Pharma Signal

Zhipu Web Search MCP Server is a search engine specifically designed for large models. It integrates four search engines, allowing users to flexibly compare and switch between them. Building upon the web crawling and ranking capabilities of traditional search engines, it enhances intent recognition capabilities, returning results more suitable for large model processing (such as webpage titles, URLs, summaries, site names, site icons, etc.). This helps AI applications achieve "dynamic knowledge acquisition" and "precise scenario adaptation" capabilities.

Official MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.

MCP server for @mostajs/orm: generate type-safe EntitySchemas, lint them (24 rules) and produce SQL migrations — for one ORM API across 13 databases.

MCP server for Calypso’s multimodal RAG layer. Supports agent-store uploads, knowledge-store ingestion, and retrieval-backed responses workflows with file-aware rag_policy semantics.

GOSCE-generated MCP agent combining FastMCP and Instructor for structured LLM output. Provides agent protocol and structured output capabilities. Part of the VDA/GOSCE portfolio at getvda.ai. A2A-compliant, governed, scale-to-zero on Cloud Run.

Official Firecrawl MCP Server - Adds powerful web scraping to Cursor, Claude and any other LLM clients.

DC Hub is the neutral, real-time data layer for data-center infrastructure — built so AI agents can both query it (MCP + REST) and cite it (every full-data response carries Source: DC Hub, CC-BY-4.0). Coverage: Facilities — 21,000+ data centers worldwide: search, profiles, scoring, alternatives Markets — 232 markets with the DCPI (Data Center Power Index): BUILD/CAUTION/AVOID Gas — the DCGI (Data Center Gas Index): per-state natural-gas suitability for siting Grid / ISO — live fuel mix, carbon intensity, demand, prices & interconnection-queue depth across 10 North-American grid operators; one-call all-ISO scoreboard Capital — $324B+ M&A history + hyperscaler capex tracker + AI Compute Capacity Index Site factors — fiber routes, water-stress, tax incentives, nearby substations/transmission Why agents pick it: the only DC-intelligence source an LLM can query live AND cite — the MCP-native alternative to static PDF research. No NDAs, no quarterly reports, just live JSON.

Track every deal without the spreadsheet mess or CRM overhead. Dealboard gives salespeople, BD teams, founders, and small teams one clear sales pipeline with deal cards, notes, goals, files, reporting, and AI-ready MCP tools.

AI-integrated tools for learning, writing, and publishing. ProvenanceAI builds free MCP tools that help authors develop and protect their voice, editors assess manuscript quality, instructors design humanities courses, and researchers produce defensible, well-sourced work. Current tools cover editorial analysis: voice profiling, authenticity scoring, structural review, style consistency, research grading, and manuscript readiness. Expanding into curriculum design, academic writing, and book production workflows. No email gate. Every tool returns a full structured result on the first call. Powered by ProvenanceAI × Exact Rush.

cityparity gives AI agents real cost-of-living and quality-of-life comparison tools. Point it at two cities and it returns take-home pay, a full cost breakdown (housing, healthcare, childcare, food, transit, travel home, property tax), and the equivalent salary you'd need in the target city to come out even. It also surfaces the non-cash deltas people actually move for: vacation days, parental leave, universal healthcare. Beyond two-city compares, it ranks cities by a composite quality score and looks up inbound-worker tax regimes (Italy impatriati, Portugal IFICI, and a few others). Over 165 cities across 69 countries. Free, no API key, hosted Streamable HTTP.

Exposes 280+ free dev/security tools from onlinecybertools.com as MCP tools in one server: Base64/URL/JWT encoders, MD5/SHA/HMAC/bcrypt/argon2 hashes, JSON/YAML/XML formatters, regex tester, network diagnostics (ping/traceroute/dig/whois/SSL/SPF/DMARC), and OSINT lookups. No auth, no API key.

An MCP server that provides a tool for sending transactional emails via Mailtrap

Web and local search using Brave's Search API

Ontario real estate MCP server with 22 tools — listings search, CMA valuations, paired-sales adjustments, market snapshots, mortgage calculators, neighbourhood profiles, price trends, and investment analysis. Covers all of Ontario with live MLS data.

Unofficial MCP server for Proton Mail (not affiliated with Proton AG) — send, read, search & organize email over SMTP/IMAP

MCP server for interacting with Neon Management API and databases

A Model Context Protocol Server connector for Perplexity API, to enable web search without leaving the MCP ecosystem.

Create a remote sandbox that can execute code/run commands/upload and download files. 创建远程沙盒，可以执行代码/运行命令/上传下载文件

unfetch — a download manager for humans and AI with a native MCP server: add_task, list_tasks, wait_for_task with progress notifications from any MCP host. Multi-threaded multi-mirror HTTP, BT/magnet, 1000+ video sites (yt-dlp), RSS, token-secured remote Web UI. ~8MB, open source, no ads, no telemetry.

Repository management, file operations, and GitHub API integration

Unified LLM API gateway with OpenAI-compatible protocol. Access Claude, GPT, Gemini, DeepSeek through a single endpoint. Pay-per-use at ~70% off official pricing. Supports Alipay/WeChat. Hong Kong/Singapore nodes.

Browser automation and web scraping

MCP Advisor & Installation - Use the right MCP server for your needs

GitLab API, enabling project management