Developer-first token compression layer for llm optimization

Skip weeks of custom work by starting from a working token compression foundation.

AdvancedDeveloper librarytoken compressionllm optimizationdata reductionproxy servermcp server

What it does

This project provides a ready-made implementation focused on token compression, llm optimization, data reduction. It bundles the moving parts you would otherwise assemble yourself, so the core capability works out of the box and can be extended with your own logic, data and interface.

Problem it solves

Teams that need token compression normally either pay for a closed commercial product or spend significant engineering time wiring llm optimization together from scratch. This removes that starting cost and gives you a maintained baseline you fully control.

Where you can use it

Useful inside product teams, agencies and internal tooling where token compression shows up repeatedly: SaaS products, client deliverables, back-office automation and experimentation environments that already touch data reduction.

How to use it

Run it locally first to understand the workflow, then connect your own data sources and credentials. From there you can embed it as a service behind your own interface, schedule it as a background job, or extend it into a full product around token compression.

Example use cases

Cut LLM API costs without changing prompts

Drop the compression proxy between your app and the model API and pay for meaning, not for repeated boilerplate tokens.

Fit more history into the context window

Compress conversation history and retrieved documents so long-running chats and RAG answers stop overflowing the window.

An MCP building block for agent stacks

Slot it into an MCP-based setup as the token-efficiency layer shared by every agent in your stack.

Every one of these scenarios starts with cloning the repository — unlocking gives you the direct GitHub link.

What you can build with it

An internal team dashboard that centralises token compression for a whole department
A no-code style automation that triggers token compression on schedule or on events
A white-label add-on that resells token compression to agencies
A client-facing web app that turns token compression into a paid service
A vertical product that adapts token compression to one specific industry niche

Best for

Internal tooling and platform teams
Startups replacing an expensive commercial vendor
Small product teams without a large engineering budget
Freelancers looking for reusable building blocks

Implementation level

Advanced

Possible business value

Adopting a proven token compression base shortens delivery time, lowers licence spend and lets a small team ship a feature that would normally need a dedicated project. It can be resold as part of a service, offered as an add-on, or used internally to automate a manual process.

Unlock this repository

At API prices, token efficiency is money in the bank every single day. Unlock the record to download the repository — it can pay for itself with one month's bill.

After unlocking you get: the exact repository name, the author or organisation, the full GitHub URL, the source post, exact star count, original description and tags, and license information.

Full catalog — $25.99

You are paying for curated discovery, structured analysis and convenient access to selected public repositories. The source code remains subject to the original author's license.