Interact with GitHub using the `gh` CLI. Use `gh issue`, `gh pr`, `gh run`, and `gh api` for issues, PRs, CI runs, and advanced queries.

Interact with GitHub using the `gh` CLI. Use `gh issue`, `gh pr`, `gh run`, and `gh api` for issues, PRs, CI runs, and advanced queries.

Godot Engine patterns, Node tree architecture, Signals, Resources, and GDScript/C# conventions

Query Google Analytics 4 — reports, realtime data, dimensions, and metrics via the Data API.

Manage Google Calendar events via the Google Calendar API using curl + OAuth tokens.

Upload, download, and manage files in Google Drive via the Drive API using curl.

Read and send email via the Gmail API using curl + OAuth tokens.

Read and write Google Sheets data. Create spreadsheets, update cells, and manage worksheets via Sheets API.

Configure PostgreSQL with pgvector for GrepAI. Use this skill for team environments and large codebases.

Fetches Pendle Hosted SDK metadata using the Grimoire venue CLI. Use when you need supported chains, aggregators, markets, assets, or market token details.

Analyse task status and distribution across the configured backend.

Check task backend health and connectivity.

Google Workspace Admin SDK: Audit logs and usage reports.

Diagnoses mem0 connectivity, API key validity, and memory read/write functionality. Use when memory operations fail, searches return empty, add_memory errors occur, MCP connection drops, or to verify the plugin is working correctly.

Manage HubSpot CRM — contacts, companies, deals, and tickets via the REST API.

Handle iii engine and SDK errors across Node, Python, Rust, and browser workers. Use when interpreting error codes, retryability, RBAC denial, timeouts, handler failures, or SDK-specific exception surfaces.

Use when working with iii SDK APIs across Node.js, browser, Python, or Rust: package installation, worker initialization, function/trigger registration, invocation, channels, logging, OpenTelemetry, and language-specific caveats.

Manage Jenkins jobs, builds, and pipelines via the REST API.

Kotlin/Spring Boot 3.x patterns - use for backend services, REST APIs, dependency injection, controllers, and service layers

Best practices for Laravel API Resources including resource transformation, collection handling, conditional attributes, and relationship loading.

Security pattern for implementing rate limiting and throttling. Use when protecting against brute-force attacks, DoS/DDoS mitigation, preventing resource exhaustion, or limiting API abuse. Addresses "Entity absorbs excessive resources" problem.

Query LinkedIn — profile, connections, posts, and organization pages via the REST API.

LLM integration patterns including API usage, streaming, function calling, RAG pipelines, and cost optimization

Manage Mailchimp — lists, campaigns, subscribers, and templates via the Marketing API.

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

Use Postman MCP to inspect/maintain collections, environments, and API workflows; generate or validate requests and tests. Use when API verification or collections are the source of truth.

Create a new sequentially numbered database migration with up/down SQL files

Query MongoDB Atlas — collections, documents, and aggregations via the Data API.

Use PROACTIVELY when checking if tests catch real bugs, assessing test suite quality, finding weak tests, or measuring mutation score. Validates test effectiveness beyond coverage metrics by introducing code mutations. Supports Stryker (JS/TS), PIT (Java), mutmut (Python). Not for projects without existing test suites.

Query NetSuite ERP — records, saved searches, and SuiteQL via the REST API.

Use Oracle CLI in browser mode (no API key) for context bundling and analysis

Use this skill ALWAYS when the user asks to start a new project, initialize a repository, bootstrap a new app, or set up a codebase from scratch. It provides Paul's exact required modern stack conventions (pnpm, native node test, esbuild/vite, and buildless-types). If the user mentions "new project" or "setup", you must consult this skill before creating any files to ensure the correct architecture is used.

Manage PayPal — orders, payments, refunds, and payouts via the REST API.

Manage Pinecone vector database — indexes, upsert vectors, query, and delete via the REST API.

PostgreSQL database management for day-to-day operations. Use when the user needs to run SQL queries, inspect schemas, manage tables, monitor performance, handle backups, or administer a PostgreSQL database via psql or DATABASE_URL.

Apply when introducing a new internal API while old callers still exist. Migrate callers and delete the old API in the same wave instead of preserving compatibility layers.

Implement dependency injection in PydanticAI agents using RunContext and deps_type. Use when agents need database connections, API clients, user context, or any external resources.

