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 Apr 19, 2026
Search and summarize papers from ArXiv. Use when the user asks for the latest research, specific topics on ArXiv, or a daily summary of AI papers.
Assistance with writing literature reviews by searching for academic sources via Semantic Scholar, OpenAlex, Crossref and PubMed APIs. Use when the user needs to find papers on a topic, get details for specific DOIs, or draft sections of a literature review with proper citations.
Creates formal academic research papers following IEEE/ACM formatting standards with proper structure, citations, and scholarly writing style. Use when the user asks to write a research paper, academic paper, or conference paper on any topic.
Search, download, and summarize academic papers from arXiv. Built for AI/ML researchers.
Use this skill when users need to search academic papers, download research documents, extract citations, or gather scholarly information. Triggers include: requests to "find papers on", "search research about", "download academic articles", "get citations for", or any request involving academic databases like arXiv, PubMed, Semantic Scholar, or Google Scholar. Also use for literature reviews, bibliography generation, and research discovery. Requires OpenClawCLI installation from clawhub.ai.
利用python,指定某个arxiv_id/url, 基于 LLM Agent 对这篇arxiv论文进行分类与深度阅读,直接print打印阅读笔记