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R3s7f

Research on Multi-Language HTTP Clients for REST APIs

R3s7f (pronounced "RESTful") investigates the engineering of reusable HTTP clients across multiple programming languages. The focus is on designing consistent, idiomatic interfaces for interacting with REST APIs — particularly those of Git platforms.

This is independent research focused on:

  • 🌐 Multi-language implementation: Same API client semantics across Go, Python, JavaScript, and more.
  • 🧩 Abstraction design: Creating unified interfaces that hide platform-specific details.
  • 🔁 Code reuse patterns: Identifying what can be shared vs. what must be language-specific.

The output is a family of client libraries and the engineering insights gained from their parallel development.

"One API, many languages — consistent where it matters, idiomatic where it counts."

🔬 Research Questions

Current investigations explore:

  • How to design a common interface for Git platform operations that can be faithfully implemented across languages with different type systems and concurrency models?
  • What is the overhead (in lines of code, complexity, performance) of maintaining parallel implementations versus a single codebase with bindings?
  • Which language features most influence client design — and how can we document idiomatic usage without losing cross-language consistency?
  • How do different languages' HTTP ecosystems (libcurl, reqwest, httpx) shape the final client API?

📘 Each repository contains a RESEARCH.md with its specific questions and methodology.

📌 Pace & Context

Independent research, conducted alongside professional work. Updates are pragmatic, not performative. This repository serves as both a research manifesto and a professional portfolio — documenting the evolution of ideas through code.

⚖️ License

Code: MIT
Documentation: CC BY 4.0

The MIT license maximizes reusability of these foundational client libraries across both open and closed source projects.

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