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Manage Zotero reference libraries through Python: search, create, update, and delete references, organize collections and tags, upload PDF attachments, and export citation data. Guidance covers both remote libraries and access through a running local Zotero app.

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• Searching references in a Zotero library
• Organizing references with collections and tags
• Uploading PDF attachments to references

Create scientific charts in Python with detailed control over axes, colors, labels, legends, and layout. Arrange multiple plots in one figure and export PNG, PDF, or SVG files for papers and presentations.

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• Create charts from experimental data
• Arrange multiple plots in one figure
• Adjust colors, labels, and annotations

Inspect FCS files from flow cytometry, a method for measuring cell properties, using FlowIO. Extract measurement data into NumPy arrays, review channel metadata, export tables, and create FCS 3.1 files for downstream work.

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• Inspect measurement settings and channel labels in FCS files
• Extract measurement data into NumPy arrays or CSV tables
• Read legacy FCS files containing multiple datasets

Create, revise, and export scientific figures for manuscripts using Python or R. Check panel alignment and overlapping elements, or prepare editable diagrams and explicitly requested AI-generated graphical abstracts that visually summarize a paper.

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• Create scientific plots for a manuscript
• Review the layout of a multi-panel figure
• Prepare a graphical abstract

Find papers from Nature or a specified Cell, Nature, and Science journal group to support manuscript claims. Check abstracts or publisher pages, map sources to individual claims, and export verified reference details for reference managers.

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• Find Nature-family references for manuscript claims
• Map supporting papers to individual paragraphs
• Check whether a paper supports a specific claim

Create presentation drafts from text, outlines, or documents through the 2slides API. Match a reference image's style, choose themes, add AI voice narration, and export slide images or audio for review and use.

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• Create a presentation from text or an outline
• Summarize a document into slides
• Match slide styling to a reference image

Create PowerPoint presentations from outlines, update text, tables, charts, and images in existing slides, or extract slide text and speaker notes. Export decks to PDF or images when the required conversion tools are available.

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• Create presentation slides from an outline
• Update text and images in an existing deck
• Extract slide text and speaker notes

Research social discussions using public posts or authorized exports, and produce reports that link each claim to inspected evidence. Track duplicate posts, distinguish speakers, document access gaps, and audit conclusions that exceed the observed sample.

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• Comparing product discussions across social platforms
• Creating cited reports from supplied post exports
• Checking repost duplication and comment attribution

Create and fix Adobe Illustrator automation scripts using ExtendScript, Adobe’s JavaScript-based scripting language. Automate changes to artwork, text, layers, and artboards, process multiple files, and prepare exports such as PDF, SVG, and PNG.

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• Automate repeated changes to artwork and text
• Export multiple Illustrator files
• Generate artwork variations from data

Create and analyze AI model evaluation experiments in Arize using the ax CLI, a command-line tool. Collect real model outputs, export results, compare evaluation scores, and identify examples where a new model performs worse.

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• Comparing models on the same evaluation dataset
• Finding examples that perform worse after a model change
• Exporting experiment results for further analysis

Convert a Vibe-Trading backtest strategy or a written trading strategy into a Python class for vnpy. Map indicators and trading signals to vnpy conventions, with asset-specific order handling and instructions for loading the strategy for backtesting or live trading.

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• Export a Vibe-Trading strategy to vnpy
• Turn written trading rules into a CtaTemplate class
• Adapt order handling for A-shares, futures, or crypto

Export names, email addresses, and phone numbers from the Google Contacts directory into Google Sheets. The workflow adds column headings and contact rows to a specified spreadsheet, creating a contact list for reference.

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• Exporting directory contacts to a spreadsheet
• Listing names, email addresses, and phone numbers together
• Adding contact rows to a designated sheet

Turn exported AI chats and agent session logs into dated, searchable pages in gbrain. Check for missing conversations, extract facts, and trace when a topic first appeared or how an idea developed, with quotes and dated references.

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• Organizing exported AI chat histories
• Finding the first discussion of a topic
• Tracing how an idea developed

Prepare a sales forecast narrative from CRM records or an uploaded pipeline export. Organize deal amounts and counts by forecast category, explain changes since the previous review, and highlight closing risks and support needed.

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• Preparing for a quarterly sales forecast meeting
• Reviewing deal outlooks in a manager one-on-one
• Building a forecast narrative from a pipeline export

Convert laboratory instrument files into Allotrope Simple Model (ASM) JSON, a standardized data format, or tabular CSV. Detect instrument types, validate converted data, and export Python parsing code for analysis workflows or handoff to data engineers.

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• Standardizing instrument data for a laboratory management system
• Converting ELISA results into an importable CSV
• Exporting Python code to parse NanoDrop files

Automate terminal interactions and capture screenshots before and after commands run. Define scenarios in TypeScript to review CLI appearance, document command flows, or record changing output such as progress bars, with optional animated GIFs.

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• Review CLI appearance changes in a pull request
• Capture slash command interactions
• Create screenshots for usage documentation

Use Screenpipe’s local REST API, an interface for programmatic requests, to search screen and meeting history, review app activity and active time, retrieve synced-device records, export recordings, and rerun audio transcription.

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• Reviewing daily app use and active screen time
• Finding decisions in recorded meetings
• Searching history from a synced device

Create and edit 3D parts and assemblies with adjustable dimensions using cadgen. Export STEP, STL, 3MF, or GLB files, inspect geometry, and open existing models in CAD Viewer for visual review.

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• Create a part from specified dimensions or a drawing
• Revise part dimensions and assembly placements
• Export models as STEP, STL, 3MF, or GLB

Evaluate Google Cloud workloads against built-in best practices or custom organizational rules using Workload Manager. Use public client libraries or the REST API to run checks, review violations and scanned resources, and export results to BigQuery.

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• Evaluate workloads against Google Cloud best practices
• Inspect rules for SAP and SQL Server workloads
• Run evaluations using custom organizational rules

Create images for Kortix blog headers, social posts, thumbnails, and other placements using its brand guidance. The workflow covers dimensions, image generation, logo and text compositing, and PNG export, with optimized WebP files for web use.

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• Creating a blog header or social link preview image
• Producing social cards and thumbnails
• Framing a screenshot of the real Kortix interface

Helps build custom code exporters from json-render UI specifications. Covers walking the UI tree, collecting components, state references, and actions, and formatting property values for JSX, the markup syntax used in React.

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• Build a custom exporter for Next.js or Remix
• List components and actions used in a UI specification
• Convert property values into JSX attributes

Generate an OpenShell SBOM, an inventory of software components, with Syft. Fill missing license details from public registries, export CSV files for compliance review, and inspect or validate SBOMs attached to container images.

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• Generating a dependency inventory for a release
• Filling missing dependency license information
• Exporting CSV files for license review

Import a custom pedestrian into CARLA on UE 5.8, connect it to the shared animation skeleton, and verify that it moves. Export an existing walker as an FBX starting point or investigate a walker that stands still.

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• Add a custom pedestrian to CARLA
• Export an existing walker as an FBX for editing
• Investigate a walker that spawns but does not move

Create editable draw.io diagrams from descriptions, code, infrastructure settings, or database schemas. Update existing diagrams while preserving manual layout, check their structure and architecture rules, and export them to image or document formats for sharing.

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• Turn a written description into an editable diagram
• Generate architecture diagrams from code or infrastructure settings
• Update a diagram while preserving manual layout