Results for “filter”

Protein design quality control, filtering thresholds, and ranking guidance. Use this skill when: (1) Evaluating design quality for binding, expression, or structure, (2) Setting filtering thresholds for pLDDT, ipTM, PAE, (3) Checking sequence liabilities (cysteines, deamidation, polybasic clusters), (4) Creating multi-stage filtering pipelines, (5) Computing PyRosetta interface metrics (dG, SC, dSASA), (6) Checking biophysical properties (instability, GRAVY, pI), (7) Ranking designs with composite scoring. This skill provides research-backed thresholds from binder design competitions and published benchmarks.

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Quality control metrics and filtering thresholds for protein design. Use this skill when: (1) Evaluating design quality for binding, expression, or structure, (2) Setting filtering thresholds for pLDDT, ipTM, PAE, (3) Checking sequence liabilities (cysteines, deamidation, polybasic clusters), (4) Creating multi-stage filtering pipelines, (5) Computing PyRosetta interface metrics (dG, SC, dSASA), (6) Checking biophysical properties (instability, GRAVY, pI), (7) Ranking designs with composite scoring. This skill provides research-backed thresholds from binder design competitions and published benchmarks.

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Building AI-powered personalization systems: recommendation engines, collaborative filtering, content-based filtering, user preference learning, cold-start solutions, and LLM-enhanced personalized experiences. Use when "recommendation system, personalization, collaborative filtering, content-based filtering, user preferences, recommend, suggestions, for you, similar items, you might like, " mentioned.

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YouYing Shopee product selection tool supporting product query and filtering across all Shopee marketplaces, covering Malaysia, Taiwan (China), Indonesia, Thailand, Philippines, Singapore, Vietnam, Brazil, Mexico, Chile, and Colombia. Triggered when users mention Shopee product selection, Shopee product search, Shopee bestsellers, Shopee market analysis, Shopee category selection, Shopee keyword selection, Shopee sales filtering, Shopee price filtering, Southeast Asia e-commerce product selection, Shopee product search, Shopee product selection, Shopee bestsellers, or Shopee market analysis. Even if the user does not explicitly mention "YouYing" or "Shopee," this skill should be triggered whenever their need involves searching for products or filtering Shopee product data on the Shopee platform.

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Use this skill when designing, auditing, or troubleshooting behavioral boundaries for Agentforce agents — including topic (now subagent) Scope fields, agent-level system instructions, topic/action filters, the Escalation topic, restricted topics, and Instruction Adherence monitoring. Trigger keywords: agent guardrails, agent out of scope, restrict agent behavior, topic scope, subagent scope, agent fallback, Escalation topic, abuse prevention, action filters. NOT for Trust Layer content filtering (Einstein Trust Layer is a separate product concern), NOT for general topic routing design (use agentforce/agent-topic-design), NOT for prompt template construction (use agentforce/prompt-builder-templates).

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Create an Estuary derivation for stateless filtering, field selection, and per-document field transformation. Use for WHERE clauses, projecting fields, computing new fields from existing ones, or data cleansing. Derivations add complexity and cost — confirm the user wants a derivation before reaching for this (renaming alone is usually a projection, not a derivation). Use when user says "filter-transform derivation", "derivation to filter by status", "transformation with WHERE clause", "derive computed fields", "cleanse data with a derivation", or "stateless derivation".

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Orchestrates the end-to-end germline short-variant pipeline from FASTQ to a filtered, normalized, benchmarked VCF, chaining QC/trim, BWA-MEM2 alignment, duplicate marking, optional BQSR, calling (bcftools/GATK HaplotypeCaller/DeepVariant/DRAGEN), normalization, site+genotype filtering, annotation, and hap.py/vcfeval benchmarking. Use when deciding the pipeline-wide reference-genome commitment (GRCh38 analysis set vs T2T, ALT/decoy handling), sequencing the steps in the defensible order (normalize BEFORE annotate, filter site- then genotype-level), choosing the calling engine and single-sample vs cohort joint-calling, picking a filtering strategy by cohort size, or benchmarking stratified within GIAB confident regions. Hands off mechanism to the variant-calling and read-alignment component skills; not a re-teach of any single step.

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Design recommendation and ranking workflows that select the best items for a user or situation. Organize candidate retrieval, enrichment, filtering, scoring, selection, and background recording into six stages, then generate a runnable code scaffold.

• Designing personalized content feeds
• Reranking search or RAG results
• Building task prioritization workflows

Plan and review home network changes before altering settings. The skill checks VLANs, which separate device groups, local DNS filtering, and VPN access, then organizes staged changes, validation checks, and recovery steps.

