"Fig" matching MCP servers:

Helps PhD applicants find matching professors by research interests, outputting a ranked table with confidence scores and sources.

Search and retrieve transcripts from 488 episodes of the Big Technology Podcast, enabling queries on tech topics and full episode access via Claude.

Facilitates the analysis of Figma file structures by extracting node hierarchies, accessible via REST API or MCP protocol.

Enables searching Figshare research articles, datasets, papers, and posters through the MCP protocol.

Enables AI agents to query Finnish Patent and Registration Office (PRH) open data via YTJ, using natural language through the Pipeworx gateway.

Provides AI assistants with access to 30+ validated financial independence calculation functions, eliminating hallucinations by ensuring accurate calculations for retirement planning, CoastFI, investment returns, and other FI metrics.

A server that provides enterprise data services including company information, profiles, business details, shareholders, investments, branches, and key personnel through keyword search and specific queries.

A Model Context Protocol server that enables coding agents to search for and record software issue fixes with semantic search using natural language queries.

Enables querying Figma Config 2026 sessions, speakers, and agenda via Claude without browsing.

Provides comprehensive trademark information services, including fuzzy company search, detailed trademark status tracking, and statistical analysis. Users can analyze trademark portfolios by tracking application trends, registration data, and category distributions for specific companies.

Provides comprehensive import/export trade data queries including export trends, product category statistics, order geographic distribution, and overseas certification information to help users understand enterprises' international trade situations.

Enables comprehensive patent information queries and analytics including fuzzy company search, patent search by various criteria (name, application number, applicant), and statistical analysis of patent portfolios including status distribution, application trends, and patent type classification.

An MCP server for web content extraction that converts HTML pages into clean, LLM-optimized Markdown using Mozilla's Readability. It supports batch processing, intelligent multi-page crawling, and configurable caching while respecting robots.txt standards.

Provides comprehensive building and office address information queries for enterprises in China, including fuzzy enterprise search, office address details and statistics, and building information queries to support geographical distribution and occupancy analysis.

Provides comprehensive tools for querying enterprise exhibition records, searching for industry exhibitions, and retrieving detailed venue information across China. It enables users to analyze participation history and discover specific events using keyword-based fuzzy searching.