes/research_workflow.py
-src/job_writing_agent/nodes/selfconsistency.py
-src/job_writing_agent/nodes/test_workflow.py
-src/job_writing_agent/nodes/variations.py
-src/job_writing_agent/prompts/__init__.py
-src/job_writing_agent/prompts/templates.py
-src/job_writing_agent/tools/SearchTool.py
-src/job_writing_agent/tools/__init__.py
-src/job_writing_agent/tools/test_llm.py
-src/job_writing_agent/tools/test_tavily.py
-src/job_writing_agent/utils/__init__.py
-src/job_writing_agent/utils/application_cli_interface.py
-src/job_writing_agent/utils/config.py
-src/job_writing_agent/utils/config_utils.py
-src/job_writing_agent/utils/document_processing.py
-src/job_writing_agent/utils/dspy_job_extract.py
-src/job_writing_agent/utils/errors.py
-src/job_writing_agent/utils/langfuse_handler.py
-src/job_writing_agent/utils/llm_client.py
-src/job_writing_agent/utils/llm_provider_factory.py
-src/job_writing_agent/utils/result_utils.py
-src/job_writing_agent/utils/vector_store.py

job_writing_agent.egg-info/dependency_links.txt

@@ -1 +0,0 @@
-

job_writing_agent.egg-info/top_level.txt

@@ -1 +0,0 @@
-job_writing_agent

langgraph.json

@@ -0,0 +1,10 @@
+{
+  "dependencies": [
+    "nodes"
+  ],
+  "graphs": {
+    "research_workflow": "./src/job_writing_agent/nodes/research_workflow.py:research_workflow"
+  },
+  "env": "./job_writer_env",
+  "python_version": "3.12"
+}

