Client for querying the FRED API. Example: >>> fred = FREDQuery(api_key="your_key") >>> gdp = fred.get_observations("GDP")

Research information lookup with intelligent backend routing. Routes queries to the Parallel Chat API (default) or Perplexity sonar-pro-searc

Client for interacting with Reactome REST APIs

Client for OpenAlex API with rate limiting and error handling.

Custom Dataset implementation. Replace this with your actual dataset implementation.

Custom Gymnasium Environment Template. This is a template for creating custom environments that work with Stable Baselines3. Modify the

Main class for querying FDA databases.

Core client for the Parallel Chat API. OpenAI-compatible chat completions endpoint that performs web research and returns synthesized respons

Validates presentations for common issues.

Monitor resource usage with detailed statistics tracking. Tracks: - Queue lengths over time - Resource utilization - Wait times

Format and clean BibTeX entries.

Efficient search interface for bioRxiv preprints.

Validator for clinical decision support documents.

Validator for CARE guideline compliance.

Validate BibTeX entries for errors and inconsistencies.

Custom constrained bi-objective problem. Minimize: f1(x) = x1 f2(x) = (1 + x2) / x1 Subject to: x2 + 9*x1 >= 6

Convert DOIs to BibTeX entries using CrossRef API.

Helper class for DrugBank data access and analysis

Client for querying the Ensembl REST API with rate limiting and error handling.

Simple file-based cache for FDA API responses.

Analyzes documentation against ISO 13485 requirements.

Search Google Scholar using scholarly library.

Generate infographics using AI with smart iterative refinement. Uses Gemini 3 Pro for quality review to determine if regeneration is needed.

Extract metadata from various sources and generate BibTeX.

Multi-agent environment template. Example: Cooperative navigation task where agents must reach individual goals.

Custom bi-objective optimization problem. Minimize: f1(x) = x1^2 + x2^2 f2(x) = (x1-1)^2 + (x2-1)^2 Subject to:

Custom PufferLib environment template. This is a simple grid world example. Customize it for your specific task.

Converts PDF presentations to images.

Helper class for accessing PEDS data.

Deep research using the Parallel Chat API (core model). Sends complex research queries to the Chat API which performs multi-source web resear

Extract clean content from URLs using Parallel's Extract API. Converts any public URL into clean, LLM-optimized markdown. Use for citation ve

Web search using the Parallel Chat API (base model). Sends a search query to the Chat API which performs web research and returns a synthesiz

Client for USPTO PatentSearch API.

Example policy network.

Search PubMed using NCBI E-utilities API.

Manage API rate limits.

Research information lookup with intelligent backend routing. Routes queries to the Parallel Chat API (default) or Perplexity sonar-pro-searc

Generate scientific schematics using AI with smart iterative refinement. Uses Gemini 3.1 Pro Preview for quality review to determine if regen

Configuration parameters for the simulation.

Collect and report simulation statistics.

Generate presentation slides or visuals using AI with iterative refinement. Two modes: - full_slide: Generate complete slide with title,

Template LightningDataModule for data handling. This class encapsulates all data processing steps: 1. Download/prepare data (prepare_dat

Template LightningModule for building deep learning models. Args: learning_rate: Learning rate for optimizer hidden_dim: Hid

Client for USPTO Trademark APIs.

Represents an action/outcome in the clinical algorithm.

Monitor Container resources (for tracking level changes).

Represents a decision point in the clinical algorithm.

Monitor multiple resources simultaneously.

Tests that example scripts exist and are valid Python.

Tests that marketplace.json includes the open-notebook skill.

Tests that reference documentation files exist and have sufficient content.

Tests that the skill directory has the required structure.

Tests that SKILL.md or reference docs cover key API endpoint categories.

Tests that SKILL.md has required content sections.

Tests that SKILL.md has correct YAML frontmatter.