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what is entroly fr?

juyterman1000/entroly — explained in plain English

Analysis updated 2026-05-18

382PythonAudience · developerComplexity · 2/5Setup · easy

tl;dr

A proxy tool that trims what code gets sent to AI assistants to cut costs and checks AI answers against evidence to catch unsupported claims.

vibe map

mindmap
  root((repo))
    What it does
      Trims code sent to AI
      Checks AI claims
      Proof certificates
    Tech stack
      Python
      Rust
      WebAssembly
    Use cases
      Cut AI token costs
      Catch hallucinations
      Proxy for AI tools
    Audience
      Developers
      AI tool users

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what do people make with this?

VIBE 1

Reduce token costs when sending large codebases to AI assistants like Claude, Cursor, or Codex.

VIBE 2

Automatically catch AI responses that make claims unsupported by the code or evidence provided.

VIBE 3

Route existing AI tool calls through a single proxy without changing your workflow.

VIBE 4

Audit AI answers using attached proof certificates to see what evidence backed each claim.

what's the stack?

PythonRustWebAssembly

how it stacks up fr

juyterman1000/entrolynovaquant-labs/hyperliquid-trading-bottong89/smartnode
Stars382383383
LanguagePythonPythonPython
Setup difficultyeasymoderateeasy
Complexity2/54/53/5
Audiencedeveloperdeveloperresearcher

Figures from each repo's GitHub metadata at analysis time.

how do i run it?

Difficulty · easy time til it works · 5min

Installs with a single pip command and one command to run in your project folder.

License terms are not stated in the explanation.

in plain english

Entroly is an open-source tool that sits between your code and AI assistants like Claude, Cursor, or Codex, doing two things: trimming down how much code gets sent to the AI (cutting token costs by 70-95% according to its benchmarks), and checking AI responses for unsupported claims before they reach you. The first part, called PRISM, intelligently selects the most relevant files and snippets from a large codebase instead of sending everything, and learns over time which files actually matter for your workflow. The second part, called WITNESS, compares the AI's output against the evidence you provided and flags any claims the evidence doesn't support, all locally, in about two milliseconds, without making an additional AI call. You install it with a single pip command, run one command in your project folder, and a dashboard opens in your browser showing what context was selected, why, and how many tokens were saved. It works as a proxy that wraps 37 different AI tools and providers, meaning you don't have to change your existing workflow, just route calls through Entroly. The hallucination-detection component attaches proof certificates to responses so you can audit exactly what evidence supported each claim. The engine itself is built on Rust and WebAssembly for speed, with a Python interface for easy integration.

prompts (copy fr)

prompt 1
Show me how to install Entroly with pip and run it in my project folder.
prompt 2
Explain how Entroly's PRISM component selects relevant files from a large codebase.
prompt 3
Set up Entroly as a proxy in front of my existing Claude or Cursor workflow.
prompt 4
How does Entroly's WITNESS component detect unsupported claims in AI responses?

Frequently asked questions

what is entroly fr?

A proxy tool that trims what code gets sent to AI assistants to cut costs and checks AI answers against evidence to catch unsupported claims.

What language is entroly written in?

Mainly Python. The stack also includes Python, Rust, WebAssembly.

What license does entroly use?

License terms are not stated in the explanation.

How hard is entroly to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is entroly for?

Mainly developer.

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