• Separating trusted, IoT, and guest devices
• Planning a move to local DNS filtering
• Reviewing remote VPN access

Design and review REST APIs with consistent resource names, HTTP status codes, error responses, and pagination, which splits lists into smaller results. It also guides filtering, authentication, request limits, and versioning for public or internal APIs.

• Designing URLs and responses for a new API
• Reviewing an existing API specification
• Choosing pagination and filtering methods

Prototype a single-screen kanban task board in HTML, with columns for work stages, task cards, assignee avatars, estimates, and filters. A sprint summary highlights progress, leading assignees, and blocked tasks for a team overview.

• Prototyping a team's sprint board
• Designing a task overview with assignees and estimates
• Exploring a board layout with filters and search

Retrieve current cyber threat data, including malware indicators, addresses of attacker control servers, and vulnerabilities known to be exploited. Filter by threat type, source, severity, and date to identify relevant threats for review and reporting.

• Reviewing recently observed malware indicators
• Finding high-severity exploited vulnerabilities
• Checking attacker control server indicators

Retrieve publicly tracked military aircraft positions from OpenSky and Wingbits. Filter by geographic area, operator, or aircraft type, then review callsigns, altitude, aircraft details, and detected groups of activity to understand observed regional air activity.

• Checking tracked military aircraft in a region
• Filtering aircraft by operator
• Reviewing tanker and surveillance aircraft activity

Analyze Excel and CSV files to summarize statistics, filter records, compare groups, and join data across sheets or files. Export results as CSV, JSON, or Markdown tables for further work or sharing.

• Compare monthly sales and top-selling products
• Combine order records with customer data
• Check missing values and statistical summaries

Manage OmniRoute context settings from the command line, including token budgets and RTK filters for processing context. Switch saved server connections, import or export configurations, and inspect or expire conversation sessions.

• Adjust context token budgets and filtering rules
• Switch between saved server connections
• Import or export connection settings as JSON

Read and update application settings through APIs, including system prompts, reasoning limits, IP filters, and login requirements. Also manage proxy and cache settings, with guidance on how reasoning settings affect requests sent to AI providers.

• Review and update system prompts
• Adjust reasoning request settings
• Manage IP filters and login requirements

Configure prompt compression, which shortens text sent to AI models, through the OmniRoute command line. Adjust RTK filters, Caveman rules, and combined compression modes, then preview the results using real prompts.

• Preview compression results with real prompts
• Adjust RTK filters and Caveman rules
• Compare combined compression modes

Search people, companies, and deals in Attio using natural language. Apply detailed filters, sort records, review related notes, and inspect available fields through Composio, a service that connects agents to external tools.

• Find contacts by name, email, or company domain
• Filter and sort company records by creation date
• Review notes and available fields for company records

Read and manage Todoist tasks, projects, comments, labels, filters, and reminders through its official MCP server, a connection for AI tools. Access begins as read-only, with additional permissions and approvals required for changes or deletions.

• Reviewing tasks and projects in Todoist
• Checking comments attached to work
• Managing labels and filters

Manage AdGuard Home network filtering from the command line. Update blocklists, register devices, configure DNS rules that map names to addresses, and inspect query logs and statistics through the AdGuard Home REST API.

• Adding and refreshing ad-blocking filter lists
• Mapping local domain names to IP addresses
• Registering devices and managing fixed address assignments

Automate Krita image workflows through commands for project setup, layer management, filters, canvas resizing, and export. Use it for repeatable editing tasks, batch image processing, and structured results that AI agents can read.

• Prepare layer structures for illustrations
• Adjust layer opacity, visibility, and blending modes
• Apply image filters and resize the canvas

Read, query, filter, and write genomic files with pysam in Python. Extract regions, summarize variants, and count aligned bases while handling coordinate conventions, file indexes, headers, and the reference sequences needed to decode CRAM files.

• Inspect genomic file formats, headers, and indexes
• Filter alignment records by quality and flags
• Summarize variants and genotypes in a genomic region

Create and edit Obsidian Bases files to organize notes into tables, cards, and lists. Filter notes by tags or properties, calculate values such as days until a deadline, and configure grouping and summaries.

• Build a task table with deadlines and status
• Organize books and articles into reading cards
• Create an index of daily notes

Track newly launched meme tokens, those nearing exchange migration, and recent migrations. Filter by age, market value, or developer behavior, and explore AI-detected market themes with related tokens ranked by incoming funds.

• Find newly launched meme tokens
• Track tokens nearing or completing exchange migration
• Filter tokens by age, market value, or developer behavior