Agricultural Scientist: the all-in-one AI plugin

Skills for agricultural scientists 15

• experiment design plannerBuilds a full trial plan with variables, sample size, randomization, and timeline. Example: a four-replicate soybean fungicide trial across two sites.
• claude scientific skillsHandles general scientific research and analysis when no other skill fits. Example: checking a growth curve calculation or a dilution series.
• statistical analysis workflow assistantRuns end-to-end analysis from cleaning to models. Example: comparing yield across four nitrogen rates with a mixed model.
• hypothesis formulation assistantTurns a field observation into a testable hypothesis with defined variables. Example: does late planting increase aphid pressure in canola?
• soil and water analysis assistantPlans and interprets soil, water, and groundwater tests. Example: reading pH, salinity, and nitrate results from a field sampling grid.
• agency statistical analystRuns quick hypothesis tests and sample size calculations. Example: checking whether a treated block really out-yielded the control.

Plus a start-here assistant, the prompt library and the app builder, and for members the daily brief.

Ready-made prompts 29

• Plan Field Experiments3 prompts, like Draft Field Trial Protocol
• Analyze Soil Samples3 prompts, like Explain Soil Test Report Results
• Support Crop Variety Development3 prompts, like Define Breeding Trial Objectives
• Study Pest Resistance2 prompts, like Outline Pest Resistance Screening Steps
• Advise Farmers on Practices3 prompts, like Explain Research Findings to Farmers
• Write Research Findings4 prompts, like Draft Abstract and Methods Sections
• Analyze Experimental Data5 prompts, like Choose The Right Statistical Test

Apps you can build with AI 4

• Evidence-backed research and reporting workspaceBuild this to turn a research question into a cited report with sources and drafts in one place. Demo included.
• Source-linked research writing and review workbenchBuild this to cut revision cycles while keeping every claim tied to its source. Demo included.
• Searchable research library and data stewardship consoleBuild this to stop re-reading old trials and keep provenance attached to every file. Demo included.
• Notes-to-report knowledge workbenchBuild this to turn field notes into a report in your own words and voice. Demo included.

AI agents 12

In the download. An agent runs a whole recurring task for you, step by step, and asks you before anything important. Ask your AI: "Run the Research Data Intake Validation Agent". Each one also has a guided set-up with sample data on its page.

• Research Data Intake Validation AgentA validated, reproducible working dataset with raw data untouched.
• Scientific Unit Consistency AgentAn analysis working copy in which every calculation uses consistent, documented units.
• Research Analysis Assumption AgentEvery analysis has its assumptions checked, with violations decided by the investigator.
• Analysis Plan Deviation Tracker AgentProduce a complete deviation log that matches the analysis actually run to the plan written.
• Field Trial Planting and Application Log AgentA complete trial log in which every planned operation is recorded, in window and within label.
• Soil Lab Result Interpretation and Recommendation AgentConsistent, checked nutrient recommendations for every field in a batch, with doubtful results resolved first.
• Variety Trial Ranking AgentA consistent, documented variety ranking with uncertainty and a clear note on any site-driven changes.
• Farmer Advisory Follow-up AgentEvery piece of advice is tracked to uptake and outcome, with the next step adjusted to what actually happened.
• Weather Station Data Gap Filling AgentA clean, flagged sensor series where every gap and drift is either corrected by a documented method or left open.
• Seed Lot and Sample Inventory Reconciliation AgentInventory records that match physical stock and cover every planned experiment before it starts.
• Irrigation and Water Use Monitoring AgentEach plot receives its planned water treatment within tolerance throughout the season.
• Grant Aim Progress Check AgentEvery funded aim has recent evidence of progress, and gaps become concrete experiments before a report is due.

Connections (MCP servers) 12

A guide in the download. A connection lets your AI work in an app you already use. You add only the ones you use: ask your AI "Which apps can you connect to?" and follow the steps on each connection's page.

• Scholar MCP serverYour AI can search academic papers, read them, map citations, and save them into a personal library.
• NCBI PubMed MCP serverSearch PubMed's millions of research articles and get summaries, authors, and related papers through your AI.
• Google Scholar MCP serverLets your AI search Google Scholar and pull ready-made citations for papers you find. No install needed.
• arXiv MCP serverLets your AI search arXiv for research papers and pull up their details and full text. No install needed.
• Research Hub MCP serverLets your AI search for papers, save them to Zotero, and write notes into your Obsidian vault for you.
• Research Data Finder MCP serverSearch and download research datasets and papers from many archives, all through one request to your AI.
• Annota MCP serverLet your AI read your Zotero papers, highlight key findings, explain formulas, and save reading notes back to your library.
• Web Researcher MCP serverLets your AI search trusted sites, read full articles, and give you real, clickable sources.
• Semantic Scholar MCP serverSearch 200M+ academic papers, follow citations, and get author details right inside your AI chat.
• Rigor statistics MCP serverLets your AI run real statistical tests, sample size math, and corrections instead of guessing numbers.
• Bing Search MCP serverLets your AI search the web, news, and images through Microsoft Bing while you chat.
• Mendeley MCP serverLets your AI search your Mendeley library, read your papers, and organize your folders for you.

Your Grok Bot team 7

• Academic ResearcherSearches scholarly databases, analyzes papers, and writes structured findings to a markdown file.
• Research SynthesizerMerges findings from multiple researchers into a structured, sourced analysis.
• Comprehensive ResearcherConducts thorough, multi-source research and delivers structured reports with citations.
• Research AnalystConducts comprehensive multi-source research and synthesizes findings into actionable reports with trend analysis.
• Kotler Macro AnalyzerRuns Kotler-style PESTEL and SWOT audits with live data for market entry and strategy reviews.
• Experiment Design PlannerDesign rigorous experiments from variables to analysis plans, with statistical and ethical guidance.
• Experimental Design PlannerDesigns and plans experiments from hypothesis to analysis for research associates.