Configure LLM providers, use fallback models, handle streaming, and manage model settings in PydanticAI. Use when selecting models, implementing resilience, or optimizing API calls.

Static 3D visualization utilities wrapping Rerun SDK for adding point clouds, trajectories, cameras, planes, and chessboards. Use when visualizing 3D data in Rerun, including SLAM trajectories, robot poses, camera calibration targets, and debug visualizations. All methods are static and do not require viewer instance management. For SE(3)/SO(3) matrix operations, use pywayne-vio-se3 or pywayne-vio-so3 skills.

Manage Qdrant vector database — collections, points, and vector search via the REST API.

Guides Qdrant vertical scaling decisions. Use when someone asks 'how to scale up a node', 'need more RAM', 'upgrade node size', 'vertical scaling', 'resize cluster', 'scale up vs scale out', or when memory/CPU is insufficient on current nodes. Also use when someone wants to avoid the complexity of horizontal scaling.

Query QuickBooks Online — invoices, customers, payments, accounts, and reports via the REST API.

Use when debugging Rails issues - provides Rails-specific debugging tools (logs, console, byebug, SQL logging) integrated with systematic debugging process

Fetches fresh documentation and implementation guidance for any library, framework, or API the user needs to work with. Use proactively whenever the user asks "documentation for", "how does X work", "look up", "find examples", "best practices for", or mentions a technology they need to learn or reference. Don't rely on training data when live docs are available — libraries release breaking changes regularly.

Query and manage Salesforce CRM — accounts, contacts, leads, opportunities, and cases via the REST API.

Scans source code, configuration files, and git history for hardcoded credentials, API keys, and tokens. Use when auditing repositories for security leaks or ensuring sensitive data is not committed to version control.

Query and manage ServiceNow — incidents, changes, problems, and catalog items via the Table API.

Query Snowflake data warehouse — execute SQL, manage warehouses, and query metadata via the SQL API.

Maven Modular Architecture with profiles for optional components. Enable/disable modules like Redis, Kafka, RabbitMQ dynamically.

SQL data access best practices for AIRBot reviewers

Security anti-pattern for SQL Injection vulnerabilities (CWE-89). Use when generating or reviewing code that constructs database queries, builds SQL statements, or handles user input in database operations. Detects string concatenation in queries and recommends parameterized queries.

Displays memory usage statistics for the current session and project including counts by category, age distribution, and API latency. Use when checking how many memories exist, reviewing session activity, or auditing memory distribution across categories.

Best practices for building Stripe integrations. Use when implementing payment processing, checkout flows, subscriptions, webhooks, Connect platforms, or any Stripe API integration.

Query Supabase — database tables, auth users, storage, and edge functions via the REST API.

Create or modify Doctrine entities. Use for database models.

Generate a new empty migration file with proper naming. Use when starting a new feature that needs database/settings changes.

Create Api services for calling the backend API. Use for HTTP calls to API layer.

Create Bll services for front/back. Use for business logic that calls API.

myfy TasksModule for background job processing with SQL-based queue. Use when working with TasksModule, @task decorator, background jobs, task workers, TaskContext, task retries, or async task dispatch.

Node.js/TypeScript project toolchain -- npm/pnpm/yarn, testing, linting, building, and debugging.

Rust project toolchain -- cargo build, test, clippy, formatting, and cross-compilation.

Manage Trello boards, lists, and cards via the REST API.

Send SMS, make calls, and manage phone numbers via the Twilio REST API.

Query Twitter/X — search tweets, get user profiles, timelines, and followers via the API v2.

Provision a zero-config, no-signup Upstash Redis database for an AI agent via a single POST to `https://upstash.com/start-redis`. Use when an agent needs scratch Redis for short-term memory, conversation history, sub-agent work queues, or ranked recall and the user has not provided credentials. The database lives 3 days unless the user claims it.

Use this skill to verify that PostHog instrumentation is firing correctly on a website. Drives a real browser at one or more URLs, observes which PostHog events actually arrive, and reports a pass/fail summary. Use after installing the PostHog SDK on a site, after a deploy that touches tracking code, or when events appear missing in the PostHog dashboard.

Manage Weaviate vector database — classes, objects, and vector search via the REST API.

Real-time web research using Google Search via Google's Antigravity (`agy`) CLI — the replacement for the deprecated `gemini-cli`. Trigger when user needs current information ("search with agy", "search with Google Antigravity", "find current info about X with agy", "what's the latest on Y"), library/API research, security vulnerability lookups, or comparisons requiring recent data.

