AI Agent Workflow Collection

Benchling R&D platform integration.

When the user needs to write a monthly or quarterly investor update, prepare a board deck, or communicate company progress to stakeholders.

Query the CELLxGENE Census (61M+ cells) programmatically.

When the user wants to find Slack groups, Discord servers, Reddit communities, forums, or online communities where their target audience hangs out.

Fetch up-to-date library documentation via Context7 API.

When the user wants to get press coverage, appear on podcasts, or build relationships with journalists and content creators.

Compute and analyze embeddings for dataset quality, distribution comparison, semantic deduplication, diversity measurement, and similarity-based filtering. Covers sentence-transformers, embedding space diagnostics, and 2025-2026 literature techniques (NeMo Curator semantic dedup, embedding similarity metrics for data selection, DataRater-style quality scoring).

When the user needs to create or improve content that shapes how candidates and the public perceive the company as a place to work.

When the user wants to host a tech event, meetup, workshop, or community gathering — especially using Luma.

When the user needs to analyze, categorize, or extract actionable insights from customer feedback across multiple sources, especially feature requests.

When the user wants to write an email to an investor — cold outreach, warm intro request, follow-up after a meeting, monthly investor update, or thank-you note.

Submit and manage protocols on Ginkgo Bioworks Cloud Lab (cloud.ginkgo.bio), a web-based interface for autonomous lab execution on Reconfigurable Automation Carts (RACs). Use when the user wants to run cell-free protein expression (validation or optimization), generate fluorescent pixel art, or interact with Ginkgo Cloud Lab services. Covers protocol selection, input preparation, pricing, and ordering workflows.

Analyze and engineer protein glycosylation. Scan sequences for N-glycosylation sequons (N-X-S/T), predict O-glycosylation hotspots, and access curated glycoengineering tools (NetOGlyc, GlycoShield, GlycoWorkbench). For glycoprotein engineering, therapeutic antibody optimization, and vaccine design.

High-performance toolkit for genomic interval analysis in Rust with Python bindings.

Create a go-to-market strategy covering marketing channels, messaging, success metrics, and launch timeline. Use when planning a product launch, creating a GTM plan from scratch, or defining a launch strategy for a new market.

Create professional infographics using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review. Integrates research-lookup and web search for accurate data. Supports 10 infographic types, 8 industry styles, and colorblind-safe palettes.

When the user needs to design an interview process, create interview questions, build scorecards, calibrate interviewers, or evaluate candidates for a role.

Research investors before pitching - their thesis, portfolio, and what they care…

Write a job description that attracts the right…

MIMIC (Medical Information Mart for Intensive Care) database toolkit. Curated ICU data: vitals, labs, medications, notes, diagnoses. Tools for querying MIMIC-III/IV, building ML features, and reproducing benchmarks.

Microscopy data management platform.

Official Opentrons Protocol API for OT-2 and Flex robots. Use when writing protocols specifically for Opentrons hardware with full access to Protocol API v2 features.

Search the web, extract URL content, and run deep research using the Parallel Chat API and Extract API.

Build and analyze phylogenetic trees using MAFFT (multiple alignment), IQ-TREE 2 (maximum likelihood), and FastTree (fast NJ/ML). Visualize with ETE3 or FigTree. For evolutionary analysis, microbial genomics, viral phylodynamics, protein family analysis, and molecular clock studies.