pyproject.toml

@@ -0,0 +1,260 @@
+[build-system]
+requires = ["setuptools>=61.0"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "job_writing_agent"
+version = "1.0.0"
+description = "This module can run an agent which is capable of running langgraph agent sing tools like tavily search"
+readme = "README.md"
+requires-python = ">=3.11"
+dependencies = [
+    "aiofiles==24.1.0",
+    "aiohappyeyeballs==2.6.1",
+    "aiohttp==3.12.15",
+    "aiosignal==1.4.0",
+    "alembic==1.16.5",
+    "annotated-types==0.7.0",
+    "anyio==4.11.0",
+    "asyncer==0.0.8",
+    "attrs==25.3.0",
+    "authlib==1.6.5",
+    "av==15.1.0",
+    "babel==2.17.0",
+    "backoff==2.2.1",
+    "beautifulsoup4==4.14.2",
+    "blinker==1.9.0",
+    "blockbuster==1.5.25",
+    "bs4==0.0.2",
+    "cachetools==6.2.0",
+    "certifi==2025.10.5",
+    "cffi==2.0.0",
+    "charset-normalizer==3.4.3",
+    "click==8.3.0",
+    "click-default-group==1.2.4",
+    "cloudpickle==3.1.1",
+    "colorama==0.4.6",
+    "coloredlogs==15.0.1",
+    "colorlog==6.9.0",
+    "condense-json==0.1.3",
+    "contourpy==1.3.3",
+    "courlan==1.3.2",
+    "cryptography==44.0.3",
+    "cycler==0.12.1",
+    "cyclopts==3.24.0",
+    "databricks-sdk==0.67.0",
+    "dataclasses-json==0.6.7",
+    "dateparser==1.2.2",
+    "diskcache==5.6.3",
+    "distro==1.9.0",
+    "dnspython==2.8.0",
+    "docker==7.1.0",
+    "docstring-parser==0.17.0",
+    "docutils==0.22.2",
+    "dspy==3.0.3",
+    "dspy-ai==3.0.3",
+    "email-validator==2.3.0",
+    "eval-type-backport==0.2.2",
+    "exceptiongroup==1.3.0",
+    "fastapi==0.118.0",
+    "fastmcp==2.12.4",
+    "fastuuid==0.13.5",
+    "filelock==3.19.1",
+    "flask==3.1.2",
+    "flatbuffers==25.9.23",
+    "fonttools==4.60.1",
+    "forbiddenfruit==0.1.4",
+    "frozenlist==1.7.0",
+    "fsspec==2025.9.0",
+    "gepa==0.0.7",
+    "gitdb==4.0.12",
+    "gitpython==3.1.45",
+    "google-auth==2.41.1",
+    "googleapis-common-protos==1.70.0",
+    "graphene==3.4.3",
+    "graphql-core==3.2.6",
+    "graphql-relay==3.2.0",
+    "greenlet==3.2.4",
+    "grpcio==1.76.0",
+    "grpcio-tools==1.76.0",
+    "gunicorn==23.0.0",
+    "h11==0.16.0",
+    "hf-xet==1.1.10",
+    "html2text==2025.4.15",
+    "htmldate==1.9.3",
+    "httpcore==1.0.9",
+    "httpx==0.28.1",
+    "httpx-sse==0.4.1",
+    "huggingface-hub==0.35.3",
+    "humanfriendly==10.0",
+    "idna==3.10",
+    "importlib-metadata==8.7.0",
+    "isodate==0.7.2",
+    "itsdangerous==2.2.0",
+    "jinja2==3.1.6",
+    "jiter==0.11.0",
+    "joblib==1.5.2",
+    "json-repair==0.52.0",
+    "jsonpatch==1.33",
+    "jsonpointer==3.0.0",
+    "jsonschema==4.25.1",
+    "jsonschema-path==0.3.4",
+    "jsonschema-rs==0.29.1",
+    "jsonschema-specifications==2025.9.1",
+    "justext==3.0.2",
+    "kiwisolver==1.4.9",
+    "langchain==0.3.27",
+    "langchain-cerebras==0.5.0",
+    "langchain-community==0.3.30",
+    "langchain-core==0.3.78",
+    "langchain-ollama==0.3.10",
+    "langchain-openai==0.3.34",
+    "langchain-tavily==0.2.12",
+    "langchain-text-splitters==0.3.11",
+    "langfuse==3.6.1",
+    "langgraph==0.6.8",
+    "langgraph-api==0.4.46",
+    "langgraph-checkpoint==2.1.1",
+    "langgraph-cli==0.4.4",
+    "langgraph-prebuilt==0.6.4",
+    "langgraph-runtime-inmem==0.14.1",
+    "langgraph-sdk==0.2.9",
+    "langsmith==0.4.32",
+    "lazy-object-proxy==1.12.0",
+    "litellm==1.77.7",
+    "livekit==1.0.13",
+    "livekit-agents==1.2.14",
+    "livekit-api==1.0.6",
+    "livekit-blingfire==1.0.0",
+    "livekit-plugins-cartesia==1.2.14",
+    "livekit-plugins-openai==1.2.14",
+    "livekit-plugins-silero==1.2.14",
