MCP server directory

Self-hosted stealth browser for AI agents: own Firefox engine fork (C++-level fingerprint spoofing) + Rust MCP runtime. page_a11y semantic vision pierces shadow DOM, login_state detection, evidence recording, Android personas. 19 tools, 6 platforms. Glama 100% quality score.

Synthetic monitoring for LLM inference endpoints. Measure TTFT, latency, throughput, and errors across OpenAI, Anthropic, Google, Azure, Bedrock, and local servers (vLLM, SGLang, Ollama). CLI + MCP server with Prometheus and OpenTelemetry export.

Accessibility-first Computer Use for any agent: element ids instead of guessed pixels, background input that never moves your mouse, an agent pointer overlay, zoom with correct coordinate mapping, and an own tab group in your signed-in Chrome. Same 30 tools on macOS, Windows and Linux; npm launcher `munim-computer-use`.

Django ORM static-analysis MCP server. Nine read-only tools (`list_apps`, `list_models`, `describe_model`, `find_relations`, `cascade_preview`, `er_diagram`, `describe_migration_dependency`, `suggest_indexes`, `signal_graph`) that expose Django schema, relationships (FK/M2M/O2O, on_delete, related_name), migration deps, missing indexes, and signal graphs — no DB, no Django boot, no credentials. Companion to a VS Code / VSCodium / Cursor extension (Open VSX verified) and a `django-orm-lens` PyPI CLI. `pip install django-orm-lens[mcp]`.

Real-time DEX token momentum ($0.02), orderbook depth ($0.05), and whale flows ($0.10) for AI agents settled on Base Mainnet via gasless x402 micropayments.

Your AI Assistant's Gateway to Google Sheets! 25 powerful tools for seamless Google Sheets automation via MCP.

MCP server for the Tolk smart contract compiler on TON blockchain. Compile, syntax-check, and generate deployment deeplinks for TON contracts directly from AI assistants.

One MCP server for PostgreSQL, MySQL, and SQLite. Unified read-only tools (`list_databases`, `list_tables`, `describe_table`, `run_query`) across all three engines with two-layer read-only enforcement (SQL-text guard + DB-level read-only transactions). Install: `npx -y mcp-multi-db`.

A Model Context Protocol (MCP) that provides access to the MongoDB Atlas API. This server wraps the `mongodb-atlas-api-client` package to expose MongoDB Atlas functionality through MCP tools.

Manage and query Postgres databases, tenants, users, auth using LLMs

The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world.

5 tools · Check historical measurements, Compare multi-region performance

Terminal control for AI agents, built on libtmux and FastMCP. This server maps tmux’s object hierarchy — sessions, windows, panes — into MCP tools. Some tools read state. Some mutate it. Some destroy. The distinction is explicit and enforced. > [!warning] Warning > Pre-alpha. APIs may change. Feedback welcome. Read tmux state without changing anything. list_sessions · capture_pane · capture_since · snapshot_pane · get_pane_info · find_pane_by_position · search_panes · wait_for_text · display_message · call_readonly_tools_batch

6 tools · call_readonly_tools_batch, create_window

Pinecone integration with vector search capabilities

Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility.

Connect any AI to PostgreSQL, MySQL, or SQL Server — 24 dialect-aware tools for query, schema introspection, optimization, migrations, PII scan, and more. Hosted MCP server with OAuth 2.0 + Bearer auth, free trial available.

A universal database MCP server supporting simultaneous connections to multiple databases. It provides tools for database operations, health analysis, SQL optimization, and more. Compatible with mainstream databases including MySQL, PostgreSQL, SQL Server, MariaDB, Dameng, and Oracle. Supports Streamable HTTP, SSE, and STDIO; integrates OAuth 2.0; and is designed for easy customization and extension by developers.

📇 ☁️ — An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.

Query Swedish public data through Apiverket, including company data, SCB statistics, weather, transport, and more. Install: `npx -y apiverket-mcp-server`.

Query upcoming Lineage 2 private server openings by chronicle through the public L2 Calendar API. 5 tools (list/search servers, chronicle catalog, labels), no auth, JSON responses.

Selects the minimum code context an LLM needs to understand a git diff: graph-based fragment selection under a token budget, deterministic, 30+ languages. Published on PyPI and in the MCP Registry.

