Process Development Scientists: Your All-in-One AI Plugin

Skills for process development scientists 17

• process optimization analystMaps and models your unit operation, then finds the bottleneck. Example: shows why your filtration step adds 4 hours per batch.
• technical report drafterTurns raw run data into a formatted report with figures and citations. Example: drafts your process characterization report for the tech transfer packet.
• process documentation assistantWrites SOPs, work instructions, and process maps your operators can follow. Example: an SOP for the new chromatography column packing step.
• statistical analysis guidePicks the right test and explains the output in plain words. Example: tells you whether a t-test or ANOVA fits your three-batch comparison.
• process qc statistical reportsBuilds QC reports, control charts, and capability studies from your release data. Example: a Cpk report on fill volume across 30 recent batches.
• process risk assessment assistantBuilds risk registers and FMEAs, and reads SDS sheets for process hazards. Example: ranks failure modes for your new reactor charging step.

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

Ready-made prompts 219

• Literature Review Assistance6 prompts, like Build A Cohesive Narrative From Research Findings
• Statistical Analysis Guidance20 prompts, like Apply Non-Parametric Statistical Tests
• Process Optimization Suggestions22 prompts, like Analyze Process Data for Improvements
• Report Writing and Documentation18 prompts, like Analyze Data for Reports
• Risk Assessment and Management17 prompts, like Assess Regulatory Compliance
• Collaborative Project Management16 prompts, like Assess and Mitigate Project Risks
• Regulatory Compliance Advice15 prompts, like Compliance Documentation Review

Apps you can build with AI 3

• Evidence-backed research and reporting workspaceKeeps your sources, notes, and drafts in one place so every report claim traces back to evidence. Demo included.
• Source-linked research writing and review workbenchCuts revision cycles by linking each sentence to its source during writing and review. Demo included.
• Specialist literature monitoringWatches a narrow topic and shows you why each paper was included or skipped. 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 Analysis Assumption Agent". Each one also has a guided set-up with sample data on its page.

• Research Analysis Assumption AgentEvery analysis has its assumptions checked, with violations decided by the investigator.
• Out-of-Specification Investigation AgentComplete a documented, ordered laboratory investigation of an OOS result and decide whether a retest is allowed.
• Patent and Prior Art Watch AgentCatch relevant new patent filings every week and explain why each matters.
• Process Parameter Window Study AgentDefine an operating window that the data actually support, with extra runs where it is thin.
• Cleaning Validation Review AgentShow that every cleaning result meets its acceptance limit or has a documented corrective action.
• Raw Material Variability Study AgentIdentify which raw material attributes drive process outcomes and propose tighter specifications backed by data.
• Feedstock Price and Margin Impact AgentMargin effects of price changes are known within days, with tested options for products that fall below target.
• Pilot Plant Run Readiness AgentEvery run starts with permits, materials, procedures and staff confirmed and no last-minute surprises.
• Supplier Change Notice Impact AgentEvery supplier change is assessed, tested and approved or rejected before the new material enters production.
• Ingredient Market Approval Check AgentA formula whose every ingredient is cleared for each target market or has a documented alternative.
• Pilot to Plant Costing AgentA cost per unit at plant scale with every assumption checked against plant data.
• Protein Purification Run Review AgentPurification runs that meet yield and purity targets

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.

• GNU Units MCP serverLets your AI convert between thousands of units and check unit math, all offline.
• Scholar MCP serverYour AI can search academic papers, read them, map citations, and save them into a personal library.
• Bing Search MCP serverLets your AI search the web, news, and images through Microsoft Bing while you chat.
• Web Researcher MCP serverLets your AI search trusted sites, read full articles, and give you real, clickable sources.
• Grounding MCP serverSearch your own PDFs, EPUBs and Word files locally and get answers with page and section citations.
• NCBI PubMed MCP serverSearch PubMed's millions of research articles and get summaries, authors, and related papers through your AI.
• Pinecone Assistant MCP serverLet your AI search your Pinecone Assistant knowledge base and bring back answers with sources. Official.
• Metis MCP serverGives your AI a private, local memory of your papers, notes and meetings, with cited answers.
• Patsnap Patent & Literature Search MCP serverLets your AI search global patents and scientific papers in plain language and pull back readable records. No install needed.
• arXiv MCP serverLets your AI search arXiv for research papers and pull up their details and full text. No install needed.
• Ossian document search and memory serverLet your AI answer questions from your team's own documents with real sources, and keep notes across chats.
• Optuna MCP serverLet your AI run optimization experiments and show you the results as charts. Official.

Your Grok Bot team 8

• Labarchive IntegrationAutomate LabArchives electronic lab notebook operations via API.
• Protocolsio IntegrationManage scientific protocols on protocols.io via API: search, create, update, publish, and organize. No hype, no emoji, no 'leverage'/'empower'/'seamle
• Opentrons IntegrationWrites Opentrons Protocol API v2 Python scripts for Flex/OT-2 liquid handling workflows.
• Neurokit2Processes physiological signals (ECG, EEG, EDA, RSP, EMG, EOG) into clean metrics and analyses for research or clinical use.
• SimpyBuilds and runs discrete-event simulations of systems with queues, resources, and timed processes.
• Sql ProOptimize SQL queries, design schemas, and tune performance for cloud-native and hybrid databases.
• Process Data AnalystAnalyzes process data to uncover patterns, trends, and risks for process development scientists.
• Statistical Analysis GuideGuides process development scientists through statistical analysis from data prep to interpretation.