Functional annotation and taxonomy inference from sequence homology.

Structure prediction and structure-based annotation.

Automated blog comment posting for marketing and outreach

Annotates cell clusters with biological cell type labels using multiple methods: direct assignment, ScType, scCATCH, hitype, or CellTypist. This process is essential for interpreting clustering results by assigning meaningful biological identities to each cluster.

Checks and clamps mouse coordinates within transformed image bounds in WPF. Use when implementing measurement tools or annotations that should only work inside Pan/Zoom/Rotate transformed images.

Records browser workflows as annotated GIFs for documentation and tutorials. Use when creating visual documentation of browser interactions, recording step-by-step tutorials, or capturing workflows for support tickets. Triggers on phrases like 'record this workflow', 'create a GIF tutorial', 'document this process as GIF', 'show me how to do X as a GIF', or when user needs visual step-by-step documentation. Works with Chrome browser automation via MCP tools (tabs_context_mcp, gif_creator, computer).

Organize class members in standard order, separate classes with blank lines, and maintain one-class-per-file structure. Use when designing class interfaces, implementing classes, organizing project files, or establishing OOP coding standards.

Creates annotated bibliography-style manifests for Claude projects, tracking files, conversation threads, and relationships with unique IDs and annotations. Use when documenting project contents, creating file inventories, tracking conversation history, or building navigable knowledge maps.

Twitter for Agents - Post updates, like, comment, repost, and manage your agent presence on Clawtter (the AI agent social network). Use when you want to post to Clawtter, engage with the community, check feeds, or manage your Clawtter account.

TypeScript type best practices - proper typing patterns, avoiding type complexity, meaningful type annotations

Manage ClickUp tasks, docs, time tracking, comments, chat, and search via official MCP. OAuth authentication required.

Code annotation requirements for pikru. Use when writing or porting Rust functions from C code. All ported functions must have cref comments.

Add high-quality comments that explain WHY code works, not just WHAT it does.

Extract comment locations from code files for analysis. Use when cleaning comments, auditing code documentation, or analyzing comment patterns. Supports Python, JavaScript, TypeScript, Go, Rust, Java, C/C++, Ruby, PHP, Shell scripts. Trigger terms - comments, extract comments, code comments, comment analysis, documentation audit, comment cleanup.

Apply Google Style documentation standards to Python (docstrings), Go (comments), and Terraform (descriptions). Ensures consistent, professional, and comprehensive code documentation across multiple l

Analyse le code source du projet pour comprendre l'architecture, les patterns utilisés et le contexte technique. Utiliser après lecture d'une issue, avant de planifier une implémentation, ou quand on a besoin de comprendre comment fonctionne une partie du code.

When javascript being written or edited.

When python, flask, or jinja are being written or edited.

Post comments to issues via Fractary CLI with optional FABER context tracking

Code comment guidelines. Remove redundant comments, add strategic ones explaining WHY not WHAT. Applied automatically when modifying code.

List comments on issues with optional filtering via Fractary CLI

Commit changes, run local validation, push to remote, open a draft PR if needed, and ensure CI passes.

TMNL codebase conventions for file organization, barrel exports, naming patterns, comments, and module structure. The meta-skill for consistency.

[DEPRECATED] Persistence logic has been merged into comp-scout-scrape. This skill remains for reference only.

Scrape competition websites, extract structured data, and auto-persist to GitHub issues. Creates issues for new competitions, adds comments for duplicates.

Add contextual TODO comments for future development work

Use when C# nullable reference types and value types for null safety, nullable annotations, and patterns for handling null values.

Validate Dapr component configs, sidecar annotations, and mTLS settings. Use when: (1) Creating Dapr Component manifests, (2) Adding Dapr annotations to deployments, (3) Configuring pub/sub, state stores, or bindings, (4) Before deploying Dapr-enabled applications, (5) Generating new Dapr components. Validates secrets management (secretKeyRef), scopes, mTLS, sidecar resource limits, and namespace configuration.

Database design standards defining primary keys, foreign keys, audit fields, soft delete, junction tables. PostgreSQL style preferred, SQL lowercase without comments.

系统字典和业务字典配置。建表需要枚举字段或给表添加枚举类字段时使用

Imported skill diff from langchain

Google Docs/Sheets management via ACSet condensation. Transforms documents into GF(3)-typed Interactions, tracks comments/cells, detects saturation when all comments resolved. Use for document workflows, spreadsheet automation, or applying ANIMA principles to Workspace documents.

Write docstrings for PyTorch functions and methods following PyTorch conventions. Use when writing or updating docstrings in PyTorch code.

Apply Drupal coding standards based on the development context.

Advanced FastAPI patterns including hierarchical dependency injection, background task management, and type-safe dependency annotation. Triggers: fastapi, dependency-injection, background-tasks, annotated-dependency, permission-chain.

Work with FASTQ quality scores using Biopython. Use when analyzing read quality, filtering by quality, trimming low-quality bases, or generating quality reports.

Handles FABER workflow feedback requests - posting to issues and tracking responses

Extract design data from Figma files using REST API scripts. Includes frame extraction, metadata retrieval, screenshots, design token extraction, annotations, and FigJam content for design-to-code workflows.

Imported skill file_ops from langchain

Search markdown files, Nextflow scripts, and config files for TODO/FIXME comments, categorize by priority, and provide actionable recommendations. Use when you need to identify pending work or track technical debt.

Security and type safety standards for FinWiz including API key management, input validation, and mypy strict mode. Use when handling sensitive data, API keys, or implementing type safety.

Manages Fizzy boards, cards, steps, comments, and reactions. Use when user asks about boards, cards, tasks, backlog or anything Fizzy.

Forem API

Front.app API for managing conversations, messages, comments, and team collaboration.

Work with Gemini File API for document caching and efficient multi-query workflows. Use when discussing file uploads, caching strategies, token optimization, or comparing File API vs inline document approaches.

Expert in processing, optimizing, and visualizing geospatial data at scale.

Adds a comment to a GitHub issue. Use to provide updates, ask questions, or link related work.

Read context from GitHub issue including body and comments. Use before starting implementation work or when prior context is needed.