In an era where content competes for milliseconds of attention, the Resonance Model Plugin Suite transforms how Claude Code interacts with, evaluates, and enhances written material. This is not merely a plugin collection—it is a semantic tuning fork that measures the vibrational alignment between your content and your audience's cognitive expectations.
Built on the symbolic foundation of U+22A8 (the Turnstile symbol, representing "models" or "entails"), this repository provides a comprehensive ecosystem of tools that score, critique, and refine any piece of text through the lens of resonance models. Think of it as a digital acoustician for your words, ensuring every sentence rings true with clarity, relevance, and impact.
Imagine your content as a sound wave traveling through a vast ocean of information. Most text either gets lost in the noise or creates dissonance with its readers. The plugins in this repository act as frequency analyzers and harmonic correctors. They measure:
- Resonance Amplitude — How strongly your content connects with its intended purpose
- Frequency Coherence — How consistently your tone and style align throughout
- Harmonic Distortion — Where friction, confusion, or disconnects occur
When content resonates at the correct frequency, it doesn't just inform—it transforms. This suite gives you the instruments to tune your digital voice to perfection.
graph TD
A[User Input or Claude API] --> B{Resonance Model Router}
B --> C[ResonanceScorer]
B --> D[ContentEvaluator]
B --> E[ImprovementEngine]
C --> F[Score Report with U+22A8 Metrics]
D --> G[Qualitative Feedback & Gap Analysis]
E --> H[Enhanced Output & Rewrite Suggestions]
F --> I[Plugin Registry & Storage]
G --> I
H --> I
I --> J[Claude Code Integration]
J --> K[Responsive UI Display]
K --> L[Multilingual Output]
L --> M[24/7 Automated Pipeline]
- Resonance Scoring — Quantify content quality on a 0-100 scale using proprietary U+22A8 algorithms
- Content Evaluation — Receive structured feedback on clarity, emotional impact, logical flow, and audience alignment
- Improvement Generation — Automatic rewriting suggestions that elevate resonance without losing original intent
- Plugin Hot-Reloading — Swap models and scoring criteria without restarting Claude Code sessions
- OpenAI API Compatibility — Seamlessly use GPT-4o and GPT-4-turbo as alternative scoring engines
- Claude API Deep Integration — Native support for Claude 3.5 Sonnet and Claude Opus with optimized prompt templates
- Responsive UI — Results render beautifully on mobile, tablet, and desktop terminals
- Multilingual Support — Evaluate and improve content in 47 languages, including RTL scripts
- 24/7 Customer Support — Automated fallback and error reporting ensures uninterrupted scoring
- Batch Processing — Queue thousands of documents for overnight evaluation
- Custom Model Training — Fine-tune resonance parameters for niche industries (legal, medical, creative)
- Version History — Track every improvement iteration with full comparison diffs
Configure your resonance preferences with a simple YAML profile. This tells the plugins how to score and improve content according to your unique standards.
# resonance-profile.yaml
profile_name: "executive_briefing_2026"
version: 2.1.0
language: "en-US"
scoring_weights:
clarity: 0.35
emotional_resonance: 0.20
logical_coherence: 0.30
audience_alignment: 0.15
improvement_rules:
max_sentence_length: 25
active_voice_preference: true
jargon_tolerance: 0.10
reading_ease_target: 65
output_formats:
- summary_report
- detailed_scorecard
- rewritten_draft
- comparison_matrix
api_preferences:
primary: "claude"
fallback: "openai"
temperature: 0.3
max_tokens: 4096Once installed, invoke the plugin from Claude Code's command line or integrated terminal. The output is designed for both human readability and machine parsing.
claude-resonance score --input ./drafts/marketing_copy.txt --profile executive_briefing_2026 --format detailedExample Output:
=== RESONANCE SCORE REPORT (U+22A8) ===
Document: marketing_copy.txt
Profile: executive_briefing_2026
Timestamp: 2026-03-15T14:22:30Z
--- Overall Resonance Score: 72/100 ---
Dimension Breakdown:
├── Clarity: 68/100 (Good, but 3 sentences exceed 30 words)
├── Emotional Resonance: 81/100 (Strong opener, weak conclusion)
├── Logical Coherence: 75/100 (Minor transition gaps in section 2)
└── Audience Alignment: 65/100 (Jargon density too high for target)
--- Top 3 Improvement Suggestions ---
1. "The current value proposition buries the lead. Move '85% efficiency gain' to the first paragraph."
2. "Replace 'synergistic paradigm' with 'working together' to reduce jargon score from 0.18 to target 0.10."
3. "Add emotional hook in conclusion: reference customer success story #1024."
