web-search
Low Risk 67Search the web and extract content with AI
by inference-sh-skills
AI tools cannot access current web information on their own. This skill searches the web using Tavily and Exa APIs through the belt CLI.
web-search
Safe 69Search the web with AI
by inference-sh-9
This skill enables AI agents to search the web and extract content from URLs using Tavily and Exa AI-powered search APIs. It provides research capabilities for fact-checking, content aggregation, and building RAG pipelines.
competitor-teardown
Safe 62Conduct Competitor Teardown Analysis
by inference-sh-9
This skill provides a structured framework for competitive analysis, guiding users through feature comparisons, SWOT analysis, pricing benchmarks, and market positioning to inform product strategy.
ai-rag-pipeline
Safe 67Build RAG Pipelines with Web Search and LLMs
by inference-sh-9
AI agents and researchers often produce responses without current information or sources. This skill enables RAG pipelines that combine real-time web search with LLMs to generate accurate, sourced, and verifiable responses.
firecrawl-search
Safe 70Search the Web and Extract Full Page Content
by firecrawl
Standard web search tools return only snippets. This skill performs web searches and optionally extracts full page content in markdown format for deeper analysis.
logprob-prefill-analysis
Safe 70Analyze model susceptibility to reward hacking
by EleutherAI
This skill provides documentation for running prefill sensitivity analysis to measure how easily AI models can be manipulated into generating exploit code. Researchers use it to compare token-count versus logprob metrics for predicting reward hacking susceptibility across model checkpoints.
lead-research-assistant
Safe 69Find qualified leads for your product
by DYAI2025
Finding qualified leads takes hours of research and guesswork. This skill analyzes your product and target market to identify companies that match your ideal customer profile, then provides prioritized leads with personalized contact strategies.
competitive-ads-extractor
Safe 70Research competitor ad strategies and messaging
by DYAI2025
Understanding competitor advertising strategies helps you create more effective campaigns. This skill provides a structured approach to researching and analyzing competitor ads from public ad libraries to discover what messaging and creative approaches resonate with your target audience.
exa
Safe 68Search the web with Exa.ai
by Dwsy
Finding accurate, up-to-date information online can be time-consuming. The Exa skill uses neural search technology to deliver high-quality, relevant web results through simple API calls.
context7
Safe 70Search GitHub Issues, PRs, and Discussions
by Dwsy
Developers waste hours scrolling through GitHub repositories trying to find relevant issues or solutions. This skill provides structured search strategies, syntax examples, and workflow guides to quickly locate issues, pull requests, discussions, and code examples across any repository.
tool-interface-analysis
Safe 69Analyze AI Agent Tool Interfaces
by Dowwie
Understanding tool interfaces is critical for AI agent framework design. This skill analyzes how frameworks model, register, and execute tools with proper error handling. Use it to evaluate schema generation approaches, trace error feedback loops, and compare tool interfaces across frameworks.
resilience-analysis
Safe 70Analyze agent framework resilience
by Dowwie
Agent frameworks vary widely in error handling and recovery capabilities. This skill provides systematic methods to trace error propagation, evaluate sandboxing effectiveness, and assess production readiness before deployment.
multi-agent-analysis
Safe 70Analyze Multi-Agent System Coordination Patterns
by Dowwie
Understanding how agents coordinate is critical for building scalable multi-agent systems. This skill provides frameworks and templates to analyze coordination models, handoff mechanisms, state sharing patterns, and communication protocols in any multi-agent architecture.
memory-orchestration
Safe 70Analyze context memory systems in agent frameworks
by Dowwie
Agent frameworks struggle with context overflow and memory management. This skill provides systematic analysis of context assembly, eviction policies, and token budgeting strategies across different implementations.
harness-model-protocol
Safe 69Analyze harness-model wire protocols
by Dowwie
Understanding how agent frameworks communicate with LLMs is essential for debugging, integration, and building new systems. This skill provides structured analysis methods to examine message formats, tool encoding, streaming mechanics, and multi-provider abstraction patterns.
control-loop-extraction
Safe 69Extract agent reasoning loops from code
by Dowwie
Understanding how agent frameworks implement reasoning requires tracing complex control flows. This skill provides pattern signatures and extraction methods to identify reasoning topologies like ReAct, Plan-and-Solve, Reflection, and Tree-of-Thoughts from framework source code.
architectural-forensics
Safe 71Deconstruct AI Agent Frameworks for Architecture Insights
by Dowwie
Understanding how existing AI agent frameworks work is crucial for building better systems. This skill provides a systematic methodology to analyze framework architectures, extract reusable patterns, and create reference implementations based on best practices from multiple frameworks.
web-research
Safe 70Conduct Systematic Web Research
by DougTrajano
Stop wasting time with random web searches. This skill provides a proven methodology to plan, execute, and synthesize web research efficiently. It breaks complex research into clear steps so you get comprehensive results faster.
arxiv-search
Safe 70Search arXiv for research papers
by DougTrajano
Finding relevant research papers across physics, mathematics, computer science, and quantitative biology is time-consuming. This skill provides direct access to the arXiv preprint repository to search and retrieve papers with their titles, abstracts, and links.
exa-cli
Low Risk 68Search web and code with Exa
by DCjanus
Need to find real-time information or code examples for your coding tasks. This skill connects to Exa's search API to retrieve web content and programming context directly from your CLI.