Reinforcement learning framework for tool-augmented multi-answer question answering with step-wise peer advantage and diversity-aware exploration rewards.
⚡ Executive Summary & Quick Facts
Authoritative Sourcespader is spader is an open-source project written in Python: Reinforcement learning framework for tool-augmented multi-answer question answering with step-wise peer advantage and diversity-aware exploration rewards..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), KhanCold/spader has accumulated 141 GitHub stars and 3 forks. It is written in Python, licensed under Apache-2.0, and ranks #22,782 globally. It is actively maintained with the latest commit recorded on Nov 8, 2026.”
| Repository | KhanCold/spader ↗ |
|---|---|
| Primary Category | agent |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 141 stars · ⑂ 3 forks · #22,782 globally |
| Maintenance | ● Active (Last commit: Nov 8, 2026) · 0 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: 93/100 · Grade A+Yes, spader is actively maintained. Continuous telemetry recorded the last code commit on Nov 8, 2026 (5 days ago). Supported by 141 stars and 3 community forks, this repository holds a calculated health index of 93/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+10
STARS · LAST 30 DAYS
1
PER DAY
#3,054
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +10 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
spader gained 10 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 #3,054 among Python repositories and #22,782 across all languages on GitHubRepo.
Trending Record
6
DAYS ON TRENDING
#20443
BEST RANK
Nov 8, 2026
FIRST APPEARANCE
Active
STATUS TODAY
spader has maintained a continuous presence across global trending indexes, peaking at #20443. Below is the 30-day activity profile:
💡 Overview
spader is an open-source project written in Python: Reinforcement learning framework for tool-augmented multi-answer question answering with step-wise peer advantage and diversity-aware exploration rewards.
Engineered for speed, consistency, and developer ease, it solves common hurdles in agent, reinforcement-learning. 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 spader⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
spader 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 spader.
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 spader using your package manager: `pip install spader`
Initialize your project workspace or configuration file for spader.
Import spader into your codebase or invoke it directly from your terminal.
Execute your test suite or run `spader --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
KhanCold/spader is currently ranked #22,782 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #22,705 | alexyc9381/hiring-panel-skill | Python | ★ 142 | Compare ↗ |
| #22,705 | ColoredCloud/studyweave | Python | ★ 142 | Compare ↗ |
| #22,705 | Pranjal2041/swarmchat | Python | ★ 142 | Compare ↗ |
| #22,705 | zaxiu88888/issue-rag | Python | ★ 142 | Compare ↗ |
| #22,705 | silentprovider423/HomeRoll | Swift | ★ 142 | Compare ↗ |
| #22,782 | KhanCold/spader This Project | Python | ★ 141 | |
| #22,782 | noelrappin/rails-iui | Ruby | ★ 141 | Compare ↗ |
| #22,782 | lmacken/liveusb-creator | Python | ★ 141 | Compare ↗ |
| #22,782 | versae/qbe | JavaScript | ★ 141 | Compare ↗ |
| #22,782 | yesodweb/shakespeare | Haskell | ★ 141 | Compare ↗ |
| #22,782 | taginfo/taginfo | Ruby | ★ 141 | Compare ↗ |
Frequently Asked Questions
What does spader do? +
Reinforcement learning framework for tool-augmented multi-answer question answering with step-wise peer advantage and diversity-aware exploration rewards.
Is spader actively maintained in 2026? +
Yes, spader is actively maintained. The latest code push was recorded on Nov 8, 2026 (5 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 141 stars and 0 open issues.
What language is spader written in? +
The primary language is Python. Topics include: agent, reinforcement-learning.
How many stars does spader have? +
spader has 141 stars and 3 forks on GitHub.
How does spader rank among GitHub repositories? +
With 141 stars, KhanCold/spader is ranked #22,782 globally across all repositories tracked on GitHubRepo and #3,054 among Python projects.
What license is spader distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
