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Encephos/README.md
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Building lightweight, zero-dependency tools for the LLM ecosystem.

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πŸ‘¨β€πŸ’» About Me

I am a developer focused on making Large Language Models (LLMs), RAG pipelines, and AI Agents faster, cheaper, and more secure. I strongly believe in the Zero-Dependency philosophy: removing bloatware and relying on the pure Python standard library wherever possible.

  • πŸ”­ Currently working on: Expanding my suite of pure-Python AI micro-tools.
  • 🌱 Currently exploring: Advanced Prompt Injection defenses and token-efficient data serialization (TOON).
  • πŸ‘― Looking to collaborate on: Open-source AI tooling, RAG optimizations, and agentic workflows.
  • πŸ’¬ Ask me about: Python standard library magic, Prompt Engineering, LLM security, and reducing API costs.

πŸ› οΈ My Tech Stack

Python OpenAI Anthropic
TypeScript PHP Bash
FastAPI Docker GitHub Actions

πŸš€ Featured Open Source Work

I build ultra-lightweight tools that solve real engineering pain points in AI pipelines.

  • πŸ”— markdown-link-resolver: Prepares scraped docs & images (auto-base64) for Multimodal LLM ingestion.
  • πŸ“Š html-table-rescuer: A zero-dependency Python tool to extract messy HTML tables and convert them into clean, token-efficient Markdown tables for LLMs and RAG pipelines.
  • βœ‚οΈ prompt-token-minifier: Strips code comments and JSON whitespace to drastically cut LLM API costs.
  • πŸ€– function-schema-generator: Auto-generates Anthropic/OpenAI schemas directly from Python functions via inspect.
  • πŸ“‰ json-to-toon-lite: Compresses JSON arrays into TOON format, saving up to 60% LLM tokens.
  • πŸ“„ json-to-yaml-lite: AST-based JSON to YAML converter without requiring PyYAML.

πŸ“Š GitHub Activity

Encephos's GitHub Stats Encephos's GitHub Streak Encephos's Top Languages


"Perfection is achieved, not when there is nothing more to add, but when there is nothing left to take away." - Antoine de Saint-ExupΓ©ry

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  1. html-table-rescuer html-table-rescuer Public

    A zero-dependency Python tool to extract messy HTML tables and convert them into clean, token-efficient Markdown tables for LLMs and RAG pipelines.

    Python 7

  2. markdown-link-resolver markdown-link-resolver Public

    A zero-dependency Python tool to resolve relative Markdown links and inline images as Base64 strings for RAG and Multimodal LLMs.

    Python 36 3

  3. prompt-token-minifier prompt-token-minifier Public

    A lightweight Python minifier that strips formatting and comments from JSON and code blocks to drastically reduce LLM prompt token costs.

    Python 5

  4. function-schema-generator function-schema-generator Public

    Automatically generate OpenAI and Anthropic Tool Calling schemas directly from Python function signatures. Zero dependencies.

    Python 1

  5. json-to-yaml-lite json-to-yaml-lite Public

    A zero-dependency Python converter to transform JSON into token-efficient YAML for LLM prompts without installing PyYAML.

    Python 1

  6. json-to-toon-lite json-to-toon-lite Public

    Compress repetitive JSON arrays into token-efficient TOON (Token-Oriented Object Notation) to save up to 60% of your LLM context window.

    Python 2