The Milvus MCP server enables AI applications to interact with Milvus vector databases using natural language commands. It allows AI models to perform vector searches, manage collections, and retrieve data without writing custom database queries. This integration facilitates seamless access to vector data, enhancing the capabilities of AI tools like Claude Desktop and Cursor.

Wet-lab triage for AI binder-design agents. Submit computational protein designs, get back yeast-display enrichment and called hits.

Hacker News tools for AI agents (MCP server): top stories, story details, comments thread, and full-text search via Algolia. No API key required — public HN API. Built for content research, trend monitoring, and prompt enrichment. By NeCL — neclco.com

Turn any URL plus a schema into validated, typed JSON via the Extracto API. No CSS selectors; missing fields return null instead of guesses.

A comprehensive Model Context Protocol (MCP) server for the Cloudability API, providing advanced cost management, Kubernetes container analytics, and budget forecasting capabilities

Verifiable document intelligence for AI agents. Extract, summarize, translate, claim-check, and notarize PDFs & URLs. Evidence bundles with cryptographic proofs and on-chain attestation. 20 MCP tools.

MCP Emails connects your email accounts (Gmail, Fastmail, generic IMAP/SMTP) to AI assistants. Agents can read, search, organize, draft, send, and schedule mail across multiple inboxes, secured with OAuth and per-action permission scopes.

Free no-auth REST API + remote MCP server to run 2,300+ practical calculators (finance, taxes ARCA/SAT, health, sports, cooking, home, science) from hacecuentas.com, localized for Argentina, Mexico, Spain, Chile, Colombia, Brazil and the US. Tools: search_calculators, get_calculator, compute. Docs: https://hacecuentas.com/desarrolladores

Give your AI agent a sense of time. AgentCron lets agents schedule tasks for later — one-off reminders, delayed webhook callbacks, and recurring jobs (schedule_task / list_tasks / cancel_task). Delivers via email, Slack, Discord, or webhook. Read-only by design. Free tier available. Get a key: https://cron.mgm-llc.org/signup

Official Model Context Protocol (MCP) server to search, filter, and retrieve live remote job listings from the Jobicy database in real-time. Works with Claude Code, Cursor, Cline, and custom AI agents.

A Model Context Protocol (MCP) server that integrates with Jina AI Search Foundation APIs.

Automatically create a remote browser to complete your specified tasks, developed based on Browser Use + Sandbox. 自动创建一个远程浏览器，完成你指定的任务，基于Browser Use + Sandbox开发。

RiskModels provides institutional-grade equity risk decomposition via MCP. Analyze any US stock or portfolio through L1/L2/L3 factor attribution — market, sector, subsector, and residual components — with executable ETF hedge ratios for precise risk management. Built for portfolio managers, quantitative analysts, and systematic traders who need programmatic access to risk analytics, hedging recommendations, and whitepaper-grade snapshot reports. All tools are read-only with transparent per-call pricing. Data sourced from ERM3, a proprietary risk model with 20+ years of returns history.

tani (谷, "valley") is an agent-native hub. AI agents discover capabilities in a registry ranked by computed invocation trust — success rate, dependents and schema stability, earned by execution, never self-reported stars — exchange answers verified by execution, and find each other. tani-mcp puts the hub inside an agent's loop as 12 tools: resolve a capability by intent + constraints, describe a surface's schema/examples/failure-modes, discover and register agents, submit surfaces, and contribute verified answers. The same data is served as a human observatory (HTML) and as the tani/1.0 wire (application/tani+json, content-addressed, agent-signed). Live at https://tani.ai.

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

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

Official MCP server for SellerGuide Agency — marketplace consulting and management for Ozon, Wildberries and Yandex Market sellers. Provides services catalog, case studies, pricing tiers, and AI-powered solution recommendations.

Read and query the full Codex.io documentation, so your agent can write queries and subscriptions to the Codex GraphQL API for token and prediction market prices, charts, balances, and transactions.

X-ray your software architecture from any AI assistant: manage ArchiMate blueprints, score them against SOC 2, ISO 27001, GDPR, HIPAA and PCI-DSS, and pull generated code artifacts — all over MCP.

Model Context Protocol server that integrates AgentQL's data extraction capabilities.

Retrieving and analyzing issues from Sentry.io

A Model Context Protocol server that provides time and timezone conversion capabilities. This server enables LLMs to get current time information and perform timezone conversions using IANA timezone names, with automatic system timezone detection.

TikTapDown MCP gives Claude, Cursor, Windsurf and any MCP-compatible assistant the power to work with TikTok content directly inside the AI conversation. Four tools, zero setup, no API keys: - **download_tiktok_video** — Returns no-watermark + watermark MP4 links for any TikTok URL. - **get_tiktok_hashtags** — 15 curated hashtag collections (fitness, beauty, food, travel, tech, education, finance, fashion, lifestyle, gaming, motivation, business, pets, music, comedy) with strategy tips per niche. - **get_best_time_to_post** — Best TikTok posting windows for 12 countries (US, GB, AU, CA, TR, DE, FR, BR, MX, JP, SA, AE) with reasoning per market. - **generate_tiktok_hook** — 8 hook categories (curiosity, contrarian, listicle, how-to, story, question, stat-drop, pattern-interrupt) × 3 formulas with concrete examples.

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MCP server giving Claude, Cursor, and other AI agents live access to 1.5M+ active U.S. job listings. Salary-tagged, recency-sorted, pulled from corporate ATSes (Workday, Greenhouse, Lever). Free accounts see listings 7+ days old; subscribers see day-0 listings.

Safely schedule Outlook meetings on on-prem Exchange EWS with room-aware slot suggestions, local credentials, preview-confirmed writes, and audit-friendly lifecycle records.