+    "livekit-protocol==1.0.7",
+    "llm==0.27.1",
+    "llm-openrouter==0.5",
+    "lxml==5.4.0",
+    "lxml-html-clean==0.4.3",
+    "magicattr==0.1.6",
+    "mako==1.3.10",
+    "markdown-it-py==4.0.0",
+    "markupsafe==3.0.3",
+    "marshmallow==3.26.1",
+    "matplotlib==3.10.6",
+    "mcp==1.16.0",
+    "mdurl==0.1.2",
+    "mlflow==3.4.0",
+    "mlflow-skinny==3.4.0",
+    "mlflow-tracing==3.4.0",
+    "more-itertools==10.8.0",
+    "mpmath==1.3.0",
+    "multidict==6.6.4",
+    "mypy-extensions==1.1.0",
+    "nest-asyncio==1.6.0",
+    "numpy==2.3.3",
+    "ollama==0.6.0",
+    "onnxruntime==1.23.0",
+    "openai==2.3.0",
+    "openapi-core==0.19.5",
+    "openapi-pydantic==0.5.1",
+    "openapi-schema-validator==0.6.3",
+    "openapi-spec-validator==0.7.2",
+    "openevals==0.1.0",
+    "opentelemetry-api==1.37.0",
+    "opentelemetry-exporter-otlp==1.37.0",
+    "opentelemetry-exporter-otlp-proto-common==1.37.0",
+    "opentelemetry-exporter-otlp-proto-grpc==1.37.0",
+    "opentelemetry-exporter-otlp-proto-http==1.37.0",
+    "opentelemetry-proto==1.37.0",
+    "opentelemetry-sdk==1.37.0",
+    "opentelemetry-semantic-conventions==0.58b0",
+    "optuna==4.5.0",
+    "orjson==3.11.3",
+    "ormsgpack==1.10.0",
+    "packaging==25.0",
+    "pandas==2.3.3",
+    "parse==1.20.2",
+    "pathable==0.4.4",
+    "pillow==11.3.0",
+    "pip==25.2",
+    "playwright==1.55.0",
+    "pluggy==1.6.0",
+    "poetry>=2.2.1",
+    "prometheus-client==0.23.1",
+    "propcache==0.4.0",
+    "protobuf==6.32.1",
+    "psutil==7.1.0",
+    "puremagic==1.30",
+    "pyarrow==21.0.0",
+    "pyasn1==0.6.1",
+    "pyasn1-modules==0.4.2",
+    "pycparser==2.23",
+    "pydantic==2.12.0",
+    "pydantic-core==2.41.1",
+    "pydantic-settings==2.11.0",
+    "pyee==13.0.0",
+    "pygments==2.19.2",
+    "pyjwt==2.10.1",
+    "pyparsing==3.2.5",
+    "pypdf==6.1.1",
+    "pyperclip==1.11.0",
+    "python-dateutil==2.9.0.post0",
+    "python-dotenv==1.1.1",
+    "python-multipart==0.0.20",
+    "python-ulid==3.1.0",
+    "pytz==2025.2",
+    "pyyaml==6.0.3",
+    "referencing==0.36.2",
+    "regex==2025.9.18",
+    "requests==2.32.5",
+    "requests-toolbelt==1.0.0",
+    "rfc3339-validator==0.1.4",
+    "rich==14.1.0",
+    "rich-rst==1.3.1",
+    "rpds-py==0.27.1",
+    "rsa==4.9.1",
+    "scikit-learn==1.7.2",
+    "scipy==1.16.2",
+    "setuptools==80.9.0",
+    "six==1.17.0",
+    "smmap==5.0.2",
+    "sniffio==1.3.1",
+    "sounddevice==0.5.2",
+    "soupsieve==2.8",
+    "sqlalchemy==2.0.43",
+    "sqlite-fts4==1.0.3",
+    "sqlite-migrate==0.1b0",
+    "sqlite-utils==3.38",
+    "sqlparse==0.5.3",
+    "sse-starlette==2.1.3",
+    "starlette==0.48.0",
+    "structlog==25.4.0",
+    "sympy==1.14.0",
+    "tabulate==0.9.0",
+    "tenacity==9.1.2",
+    "threadpoolctl==3.6.0",
+    "tiktoken==0.11.0",
+    "tld==0.13.1",
+    "tokenizers==0.22.1",
+    "tqdm==4.67.1",
+    "trafilatura==2.0.0",
+    "truststore==0.10.4",
+    "types-protobuf==6.32.1.20250918",
+    "typing-extensions==4.15.0",
+    "typing-inspect==0.9.0",
+    "typing-inspection==0.4.2",
+    "tzdata==2025.2",
+    "tzlocal==5.3.1",
+    "urllib3==2.5.0",
+    "uvicorn==0.37.0",
+    "watchfiles==1.1.0",
+    "websockets==15.0.1",
+    "werkzeug==3.1.1",
+    "wrapt==1.17.3",
+    "xxhash==3.6.0",
+    "yarl==1.21.0",
+    "zipp==3.23.0",
+    "zstandard==0.25.0",
+]
+
+[tool.setuptools.packages.find]
+where = ["src"]

job_writing_agent.egg-info/requires.txt → requirements.txt

@@ -167,7 +167,6 @@ pillow==11.3.0
 pip==25.2
 playwright==1.55.0
 pluggy==1.6.0
-poetry>=2.2.1
 prometheus-client==0.23.1
 propcache==0.4.0
 protobuf==6.32.1