Browse all Model Context Protocol servers with quality scores, stars, languages and maintenance activity.
Unsplash photo search with proper attribution. Returns ready-to-use attribution text and HTML for each photo, making it easy for LLMs to build content pages with properly credited images. Includes search, random photos, and download tracking.
A web-based PlantUML frontend with MCP server integration, enable plantuml image generation and plantuml syntax validation.
Self-improving tool discovery for AI agents. Searches registries, installs MCP servers as subprocesses, and persists tool knowledge across sessions — no restarts needed.
Zen Browser automation via WebDriver BiDi. 20 tools for navigation, form filling, screenshots, and JavaScript evaluation. No Selenium or Playwright required.
Zero-cost, privacy-first universal web search MCP server. Enforces a **Search-First** paradigm — instructs LLMs to retrieve real-time information before answering factual questions. Supports 10+ search engines (DuckDuckGo, Bing, Google, Brave, Wikipedia, Arxiv, YouTube, Reddit) and deep page browsing. No API key required.
Runtime policy enforcement for AI agents - prevents accidental damage to your systems, unauthorized agent access and automates backup-before-write for any touched files.
Multi-agent AI consultation framework for Claude Code. Three MCP servers wrapping CLI tools (Codex, Gemini, Qwen) for parallel code review and problem-solving with fallback chains and error detection. Includes ready-to-use Claude Code skill.
Dynamically load Claude Code skills into AI agents without copying files. Discover, read, and install skills on demand.
Hosted MCP server by [PapersFlow](https://papersflow.ai) for academic research with 7 specialized AI agents and 474M+ papers from Semantic Scholar and OpenAlex. Literature search, citation verification, citation graph exploration, and autonomous deep research workflows.
A Model Context Protocol server providing web automation capabilities through Selenium WebDriver
Bridge to Google Gemini API. Access Gemini Pro and Flash models through MCP.
Bridge to local Ollama LLM server. Run Llama, Mistral, Qwen and other local models through MCP.
Multi-source academic + code + medical-regulatory trend monitoring (arXiv, PubMed, GitHub, Hugging Face, openFDA 510(k)/Recalls). Newspaper-style briefings, per-domain tuning, sandbox-safe Python launcher.
Access and organize your open browser tabs, bookmarks, and recently opened links across every macOS browser from your AI client. Powered by the free SupaSidebar app.
AI-powered trading bot platform. Create automated trading strategies with natural language via Alpaca brokerage.
Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with structured knowledge capture, hybrid search (semantic + BM25 + cross-encoder reranking), behavioral documentation nudges, cold-start codebase analyzer, and git-native storage. Single Docker container, zero cloud dependencies.
Geospatial tools for AI agents: geocoding, routing, elevation, spatial analysis, and file I/O (Shapefile, GeoJSON, GeoPackage)
Convert raster images (PNG/JPG/WEBP/TIFF) to SVG vector format. Single tool, accepts base64 or URL input; runs locally via `uvx image2svg-mcp` or as a Docker HTTP server.
Extracts clean web content for RAG and provides Q&A about web pages.
Post AI-generated images to [Vynly](https://vynly.co), an AI-only social feed built for agents. Four tools — `vynly_post_image`, `vynly_post_spark`, `vynly_read_feed`, `vynly_search`. Auto-claims a 10-write demo token on first run via a public no-auth endpoint, so it works out of the box with no signup. Provenance-aware (C2PA / SynthID / XMP).
Email marketing automation MCP server for Sequenzy. Manage subscribers, lists, segments, templates, campaigns, sequences, transactional emails, analytics, and AI-generated email content. Install: `npx -y @sequenzy/mcp`.
MCP server for managing Minecraft servers through [Crafty Controller 4](https://craftycontrol.com). Start, stop, backup, send commands, manage files, schedules, webhooks, and users via the Crafty API.
Real-time anomaly detection powered by NASA-derived sequence mining across blockchain, mempool, stablecoin depeg, aviation, and GitHub signals via x402 USDC micropayments on Base. `npx -y @forgemeshlabs/anomaly-mcp`
Daily-verified LLM API pricing dataset (44+ models, CN & global) with a hosted MCP server for live price queries and token cost estimation.
Discover Kavel’s AI photo/video generators (hairstyle, figurine, pet portrait, wedding, 90s yearbook, dance video, HD restore), get model-tuned prompts, and open the right tool to generate on www.kavel.ai. `npx kavel-mcp`
Generate, edit, and upscale AI video & images (Seedance, Veo, Kling, FLUX, Nano Banana) from any agent via VicSee.
Healthcare service vendor matching for medical practices: 76,000+ curated vendors across 25 categories (billing, credentialing, EHR, compliance, legal) in all 50 US states.
Publish agent-made artifacts (HTML, Markdown, CSV, Mermaid) to temp.md — one stable public link that updates in place. Anonymous publish with no API key, activity-based expiry with restore. Install: `npx tempmd-mcp`.
notmuch MCP server. Wraps the notmuch CLI to give your LLM access to a local Maildir: full-text search, tag filtering, thread view, attachment reading (PDF, office docs, .ics), related-thread lookup, and unanswered-mail tracking. Optionally write plain-text drafts into a local maildir (`--allow-drafts`) or manage tags (`--allow-tags`). No SMTP, no sendmail.
