Results for “graphs”

Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data structures, analyzing relationships between entities, computing graph algorithms (shortest paths, centrality, clustering), detecting communities, generating synthetic networks, or visualizing network topologies. Applicable to social networks, biological networks, transportation systems, citation networks, and any domain involving pairwise relationships.

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Apply practical DAG decomposition, transitive-edge reduction, and reachability indexing to dense dependency graphs. Use when low width and repeated queries justify preprocessing. NOT for cyclic graphs, one-off graph checks, or exact-minimum-chain requirements.

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Apply practical DAG decomposition, transitive-edge reduction, and reachability indexing to dense dependency graphs. Use when low width and repeated queries justify preprocessing. NOT for cyclic graphs, one-off graph checks, or exact-minimum-chain requirements.

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Decompose DAGs into execution chains using width bounds, stratification, virtual nodes, and matching. Use when minimizing workflow lanes in dependency graphs. NOT for cyclic graphs, generic scheduling, or one-off queries with no preprocessing payoff.

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Read and edit Feishu cloud documents, from individual paragraphs to tables and full document replacements. Create new documents, add content at specific positions, and upload images or files using the configured tool.

• Read a document shared through a Feishu link
• Edit a paragraph or insert content at a chosen position
• Create a document and write its contents

Use LLaVA, a model that understands images and text, to answer questions about pictures, write image descriptions, and build image chat applications. Includes guidance for setup, ongoing conversations, and model memory options.

• Writing descriptions for photographs
• Asking questions about objects and scenes
• Building a chatbot that discusses images

Design, build, or refine public websites using researched layouts, typography, palettes, and imagery. It develops a concept from the subject, checks the page in a real browser at three widths, and guides revisions through screenshot reviews.

• Redesigning a landing page that looks generic
• Building a portfolio around a distinctive concept
• Checking typography and layout at three screen widths

Coordinate multiple Orca workers by assigning tasks, exchanging threaded messages, and waiting for results or escalations. Use task dependency graphs and decision gates to supervise work that needs ongoing coordination across agents.

• Splitting work across multiple Orca workers
• Coordinating tasks with dependencies
• Waiting for worker results or escalations

Store and retrieve knowledge across agent sessions with AgentDB. Organize memories into tiers, search learned patterns, combine related memories into context, and record causal links to support later work.

• Reuse knowledge from previous agent sessions
• Store and search learned patterns
• Combine related memories into context

Review links embedded in body text to check whether readers can recognize them without relying on color alone. Identify CSS issues with underlines, color contrast, and hover or keyboard focus states, then suggest specific fixes.

• Review body text links after removing underlines
• Check contrast between links and surrounding text
• Inspect hover and keyboard focus cues

Build custom interactive charts, network diagrams, and maps with d3.js. Guides data-driven drawing, tooltips, zooming, animation, responsive sizing, and accessibility, with examples that work in plain JavaScript or frameworks such as React, Vue, and Svelte.

• Building charts with custom layouts and styling
• Creating network diagrams and geographic visualizations
• Adding tooltips, zooming, and animated transitions

Estimate RNA velocity, the modeled direction of gene expression change, from single-cell spliced and unspliced counts. Fit models, inspect gene-level plots, visualize trajectories, and explore relative timing and associated genes while checking model limitations.

• Explore hypotheses about directions of cell-state change
• Inspect gene-level RNA velocity model fits
• Estimate relative cell ordering with a dynamical model

Build and troubleshoot TorchDrug 0.2.1 workflows for molecular property prediction, molecule generation, protein modeling, and knowledge graph reasoning. Connect datasets, models, training tasks, and evaluation while checking version compatibility and common implementation errors.

• Training and evaluating molecular property prediction models
• Building molecule generation workflows
• Learning representations of protein sequences and structures

Finds papers, preprints, citation links, and openly available full text through 18 scholarly APIs. Selects databases for the task and returns relevant records with search parameters, identifiers, and access dates so the retrieval can be repeated.

• Find papers and preprints on a research topic
• Look up a paper by DOI, PMID, or arXiv ID
• Find openly available full text or PDFs

Build, analyze, and visualize relationship data in Python with NetworkX. Find shortest routes, identify important nodes and groups, generate networks for simulations, and exchange graph data through tables and common file formats.

• Finding important people and groups in social networks
• Calculating shortest routes in transportation networks
• Visualizing relationships between research papers

Extracts, converts, or edits selected parts of spreadsheets, Word documents, PDFs, and PowerPoint files. It creates a separate output file, checks that the selection still matches the source, and verifies the saved result without modifying the original.

• Export an Excel range as CSV, Markdown, or XLSX
• Extract Word paragraphs or create an edited copy
• Save a selected PDF page as a separate file

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.

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

Organize complex work for a team of AI agents by splitting tasks, defining dependencies, and documenting ownership and completion criteria. Provides strategies for tracking progress, spotting blockers, and redistributing work when workloads become uneven.

• Splitting complex work among multiple AI agents
• Mapping dependencies and execution order
• Defining file ownership and acceptance criteria

Read text aloud or save it as a speech audio file using voices already installed on the computer. Works through local platform tools without an account or API key, with long text split into shorter passages.

• Listening to a passage read aloud
• Saving text as a speech audio file
• Splitting long text into spoken paragraphs

Connect security incidents across organizations by comparing attack indicators, techniques, and timelines. Build relationship graphs and campaign reports that document shared evidence, attribution confidence, and indicators useful for detection.

• Linking incidents that share attack indicators
• Analyzing attacks across partner organizations
• Preparing reports on sustained attack campaigns

Deploy decoy accounts, service entries, and policy objects in Active Directory to detect suspicious activity. Configure monitoring rules for Windows security events and validate alerts for credential misuse, reconnaissance, and movement between systems.

• Detecting Kerberoasting with decoy service entries
• Monitoring attempts to use decoy credentials
• Placing credential traps in decoy Group Policy objects

Analyze a software bill of materials, an inventory of software components, against known vulnerability records. Trace indirect dependencies, assess risk, and produce reports that help teams prioritize fixes and review supplier software.

• Assessing vulnerabilities in vendor-provided software inventories
• Checking whether a newly disclosed CVE affects deployed software
• Adding SBOM vulnerability checks to CI/CD

Build custom interactive charts, maps, and network diagrams with d3.js. The skill guides data preparation, styling, resizing, and interactions such as zooming and tooltips, giving detailed control over how data appears and responds to users.

• Creating charts beyond standard library options
• Exploring relationships in a network diagram
• Adding zoom and tooltips to visualizations

Create Mermaid diagrams from text to explain software structure, API interactions, workflows, and database relationships. The skill guides diagram selection, syntax, styling, and export, helping keep visual documentation editable and stored alongside code.

• Explaining system architecture with diagrams
• Mapping API requests and responses
• Documenting database table relationships