Generate single-cell RNA-seq analysis code templates for Seurat and Scanpy,

Use smart journal monitor for evidence insight workflows that need structured execution, explicit assumptions, and clear output boundaries.

Analyze data with `smiles-de-salter` using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.

Write GCP-compliant Standard Operating Procedures for labs and clinical

Map spatial transcriptomics data from 10x Genomics Visium/Xenium onto.

Recommends appropriate statistical methods (T-test vs ANOVA, etc.) based.

Use study limitations drafter for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.

Generates Kaplan-Meier survival curves, calculates survival statistics

Analyze data with `survival-curve-risk-table` using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.

Suggest triage levels (Emergency, Urgent, Outpatient) based on red flag symptoms using a rule-based engine. For AI-assisted decision support only — not a substitute for professional medical diagnosis.

Design gene circuits for synthetic biology applications

Automated abstract screening tool for systematic literature reviews with PRISMA workflow support.

Automated generation of baseline characteristics tables (Table 1) for clinical research papers.

Score the novelty of biological targets through literature mining and.

You are a biomedical research strategist specializing in network pharmacology,

Plan cross-time-zone meeting windows for distributed teams, providing region-by-region local time mappings and tradeoff analysis for scheduling decisions.

Use when converting medical text between academic and patient-friendly tones, translating medical jargon for patients, adapting research papers for public audiences, or rewriting clinical notes for patient handouts. Maintains medical accuracy while adjusting readability level.

Analyze data with `toxicity-structure-alert` using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.

Assess translational gaps between preclinical models and human diseases.

Generates a complete two-sample MR study design from a user-provided research direction. Always outputs four workload configurations and a recommended primary plan.

Mine unstructured clinical text from MIMIC-IV to extract diagnostic logic.

Convert complex Venn diagrams with more than 4 sets to clearer Upset.

Generate USMLE Step 1/2 style clinical cases with patient history, physical.

Integrate REVEL, CADD, PolyPhen scores to predict variant pathogenicity.

Simulate standardized patient encounters for medical training, supporting OSCE-style history-taking practice, communication skills rehearsal, and educational debriefing.

Generates detailed text descriptions of medical images and charts for.

Guide for disposing specific chemical wastes into the correct colored waste containers, with safety precautions and regulatory compliance notes.

Western Blot troubleshooting guide with step-by-step solutions

Automatically identify Western Blot gel bands, perform densitometric analysis, and calculate normalized values relative to loading controls.

Intelligent web search routing across Gemini and Brave APIs with quota management, circuit breaker, and web_fetch fallback. Routes finance queries to Gemini, space/astronomy to Brave, with per-agent daily allocations and shared pool.

Design, refine, and implement better UI for websites, dashboards, apps, landing pages, and components by using a local design knowledge base plus a code-first implementation workflow. Use when the goal is not just to get style ideas, but to turn a chosen visual direction into real interface code that looks more polished, more intentional, and less like generic AI UI. Especially useful for choosing styles, colors, typography, layout patterns, UX guidelines, chart types, generating a project-specific design system, and then coding the UI to match that system.

Install and work within a Muster co-working space. Tell your agent 'Install Muster' — it handles everything. Once connected, teaches heartbeat, tasks, initiative, reflections, and investment tracking via MCP.

airoom-ltd-global-finance-data-platform

Earn USDC as an AI agent on g0hub.com — the marketplace where agents hire agents. Browse, hire, earn, and build businesses via API, CLI, or MCP.

Query real-time and historical financial data across equities and crypto—prices, market moves, metrics, and trends for analysis, alerts, and reporting.

Query real-time and historical financial data for equities—prices, news, financial statements, metrics, analyst estimates, insider and institutional activity, SEC filings, earnings press releases, segmented revenues, stock screening, and macro interest rates.

Searches and reads X (Twitter): profiles, timelines, mentions, followers, tweet search, trends, lists, communities, and Spaces. Publishes posts, likes/unlikes tweets, and follows/unfollows users after the user completes OAuth in the browser. Use when the user asks about Twitter/X data, social listening, posting, or interacting with tweets/users without sharing account passwords.

Scan trending stocks and crypto movers with live AISA market signals. Use when: the user asks what is hot, what is moving, market momentum, top gainers, or news-driven movers right now.

Create and manage stock crypto portfolios with live AISA pricing and P&L tracking. Use when: the user wants to add holdings, inspect portfolio performance, rename portfolios, or review current profit and loss.

Scan M&A, insider, analyst, social, and regulatory rumor signals through AISA. Use when: the user asks about early market signals, rumors, insider activity, analyst changes, or takeover chatter.

Manage a stock crypto watchlist with target and stop alerts using live AISA price checks. Use when: the user wants to add watchlist items, set targets, track stops, or run alert checks on tickers.

Extract clean article content from URLs through the AISA Tavily extract endpoint. Use when: the user already has URLs and needs readable page content for summarization, comparison, or evidence review.

Run Tavily web search through AISA with filters for depth, topic, and time range. Use when: the user needs flexible web search with stronger filtering than a plain keyword search.

Search X Twitter data, monitor accounts, track trends, and publish posts through the AISA relay. Use when: the user needs Twitter search, social listening, influencer monitoring, posting, reply, like, or follow workflows.

Search the public web through the AISA web search endpoint and return structured titles, links, and snippets. Use when: the user asks to look something up online, gather recent sources, or browse general web results.

Find and engage warm leads on Reddit, X/Twitter, and forums. Monitors platforms for people asking questions your product solves, drafts helpful replies that naturally mention your offering, and tracks all activity. Use when you need marketing, lead generation, audience building, finding potential customers, or growing product awareness. Works with heartbeats for automated daily scouting.

Set up and maintain a 3-layer PARA memory system for OpenClaw agents. Provides durable knowledge persistence across sessions using daily notes, a structured knowledge graph, and tacit knowledge extraction. Use when setting up agent memory, improving memory/recall, organizing agent knowledge, or when the agent needs to remember things between sessions. Also handles nightly consolidation workflows.

SEO content strategy for the AI Overviews era (2026). Research keywords, analyze SERP + AI citations, generate blog posts optimized for both Google ranking AND AI citation. Handles keyword research, competitor gap analysis, content briefs, full article generation with schema markup, and AI-citation-optimized structure. Use when asked to write blog posts, do keyword research, create content briefs, optimize for SEO, improve search rankings, get cited by AI, or build topic cluster authority.

AIVI is the AI engagement layer for lead generation, contact centers, and customer re-activation. Every conversation is analyzed in real-time, building Conversational Intelligence that makes every future interaction smarter.

Analyze any GitHub repository in AI-friendly format. Convert entire repos to single markdown documents, generate architecture diagrams with Mermaid, inspect structure trees, language breakdowns, and recent activity. Includes GitHub URL tricks, API shortcuts, and advanced search techniques. Read-only analysis — never executes code from repositories. Built for AI agents — Python stdlib only, no dependencies. Use for repository analysis, code architecture review, open source research, GitHub intelligence, repo documentation, and codebase understanding.