{"id":37072426,"url":"https://github.com/chigwell/iac-summarizer","last_synced_at":"2026-01-14T08:30:13.387Z","repository":{"id":329790336,"uuid":"1120677201","full_name":"chigwell/iac-summarizer","owner":"chigwell","description":"A new package that analyzes technical arguments and extracts structured summaries from text discussions about infrastructure-as-code practices. It takes user-provided text (such as forum posts, articl","archived":false,"fork":false,"pushed_at":"2025-12-21T18:03:48.000Z","size":3,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-12-23T07:26:26.106Z","etag":null,"topics":["argument-extraction","code-summarization","concise-summaries","developer-insights","infrastructure-as-code-iac","key-point-extraction","large-language-models-llms","natural-language-processing-nlp","pattern-validation","structured-data-extraction","structured-summarization","technical-argument-analysis","technical-documentation","terraform-modules","text-analysis"],"latest_commit_sha":null,"homepage":"https://pypi.org/project/iac-summarizer/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/chigwell.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2025-12-21T18:03:39.000Z","updated_at":"2025-12-21T18:04:05.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/chigwell/iac-summarizer","commit_stats":null,"previous_names":["chigwell/iac-summarizer"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/chigwell/iac-summarizer","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/chigwell%2Fiac-summarizer","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/chigwell%2Fiac-summarizer/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/chigwell%2Fiac-summarizer/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/chigwell%2Fiac-summarizer/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/chigwell","download_url":"https://codeload.github.com/chigwell/iac-summarizer/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/chigwell%2Fiac-summarizer/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28414113,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-14T08:16:59.381Z","status":"ssl_error","status_checked_at":"2026-01-14T08:13:45.490Z","response_time":107,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["argument-extraction","code-summarization","concise-summaries","developer-insights","infrastructure-as-code-iac","key-point-extraction","large-language-models-llms","natural-language-processing-nlp","pattern-validation","structured-data-extraction","structured-summarization","technical-argument-analysis","technical-documentation","terraform-modules","text-analysis"],"created_at":"2026-01-14T08:30:12.415Z","updated_at":"2026-01-14T08:30:13.367Z","avatar_url":"https://github.com/chigwell.png","language":"Python","readme":"# iac-summarizer\n[![PyPI version](https://badge.fury.io/py/iac-summarizer.svg)](https://badge.fury.io/py/iac-summarizer)\n[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](https://opensource.org/licenses/MIT)\n[![Downloads](https://static.pepy.tech/badge/iac-summarizer)](https://pepy.tech/project/iac-summarizer)\n[![LinkedIn](https://img.shields.io/badge/LinkedIn-blue)](https://www.linkedin.com/in/eugene-evstafev-716669181/)\n\n\n**Extract structured summaries from infrastructure-as-code (IaC) discussions**\n\nA Python package that analyzes technical arguments in text discussions about IaC practices and extracts concise, structured summaries. Ideal for developers and architects who need quick insights from lengthy technical debates, forum posts, or documentation.\n\n---\n\n## 🚀 Features\n- Extracts core arguments from text discussions about IaC (e.g., Terraform, CloudFormation, Pulumi).\n- Validates output against predefined patterns for consistency.\n- Supports custom LLMs via LangChain for flexibility.\n- Defaults to **ChatLLM7** (from [langchain_llm7](https://pypi.org/project/langchain-llm7/)) for simplicity.\n\n---\n\n## 📦 Installation\n\n```bash\npip install iac_summarizer\n```\n\n---\n\n## 🔧 Usage\n\n### Basic Usage (Default LLM: ChatLLM7)\n```python\nfrom iac_summarizer import iac_summarizer\n\nuser_input = \"\"\"\nDiscussion about drawbacks of generic multi-cloud Terraform modules:\n'These modules lack specificity, leading to bloated configurations and harder maintenance...'\n\"\"\"\n\nresponse = iac_summarizer(user_input)\nprint(response)\n```\n\n### Custom LLM (e.g., OpenAI, Anthropic, Google)\nReplace the default LLM with your preferred provider:\n\n#### OpenAI\n```python\nfrom langchain_openai import ChatOpenAI\nfrom iac_summarizer import iac_summarizer\n\nllm = ChatOpenAI()\nresponse = iac_summarizer(user_input, llm=llm)\n```\n\n#### Anthropic\n```python\nfrom langchain_anthropic import ChatAnthropic\nfrom iac_summarizer import iac_summarizer\n\nllm = ChatAnthropic()\nresponse = iac_summarizer(user_input, llm=llm)\n```\n\n#### Google Generative AI\n```python\nfrom langchain_google_genai import ChatGoogleGenerativeAI\nfrom iac_summarizer import iac_summarizer\n\nllm = ChatGoogleGenerativeAI()\nresponse = iac_summarizer(user_input, llm=llm)\n```\n\n---\n\n## 🔑 API Key Configuration\n- **Default**: Uses `LLM7_API_KEY` from environment variables.\n- **Override**: Pass directly via `api_key` parameter:\n  ```python\n  response = iac_summarizer(user_input, api_key=\"your_llm7_api_key\")\n  ```\n- **Get a Free Key**: Register at [https://token.llm7.io/](https://token.llm7.io/).\n\n---\n\n## 📌 Parameters\n| Parameter | Type          | Description                                                                 |\n|-----------|---------------|-----------------------------------------------------------------------------|\n| `user_input` | `str`         | Text to analyze (e.g., forum posts, articles, or comments).                |\n| `llm`       | `Optional[BaseChatModel]` | Custom LangChain LLM (e.g., `ChatOpenAI`, `ChatAnthropic`). Defaults to `ChatLLM7`. |\n| `api_key`   | `Optional[str]` | LLM7 API key (falls back to `LLM7_API_KEY` env var).                       |\n\n---\n\n## 📝 Output Format\nThe function returns a **list of structured summaries** extracted from the input text, validated against predefined patterns.\n\n---\n\n## 🔄 Rate Limits\n- **Default (LLM7 Free Tier)**: Sufficient for most use cases.\n- **Upgrade**: Use your own API key or environment variable (`LLM7_API_KEY`).\n\n---\n\n## 📖 License\nMIT\n\n---\n\n## 📢 Support \u0026 Issues\nFor bugs or feature requests, open an issue at:\n[https://github.com/chigwell/iac-summarizer/issues](https://github.com/chigwell/iac-summarizer/issues)\n\n---\n\n## 👤 Author\n**Eugene Evstafev**\n📧 [hi@euegne.plus](mailto:hi@euegne.plus)\n🔗 [GitHub: chigwell](https://github.com/chigwell)","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fchigwell%2Fiac-summarizer","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fchigwell%2Fiac-summarizer","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fchigwell%2Fiac-summarizer/lists"}