skill-orchestraSkill-aware agent routing with explicit competence/cost modeling. +22.5% accuracy, 700x cheaper than RL routers. Based on arXiv:2602.19672.
Install via ClawdBot CLI:
clawdbot install tobisamaa/skill-orchestraGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://github.com/jiayuww/SkillOrchestraAudited Apr 16, 2026 · audit v1.0
Generated Mar 22, 2026
Routes customer inquiries to specialized AI agents based on skill demands like troubleshooting, billing, or product guidance. Prevents routing collapse by ensuring no single agent is overloaded, improving response accuracy by 22.5% and reducing costs 700x compared to RL routers.
Orchestrates AI agents for tasks such as writing, research, and creative brainstorming by matching context patterns to skill profiles. Optimizes performance-cost ratios, enabling scalable content production with high interpretability and 4x routing speedup.
Directs coding, debugging, and reasoning tasks to agents with specific competence in programming languages or algorithms. Uses skill handbook patterns to identify demands, ensuring efficient resource allocation and preventing common routing failures in development environments.
Routes complex queries involving math, research, and reasoning to agents with tailored cost and competence profiles. Enhances accuracy in data interpretation and report generation while maintaining low operational costs through predictive routing and caching.
Orchestrates AI agents for medical research, data analysis, and patient communication based on skill demands from clinical contexts. Ensures high accuracy and interpretability in routing decisions, supporting healthcare professionals with efficient, cost-effective assistance.
Offers SkillOrchestra as a cloud-based service with tiered pricing based on routing volume and agent integrations. Generates recurring revenue from enterprises seeking to optimize AI agent deployment, with upsells for advanced features like pattern learning.
Provides custom implementation services for businesses to integrate SkillOrchestra into existing AI workflows, including skill handbook customization and agent profile tuning. Revenue comes from project-based fees and ongoing support contracts.
Licenses the framework with pricing tied to performance metrics such as accuracy improvements or cost savings achieved. Appeals to organizations focused on ROI, with revenue generated from license fees scaled to usage and outcomes.
💬 Integration Tip
Start by defining a basic skill handbook with common patterns, then gradually add agent profiles and monitor routing history to fine-tune performance-cost trade-offs.
Scored Jun 19, 2026
Humanize AI-generated text to bypass detection. This humanizer rewrites ChatGPT, Claude, and GPT content to sound natural and pass AI detectors like GPTZero,...
AI brainstorming and strategy thinking partner powered by CellCog. Reasoning, problem-solving, ideation, strategic planning — then execution across every modality: research, documents, visuals, data, prototypes. Think, build, review, repeat.
Generate ideas fast. Adapt depth and structure to what the user actually needs.
Evaluate any AI skill's quality through step-by-step diagnosis — measuring trigger accuracy, per-step execution (completion/correctness/quality), efficiency,...
通过调用 Prana 平台上的远程 agent 完成以下处理:基于100个热门TradingView Pine Script指标转换的Python技术分析工具集,提供专业的技术指标计算、分析和可视化功能 IMPORTANT: This skill has a mandatory step-by-step proc...
Provides a structured screening for stress perception using the PSS-10 scale as an independent skill in ClawHub.