"Material Design Icons" matching MCP servers:

Provides AI assistants with access to materials science databases, enabling search and analysis of material properties, crystal structures, phase diagrams, and elastic properties through the Materials Project API.

Exposes Aden Aggregates submittal data as tools callable by Claude, enabling retrieval of location, material, pricing, and lab report information to build submittal packages.

Proxy server that enables Claude Code to interact with the DASE ORM Designer VS Code extension, providing 42 tools for database design and management.

Enables AI agents and MCP clients to perform read-only SQL Server DBA investigations across health, performance, backups, jobs, security, and schema design. It allows the AI to suggest fixes, but SQL Server permissions and tool checks prevent any database changes.

Enables MCP-compatible assistants to perform read-only material searches against the Northeast Materials Database using a securely supplied API key, with paginated result caching and structured tool outputs.

heroicons-mcp is a Model Context Protocol (MCP) server that exposes Heroicons. It allows LLMs and agentic applications to search, list, and generate usage examples of icons in React applications.

Open Ephemeris is a high-precision astrology API with an MCP server exposing 116+ endpoints across natal charts, transits, synastry, Human Design, BaZi, solar returns, and much more.

Enables querying a MySQL database of metallurgical materials and alloys via natural language, allowing users to list alloy types, filter grades by type, and retrieve full details of a grade with all related data.

Enables users to look up Chinese GB standard steel section properties and calculate theoretical weights for hot-rolled H-beams, I-beams, channels, angles, C/Z purlins, hollow sections, welded I/box sections, plates, bars, pipes, and tubes. It also provides category listing, designation search, exact lookup, and material density tools.

MCP server that bridges AI agents with WSQLite, enabling search, design, and deployment of high-performance SQLite-backed services with industry-standard patterns and architecture enforcement.

Enables AI agents to control a legacy airfoil design application by searching and editing its database, reading and writing polar data, running bundled XFOIL analyses, redesigning thickness/camber, and managing the GUI process. Requires Windows with the legacy software installed.

Enables AI coding agents to perform deterministic database architecture audits and performance engineering for PostgreSQL and MySQL, covering migration analysis with schema health scoring, ESR-based composite index recommendations, N+1 query detection, EXPLAIN plan diagnosis, transaction and deadlock analysis, partitioning and archival design, and capacity or configuration tuning. It also generates phased Expand & Contract runbooks that turn blocking DDL into zero-downtime production migrations.

MCP server for All-Inkl KAS API to manage DNS, domains, mailboxes, mail forwards, and databases, including database dumps via SSH+mysqldump.

Enables read-only querying of GregTech Odyssey runtime recipes, including producers and consumers, machine usage, material breakdowns, net input/output, voltage overclocking, and automatic production-line balancing.

A read-only MCP evidence server for chip verification and RTL debugging that exposes structured design and waveform data from Synopsys Verdi databases via MCP tools and CLI. It provides auditable evidence like contexts, objects, connectivity, traces, waveforms, and source mappings without modifying RTL or design DBs.

Enables MCP clients such as Claude, Copilot and IDE agents to interrogate a building's digital twin in plain language through seven tools covering building overview, room lists, per-room design promises, diagnosed findings, room time series, sandboxed read-only SQL and BCF issue export. Answers whether each room still meets its own design intent — and why not — instead of relying on fixed thresholds.

An MCP server that provides governed metric definitions and provenance-labeled memory for materials test labs, enforcing quality system discipline on agent interactions.

The Materials Project MCP Server is server that provides programmatic access to the Materials Project database. It enables LLMs, to search, analyze, and retrieve up to date materials science data.

A read-only MCP server that enables AI agents to inspect specified local WeChat conversations under a controlled read budget and draft replies and files for review. It also supports exporting Windows WeChat chats and connecting through a Docker MCP gateway.

A production-ready MCP server ecosystem providing Claude AI with 150+ specialized tools across enhanced memory, data analytics, security, design, and infrastructure domains with PostgreSQL, Redis, Qdrant, and Docker orchestration.

MCP server that exposes a read-only knowledge base of verified math lecture material, enabling AI agents to quiz students using active recall via list_topics and query_annuma tools.

Enables enterprise SaaS support teams to get retrieval-augmented answers from indexed support documentation and to run natural-language questions as SQL queries against a support PostgreSQL database. It returns answers with source references and exposes the generated SQL alongside its results, with optional tracing and evaluation.

A Model Context Protocol server that provides access to materials databases through the OPTIMADE API, with focus on Google DeepMind's GNoME dataset containing millions of predicted crystal structures.

Enables any LLM to query financial data through predefined, read-only tools, such as retrieving credit scores, preapproved limits, risk profiles, and consolidated customer profiles from a mapped database.