--- Rewritten Conclusion (Preview) ---
[Original] "In summary, our platform delivers synergistic value across multiple verticals."
[Improved] "Our clients see real results: 85% faster workflows, 40% lower costs, and teams that actually enjoy their tools."
All plugins are verified for compatibility across major operating systems. The emoji indicators show at-a-glance support levels.
| Operating System | 🟢 Full Support | 🟡 Partial Support | 🔴 Not Supported | Notes for 2026 |
|---|---|---|---|---|
| Windows 11 | All features | N/A | N/A | Native Terminal and WSL2 both verified |
| macOS Ventura+ | Scoring, Evaluation | Rewrite UI | Batch processing on ARM | Rosetta 2 not required |
| Ubuntu 24.04 LTS | Full CLI suite | GUI extensions | N/A | Docker images available |
| Debian 12 | Core plugins | Multilingual display | Reward system | Fonts must be installed separately |
| Fedora 40 | All features | N/A | N/A | SELinux policies included |
| Arch Linux | Rolling release support | N/A | N/A | Community-maintained AUR package |
| FreeBSD 14 | CLI only | Emoji rendering | Unicode U+22A8 glyph | Install extra fonts package |
| Android (Termux) | Basic scoring | Full accuracy | Batch processing | Limited by device memory |
- Download the plugin suite using the badge below, then extract to your Claude Code plugins directory.
- Configure your first profile using the example above as a template.
- Invoke the scorer with any text file or direct input.
- Interpret the report and iterate using the improvement engine.
This repository is engineered to rank for high-intent search queries related to content intelligence and AI-assisted writing. Key terms integrated naturally include:
- claude code plugin for content scoring — First classification engine for Claude Code
- ai resonance model evaluation — Novel approach to measuring semantic alignment
- automated content improvement with openai and claude — Dual-API architecture for flexibility
- multilingual content quality analyzer 2026 — Supports 47 languages with native script handling
- responsive UI for code editor plugins — Works within any modern terminal or web-based IDE
- real-time content scoring tool — Sub-second evaluation for interactive writing feedback
- semantic tuning suite for llm outputs — Originally designed for Claude and GPT model outputs
The plugin suite operates as a neutral evaluator that can leverage either provider's underlying model. This dual-support architecture ensures:
- Claude API as Primary Engine — Optimized for nuanced content interpretation and safety
- OpenAI API as Fallback — Automatic failover when Claude API rate limits are reached
- Model Ensemble Mode — Both APIs vote on resonance scores for critical content
- Cost Optimization — Route less critical evaluations to cheaper models automatically
Configuration is handled via environment variables or the profile YAML. No API keys are stored in the repository.
The output adapts to your display environment:
- Terminal Mode — Clean ASCII tables with colored status indicators
- Web Mode — HTML reports with interactive charts (requires local HTTP server)
- Mobile Optimization — Collapsible sections for small screens, touch-friendly controls
- Language Detection — Automatically identifies and switches scoring criteria based on input language
- Unicode Compliance — Full support for U+22A8 display across all platforms
While this is an open-source tool, the architecture includes:
- Automated Error Recovery — Plugins self-heal from common API failures
- Community Discord Bot — Automated FAQ responder for common issues
- Issue Template Automation — GitHub issues auto-classified by resonance score problem type
- Scheduled Batch Runs — Cron-compatible scheduling for nightly content audits
This repository is distributed under the MIT License. You are free to use, modify, and distribute the plugins for any purpose, including commercial applications. The full license text is available at:
Important: The resonance scores and improvement suggestions provided by these plugins are generated by artificial intelligence models and should be used as advisory tools, not definitive judgments. Content evaluation is inherently subjective, and what resonates with one audience may not resonate with another.
- These plugins do not guarantee improved content performance, engagement metrics, or search engine rankings.
- All API calls to OpenAI and Claude are subject to the respective providers' terms of service and pricing.
- The creators assume no liability for decisions made based on plugin outputs.
- Always review AI-generated suggestions with human oversight, especially for sensitive or high-stakes content.
- U+22A8 (Turnstile) is used as a symbolic representation of models and does not imply formal logical entailment.
By downloading and using this plugin suite, you acknowledge these limitations and accept full responsibility for your content decisions.
Content is no longer just written—it is engineered for impact. The Resonance Model Plugin Suite gives you the instruments to measure, understand, and amplify your digital voice. Whether you are a solo blogger, a marketing team, or an enterprise content factory, these plugins adapt to your frequency.
Download now and discover what your content has been trying to say.
Built with respect for the art of communication and the science of resonance. 2026.