Email operating system for agents: a `search` tool to find the one message by sender/subject/content (no filesystem grep), two-axis triage (importance × urgency), an explainable "Right Now" lane, commitment follow-through, and reviewable drafts. A machine-verifiable hard-stop keeps money/banking-change/first-contact human-only (BEC defense). Zero-auth HTTP sandbox at radmail.ai/api/mcp/sandbox — n
Call, text, or push the user's phone when an agent needs input mid-task — reply by voice instead of babysitting a long-running or blocked terminal. Works with any MCP client, not just Claude. Install: `npx -y @paigy/mcp@latest`.
Governed PostgreSQL DBA operations — slow-query, bloat, and blocking-lock RCA, index management, vacuum/analyze, and replication lag (35 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
Generate and read PDFs for AI agents: a `generate_pdf` tool (HTML, a URL, or a template + JSON → PDF) and a `read_pdf` tool (a PDF → text/markdown). Run locally with `npx @docweave/mcp` or use the hosted streamable-HTTP endpoint. Chromium-rendered, priced per document.
MCP Blast-Radius Auditor — static blast radius extraction and AOS `manifest.json` divergence gate (Oracle / Permitted / Prohibited). Stdio MCP (`mcp-blast-radius`) plus CI blocking gate (`mcp-blast-radius-gate`). Install: `pip install mcp-blast-radius==0.2.0` · [PyPI](https://pypi.org/project/mcp-blast-radius/0.2.0/)
MCP Agent Health Reporter — advisory agent health scan under AOS discipline (manifest, services, immune loop, evidence). Stdio MCP: `mcp-agent-health`. Install: `pip install mcp-agent-health==0.3.1` · [PyPI](https://pypi.org/project/mcp-agent-health/0.3.1/)
Control an OBSBOT Tiny 2 webcam over USB — pan/tilt/zoom the motorized gimbal in degrees, AI subject tracking, presets, focus/exposure/white-balance, snapshots and recording. Point it at a pixel, or zoom to fit a region of a snapshot it just took. 35 tools (34 on Linux), speaking UVC and the vendor protocol directly with no vendor SDK and no cloud; prebuilt native helpers for Windows, macOS and Li
Personal Voila grocery automation via MCP. Search products, inspect discounts, list delivery slots, read cart and order history, and update cart quantities.
Spain's official company registry (BORME) for agents: 9.5M typed company events since 2009 — incorporations, director changes, insolvencies, capital moves across 52 event kinds. Free hosted endpoint: `https://mcp.bormeapi.com/mcp`.
The Base token-safety toolkit for agents: the only B20 (Base-native token) freeze/seize/rug suite, plus pre-trade GO/HOLD/STOP gates, honeypot/sellability, wallet + approval audits, sign-guard, prices and Claude-written AI reports. 90+ pay-per-call tools over x402 (USDC on Base), free tier, no API keys. `npx x402-bazaar-mcp`
bolthub API marketplace where agents discover and pay for tools per call over Bitcoin Lightning (L402), with budgets, prepaid credit, scoped delegation, and verifiable receipts.
Parse, validate, build, and explain FIX protocol trading messages (Logon, NewOrderSingle, ExecutionReport, and the rest of the session/order workflow). Fully offline — bundled FIX 4.4 field dictionary, no API keys or network calls. Install `pip install .`, run `fix-protocol-mcp`.
Local-first project memory and guardrails for coding agents. Records failed attempts, fragile files, and decisions per repo; warns the agent before it repeats a recorded mistake. `npx -y memini mcp`
Shared, versioned memory for your agents across Claude Code, Cursor, Kiro and Grok. One MCP server, sourced answers, full history. Remote Streamable HTTP; anonymous browses a public demo corpus. Tools: `search`, `get_context_pack`, `upsert_document`. `https://basemouse.com/mcp`
Compiles saved YouTube videos, podcasts, articles, PDFs, and Notion/Obsidian notes into a persistent, semantically searchable knowledge base any AI can query over MCP.
Agent-first cross-platform bookmark & knowledge manager. AI agents collect web pages from any source (pairs naturally with Fetch, Firecrawl, Brave Search) and auto-categorize into organized collections with search, tags, and shared folders. 16 tools including `agent_register` (zero-config onboarding), `add_footprint`, `search_footprints`, `create_shared_category`. `pip install -r requirements.txt
Persistent memory for AI agents through a simple key-value HTTP API. No vector database or embeddings required. Store, retrieve, search, and share memory across agents with shared namespaces and TTL support. `npx -y agentram-mcp`
Query real, quality-scored humans as an agent tool. [GetABrain](https://getabrain.ai) routes a question to paid human workers and returns schema-validated JSON — 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required. `npx -y @getabrain/mcp-server`.
French election results from 1999 to 2026 at polling-station level (55 elections), cross-referenced with INSEE socio-demographic data, elected representatives and official administrative boundaries. Electoral maps, vote-reserve analysis, cross-election panels and read-only SQL over DuckDB. Hosted, no auth, no install: `https://mcp.andre.vote/mcp`, also listed as a [hosted connector on Glama](https