Manage WooCommerce stores — products, orders, customers, and coupons via the REST API.

Query Xero accounting — invoices, contacts, accounts, and bank transactions via the REST API.

Query YouTube — search videos, get channel stats, list playlists, and manage comments via the Data API v3.

Materal-specific enum adaptation workflow: fetch enum values from provider API, let LLM fill suggested_name, then apply patch with aptx-ft. Use ONLY when: (1) user mentions Materal framework, (2) Materal naming rules are required, or (3) adapting Materal enum semantics. Do NOT use for generic OpenAPI projects.

Top movers, losers, and trending coins from CoinGecko — with pump-risk flags (low liquidity, single-pair-only, fresh listing, volume-no-mcap, low-holder-data, cex-only). No API key required. Use for daily market scans, pre-trade screening, or as input to a token-pick workflow. Triggers: "top movers today", "what's pumping", "biggest losers 24h", "trending coins", "crypto movers with risk flags".

Pull data from Oracle Fusion ERP / HCM / SCM REST APIs into a Spark DataFrame from an AIDP notebook. Use when the user mentions Fusion ERP, Fusion REST API, FA REST, Cloud ERP, or wants live data from a Fusion pod. HTTP Basic auth only. For volumes >499 rows/page or bulk extracts, route to aidp-fusion-bicc.

Minimal smoke test for DlfNext skill. Validate metadata discovery and one read-only API call.

Minimal smoke test for DataLake skill. Validate metadata discovery and one read-only API call.

Run Ansible playbooks and manage AWX/Tower via API. Automate infrastructure configuration.

Generate API documentation from source code with JSDoc and OpenAPI support

API documentation standards and patterns

OpenAPI/Swagger specification standards and API documentation best practices

Manage AWS API Gateway REST and HTTP APIs.

AWS SDK for Swift development patterns. Use when writing Swift code that uses AWS services via aws-sdk-swift package.

Manage BigCommerce stores — products, orders, and customers via the REST API.

Manage Bitbucket repositories, pull requests, and pipelines via API.

Send a capture to Open Brain. Takes any instruction as an argument — summarize a session, log a decision, capture an idea — processes it, and POSTs to the captures API. Use when the user says "/brain-entry <instruction>".

Generate comprehensive code documentation including docstrings, comments, and API documentation. Use when code lacks documentation, needs better explanations, or requires API docs. Focuses on clarity, completeness, and following language-specific documentation standards.

Code hygiene, quality gates, and pre-commit workflows. Use for linting, type checking, testing, and fixing errors. Works for Go, JavaScript/TypeScript, Python, Rust, and any other language.

Perform bulk code refactoring operations like renaming variables/functions across files, replacing patterns, and updating API calls. Use when users request renaming identifiers, replacing deprecated code patterns, updating method calls, or making consistent changes across multiple locations.

Find and remove unused code added in the current branch. Use when asked to find dead code, remove unused functions, clean up unreferenced code, or check for orphaned controllers/services/SDK functions. Triggers on phrases like "find dead code", "remove unused code", "check for orphaned functions", or "clean up unreferenced exports".

Designs intuitive Python library APIs following principles of simplicity, consistency, and discoverability. Handles API evolution, deprecation, breaking changes, and error handling. Use when designing new library APIs, reviewing existing APIs for improvements, or managing API versioning and deprecations.

Creates comprehensive Python library documentation including Google-style docstrings, Sphinx setup, API references, tutorials, and ReadTheDocs configuration. Use when writing docstrings, setting up Sphinx documentation, or creating user guides for Python libraries.

Fetch secrets from Doppler for API keys and credentials.

Download remote OpenAPI/Swagger JSON specification from a URL to local file using aptx-ft CLI. TRIGGER when user mentions: (1) fetch/pull/download swagger or openapi from URL, (2) save API spec to openapi.json locally, (3) get API documentation from server, or (4) prepare local input for code generation. DO NOT TRIGGER when: generating code/types from local file, reading existing openapi.json, downloading non-OpenAPI files, or authentication is required.

Generate realistic dummy datasets for testing with customizable columns, constraints, and output formats (CSV, JSON, SQL, Python script). Use when creating test data, building mock datasets, or generating sample data for development and demos.

Query Facebook — pages, posts, insights, and comments via the Graph API.

Initialize federation on this node — generate keypair and configure peers