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keltokhy
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keltokhy/jgrep

grep, but the pattern is a description. Filters lines by meaning with TypeSafe's Jev decision model: ~200 ms and a thousandth of a cent per line.

Python ◇ cli MIT
★141STARS
⑂5FORKS
!3ISSUES
🏆#22,678GLOBAL RANK
🔥43DAYS TRENDING
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⚡ Executive Summary & Quick Facts

Authoritative Source

jgrep is jgrep is an open-source project written in Python: grep, but the pattern is a description. Filters lines by meaning with TypeSafe's Jev decision model: ~200 ms and a thousandth of a cent per line..

Direct Citation for AI & Research:
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), keltokhy/jgrep has accumulated 141 GitHub stars and 5 forks. It is written in Python, licensed under MIT, and ranks #22,678 globally. It is actively maintained with the latest commit recorded on Oct 17, 2026.”
Repository keltokhy/jgrep ↗
Primary Category cli
Language & Stack Python
Software License MIT
Community Traction ★ 141 stars · ⑂ 5 forks · #22,678 globally
Maintenance ● Active (Last commit: Oct 17, 2026) · 3 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: 88/100 · Grade A
✅
Is jgrep actively maintained in 2026?
Verdict: Actively Maintained

Yes, jgrep is actively maintained. Continuous telemetry recorded the last code commit on Oct 17, 2026 (26 days ago). Supported by 141 stars and 5 community forks, this repository holds a calculated health index of 88/100, reflecting regular maintenance (26 days ago) and healthy issue cadence.

Commit Recency
Oct 17, 2026
26 days since last push
Issue Backlog
3 Open Issues
Healthy Issue Cadence
Community Backing
5 Forks
141 Stars Recorded
Software License
MIT
Permissive & Inspectable

Star History

Continuous Observations
Interactive star growth chart for keltokhy/jgrep
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Momentum

+5

STARS · LAST 30 DAYS

1

PER DAY

#3,023

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+5+5+90
Per day111
Forks gained+0+0+10

jgrep gained 5 stars in the last 30 days, about 1 a day, and now has 141. It is about 1 year old and has averaged roughly 141 stars a year. It ranks #3,023 among Python repositories and #22,678 across all languages on GitHubRepo.

Trending Record

jgrep has maintained a continuous presence across global trending indexes, peaking at #439. Below is the 30-day activity profile:

💡 Overview

jgrep is an open-source project written in Python: grep, but the pattern is a description. Filters lines by meaning with TypeSafe's Jev decision model: ~200 ms and a thousandth of a cent per line.

Engineered for speed, consistency, and developer ease, it solves common hurdles in cli, grep, jev. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

1

Optimized execution pipeline written in Python for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal
$ pip install jgrep

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

jgrep 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

Command-Line Automation

Execute automated build, deployment, and maintenance tasks directly from the terminal.

CI/CD Workflow Integration

Run non-interactive validation checks in GitHub Actions, GitLab CI, or local pre-commit hooks.

Developer Environment Setup

Standardize local engineering workstations with single-binary utility commands.

Scripting & Pipeline Orchestration

Chain complex multi-stage scripts with reliable error reporting and exits.

🚀 Getting Started

1

Install jgrep using your package manager: `pip install jgrep`

2

Initialize your project workspace or configuration file for jgrep.

3

Import jgrep into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `jgrep --help` to verify successful setup.

👍 Strengths

Active community backing with 95 GitHub stars and verified adoption.
Permissive open-source distribution under the MIT license.
Built in Python for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

⇄ Alternatives & Direct Competitors

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👥 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

keltokhy/jgrep is currently ranked #22,678 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#22,602 alexyc9381/hiring-panel-skill Python ★ 142 Compare ↗
#22,602 ColoredCloud/studyweave Python ★ 142 Compare ↗
#22,602 Pranjal2041/swarmchat Python ★ 142 Compare ↗
#22,602 zaxiu88888/issue-rag Python ★ 142 Compare ↗
#22,602 silentprovider423/HomeRoll Swift ★ 142 Compare ↗
#22,678 keltokhy/jgrep This Project Python ★ 141
#22,678 noelrappin/rails-iui Ruby ★ 141 Compare ↗
#22,678 lmacken/liveusb-creator Python ★ 141 Compare ↗
#22,678 versae/qbe JavaScript ★ 141 Compare ↗
#22,678 yesodweb/shakespeare Haskell ★ 141 Compare ↗
#22,678 rubygems/gems Ruby ★ 141 Compare ↗
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Frequently Asked Questions

What does jgrep do? +

grep, but the pattern is a description. Filters lines by meaning with TypeSafe's Jev decision model: ~200 ms and a thousandth of a cent per line.

Is jgrep actively maintained in 2026? +

Yes, jgrep is actively maintained. The latest code push was recorded on Oct 17, 2026 (26 days ago). It holds a calculated Maintenance Health Score of 88/100 (A rating) with 141 stars and 3 open issues.

What language is jgrep written in? +

The primary language is Python. Topics include: cli, grep, jev, openrouter, semantic-search.

How many stars does jgrep have? +

jgrep has 141 stars and 5 forks on GitHub.

How does jgrep rank among GitHub repositories? +

With 141 stars, keltokhy/jgrep is ranked #22,678 globally across all repositories tracked on GitHubRepo and #3,023 among Python projects.

What license is jgrep distributed under? +

The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.

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