3. Data, Science & AI

Transcribes audio files using Whisper API for accurate speech-to-text conversion, supporting audio processing workflows.

Provides an OpenAlex-based server for author disambiguation, affiliation resolution, and scholarly works retrieval, optimized for AI agent workflows.

Guides implementation of connection orchestration patterns for AI systems, covering routing, compatibility scoring, and prioritization in AI2AI and device communication.

Intelligently detects and repairs Chinese character encoding errors across 8 common garbled formats, restoring readable text from corrupted data.

Enforces rigorous testing standards for experiments, requiring real implementation, exact formula matching, and no approximations in algorithm and mathematical validation.

Provides a MATLAB MCP server for executing code, capturing figures, and inspecting workspace in scientific computing environments.

Guides implementation of quantum matching algorithms, including state calculations, compatibility formulas, and quantum entanglement patterns.

Provides a server for scholarly search and metadata management across academic sources, enabling Google Scholar-like search capabilities.

Dynamically ranks and prioritizes context for AI agents, enforcing token budgets and learning from errors to optimize retrieval.

Guides implementation of hybrid search systems combining vector embeddings and keyword search with fusion algorithms for search, recommendation, and discovery features.

Provides concurrent-safe database operations for BAZINGA orchestration system, replacing file-based storage with SQLite for state, logs, and task management.

Provides an MCP server for Exa AI to retrieve fresh web results and API/library context, enhancing coding tasks with real-time information.

Analyzes 12-question responses to compute a Miracle Index (50-100) and five key performance indicators.

Provides semantic search and access to Zotero library items, notes, and annotations via a dedicated server interface for research workflows.

Orchestrates multiple AI agents with domain-specific expertise to execute parallel tasks or deliver comprehensive analysis through collaborative perspectives.

Optimizes generative AI search engines (ChatGPT, Claude, Perplexity) to improve query response quality and relevance.

Server for Tavily enabling real-time web search, site mapping, data extraction, and targeted crawling.

Integrates OpenAI Realtime API for voice interactivity, realtime audio, and AI presenter features in Next.js presentations.

Builds text data clustering and visualization pipelines to identify patterns and themes in sources like GitHub issues and customer feedback.

Queries GPT-5.2 Pro and Gemini 3 Pro in parallel to validate and refine Claude's outputs across content types.

Conducts multidisciplinary design reviews for LLM-powered products, identifying risks, fixes, and evidence gaps in UX, architecture, AI safety, and operations.

Stores new knowledge in a memento knowledge graph for structured retrieval and AI application integration.

Aggregates timecard and achievement data to create a structured professional performance dossier for HR and management review.

Build interactive data visualizations with visx, leveraging React and D3 for charts, graphs, and exploratory data analysis.