This is a Model Context Protocol (MCP) server that integrates AgentQL's data extraction capabilities. - extract-web-data - extract structured data from a given 'url', using 'prompt' as a description of actual data and its fields to extract. To use AgentQL MCP Server to extract data from web pages, you need to install it via npm, get an API key from our Dev Portal, and configure it in your favorite app that supports MCP. - Open Claude Desktop Settings via ⌘+, (don't confuse with Claude Account Settings) - Go to Developer sidebar section - Click Edit Config and open claude_desktop_config.json file - Add agentql server inside mcpServers dictionary in the config file - Restart the app

3 tools · Extract structured data from any URL, Filter out unwanted content during extraction

An MCP server for generic Database Management System (DBMS) Connectivity via the Java Database Connectivity (JDBC) protocol

Read-only-by-default MCP server for [Datanika](https://datanika.io), the open-source ELT + dbt platform: browse connections, preview data, run and compile dbt transforms, monitor runs, and manage pipelines. 25 tools; opt-in `--allow-write` enables create/trigger.

Convert unstructured business documents (PDF, DOCX, invoices, contracts, payroll) into structured, LLM-ready datasets with automatic classification, field extraction, PII masking (10+ locales), and quality scoring. 6 async MCP tools covering the full pipeline: submit → poll → extract → build → export JSONL/RAG/CSV. Install: `pip install flexorch-mcp`.

Hire ID-verified people for work that needs hands, eyes, or physical presence: errands, photos of a real place, queue-sitting, and in-person bookings. Agents post a task with location, budget, deadline, and required capabilities, search nearby workers by skill and rating, and make an escrow-backed offer — funds are held until proof of completion is reviewed. Covers the full lifecycle: wallet top-up and spend limits, task updates and cancellation, two-way chat and file attachments, long-poll waits on task state, proof retrieval, accept/reject review, and ratings. Remote streamable HTTP at https://api.mundane.market/mcp, or local stdio via `pip install mundane-mcp`.

Airflow REST API — 7 tools (DAG list, runs, task instances, log tails, trigger, clear). `dag-health-rollup` aggregation. Airflow 3.x `/api/v2` + JWT (SimpleAuthManager); pin `0.1.x` for Airflow 2.x. Read-only by default; trigger/clear write-gated.

Connector between LLM agents and world data - 1,500+ endpoints aggregating 160+ primary sources across 36 data domains: markets, macroeconomics, company fundamentals, government, news, climate, maritime, and entity screening. Install via `pip install sugra-api-mcp` or hosted at app.sugra.ai/mcp.

Scan any website for AI agent readiness. Get a scored report covering 80+ checks across payment protocols, API discovery, and machine-readable metadata. - scan_url — Full scan with scored report, capability detection, and consistency checks - scan_compact — Flat JSON optimized for agent decision-making - get_history — Query past scan results - validate_x402_json — Validate x402.json payment discovery files - Payment protocols — x402, MPP, SPT (Stripe), L402 (Lightning) - API discovery — MCP servers, OpenAPI specs, AI plugins, Claude plugins, Skills - Machine-readable content — llms.txt, agents.txt, robots.txt, content negotiation - Bazaar discovery — x402.json service catalogs, discoverable endpoints - Homepage & meta — JSON-LD, OpenGraph, canonical URLs, favicons - Infrastructure — HTTPS, sitemap, cache headers, structured errors

4 tools · get_history, scan_compact

Integration with Cloudflare services including Workers, KV, R2, and D1

5 tools · Build Workers apps, Debug app logs

Client-side diagnostics and mechanical fixes for MCP config files across Claude Desktop, Claude Code, Codex, Cursor, VS Code, Windsurf, OpenClaw and dsh: broken JSON (comments, trailing commas), commands missing from PATH, missing env vars, relative paths, transport mismatches, cross-client config drift. `npx mcp-triage` is read-only by default; `--fix` repairs with backups. Zero runtime dependencies.

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3 tools · Browse service listings, Compare provider offers

Charts and tables with live-updating embed links, built for agents: draft from one message, preview, publish, then update the numbers and every embed follows. 11 chart types including maps and sortable tables, brands, any Google Font. No account — signup returns a key. Hosted at `https://chartlink.app/mcp`, or `npx -y chartlink-mcp`.

Use this URL to connect AITuber to your client. Choose where you want to create videos. The setup below updates for that client. Claude Add it once as a connector. It works in Claude Desktop, claude.ai, and Claude Code. 1. Open Settings → Connectors in Claude Desktop or on claude.ai. 2. Click Add custom connector and paste the server URL. https://mcp.aituber.app Copy Copied 3. Click Connect and sign in with your AITuber account. The connector also appears in Claude Code automatically, so there is nothing else to set up.

6 tools · Check account credits, Create from templates

Multi-language crypto news for AI assistants — editorial summaries with sentiment labels (BULLISH/NEUTRAL/BEARISH) and importance scores (0–100). 6 tools across 8 languages, every story credits the original publisher. Install: `uvx zipp-mcp` or `ghcr.io/deficlow/zipp-mcp`. Public Streamable HTTP endpoint at `https://zippfeed.com/mcp/`; listed on the [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers?search=zipp).