Paritok-official/paritok-4b-v1
Non-destructive compression gateway for AI coding agents. Cuts token bills 25% on turn 1 to past 85% in long or saturated sessions, and fits ~3× more turns in the same context window. Powered by our open-source code-native 4B model. Drop-in for Claude Code, Cursor, Codex, OpenHands, and any BASE_URL agent.
⚡ Executive Summary & Quick Facts
Authoritative Sourceparitok-4b-v1 is paritok-4b-v1 is an open-source project written in Python: Non-destructive compression gateway for AI coding agents. Cuts token bills 25% on turn 1 to past 85% in long or saturated sessions, and fits ~3× more turns in the same context window. Powered by our open-source code-native 4B model. Drop-in for Claude Code, Cursor, Codex, OpenHands, and any BASE_URL agent..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of October 2026), Paritok-official/paritok-4b-v1 has accumulated 1,453 GitHub stars and 140 forks. It is written in Python, licensed under Apache-2.0, and ranks #5,880 globally. It is actively maintained with the latest commit recorded on Oct 6, 2026.”
| Repository | Paritok-official/paritok-4b-v1 ↗ |
|---|---|
| Primary Category | agentic coding |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 1.5K stars · ⑂ 140 forks · #5,880 globally |
| Maintenance | ● Active (Last commit: Oct 6, 2026) · 7 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 92/100 · Grade AYes, paritok-4b-v1 is actively maintained. Continuous telemetry recorded the last code commit on Oct 6, 2026 (24 days ago). Supported by 1,453 stars and 140 community forks, this repository holds a calculated health index of 92/100, reflecting regular maintenance (24 days ago) and healthy issue cadence.
Star History
Add Live Star History & Verified Badges to README.md
Keep your repository README looking professional and dynamic. As our continuous crawler records new stars, these official SVG badges update in real time with zero maintenance.
Renders your high-resolution star trajectory chart right inside your GitHub README or project docs.
[](https://githubrepo.cloud/repo/Paritok-official/paritok-4b-v1?utm_source=readme_chart)Compact badges for your README header. Real-time stars, velocity, health audit, and rank.
[](https://githubrepo.cloud/repo/Paritok-official/paritok-4b-v1?utm_source=readme_badge) [](https://githubrepo.cloud/repo/Paritok-official/paritok-4b-v1?utm_source=readme_badge) [](https://githubrepo.cloud/repo/Paritok-official/paritok-4b-v1?utm_source=readme_badge) [](https://githubrepo.cloud/repo/Paritok-official/paritok-4b-v1?utm_source=readme_badge) [](https://githubrepo.cloud/repo/Paritok-official/paritok-4b-v1?utm_source=readme_badge)Momentum
+36
STARS · LAST 30 DAYS
1
PER DAY
#831
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +36 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +3 | +10 |
paritok-4b-v1 gained 36 stars in the last 30 days, about 1 a day, and now has 1.5K. It is about 1 year old and has averaged roughly 1.5K stars a year. It ranks #831 among Python repositories and #5,880 across all languages on GitHubRepo.
Trending Record
23
DAYS ON TRENDING
#5072
BEST RANK
Oct 6, 2026
FIRST APPEARANCE
Active
STATUS TODAY
paritok-4b-v1 has maintained a continuous presence across global trending indexes, peaking at #5072. Below is the 30-day activity profile:
💡 Overview
paritok-4b-v1 is an open-source project written in Python: Non-destructive compression gateway for AI coding agents. Cuts token bills 25% on turn 1 to past 85% in long or saturated sessions, and fits ~3× more turns in the same context window. Powered by our open-source code-native 4B model. Drop-in for Claude Code, Cursor, Codex, OpenHands, and any BASE_URL agent.
Engineered for speed, consistency, and developer ease, it solves common hurdles in agentic-coding, ai, ai-agents. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install paritok-4b-v1⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
paritok-4b-v1 coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with paritok-4b-v1.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install paritok-4b-v1 using your package manager: `pip install paritok-4b-v1`
Initialize your project workspace or configuration file for paritok-4b-v1.
Import paritok-4b-v1 into your codebase or invoke it directly from your terminal.
Execute your test suite or run `paritok-4b-v1 --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
Paritok-official/paritok-4b-v1 is currently ranked #5,880 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #5,874 | zed-industries/awesome-gpui | Python | ★ 1.5K | Compare ↗ |
| #5,874 | JoasASantos/NeuroSploit | Rust | ★ 1.5K | Compare ↗ |
| #5,874 | iAmCorey/Wake | Rust | ★ 1.5K | Compare ↗ |
| #5,878 | 0xMarcio/pocindex | Python | ★ 1.5K | Compare ↗ |
| #5,878 | getprobo/probo | Go | ★ 1.5K | Compare ↗ |
| #5,880 | Paritok-official/paritok-4b-v1 This Project | Python | ★ 1.5K | |
| #5,880 | iamcal/oembed | PHP | ★ 1.5K | Compare ↗ |
| #5,880 | wannabespace/tamery | TypeScript | ★ 1.5K | Compare ↗ |
| #5,883 | dadoonet/fscrawler | Java | ★ 1.5K | Compare ↗ |
| #5,884 | nokia-applied-research/AnyJev | Python | ★ 1.5K | Compare ↗ |
| #5,885 | intel/compute-runtime | C++ | ★ 1.5K | Compare ↗ |
Frequently Asked Questions
What does paritok-4b-v1 do? +
Non-destructive compression gateway for AI coding agents. Cuts token bills 25% on turn 1 to past 85% in long or saturated sessions, and fits ~3× more turns in the same context window. Powered by our open-source code-native 4B model. Drop-in for Claude Code, Cursor, Codex, OpenHands, and any BASE_URL agent.
Is paritok-4b-v1 actively maintained in 2026? +
Yes, paritok-4b-v1 is actively maintained. The latest code push was recorded on Oct 6, 2026 (24 days ago). It holds a calculated Maintenance Health Score of 92/100 (A rating) with 1,453 stars and 7 open issues.
What language is paritok-4b-v1 written in? +
The primary language is Python. Topics include: agentic-coding, ai, ai-agents, ai-coding, ai-infrastructure.
How many stars does paritok-4b-v1 have? +
paritok-4b-v1 has 1,453 stars and 140 forks on GitHub.
How does paritok-4b-v1 rank among GitHub repositories? +
With 1,453 stars, Paritok-official/paritok-4b-v1 is ranked #5,880 globally across all repositories tracked on GitHubRepo and #831 among Python projects.
What license is paritok-4b-v1 distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
