Security intelligence for the agent supply chain

Smart Job Apply MCP is an open-source Python MCP server that helps AI agents automate job hunting using browser automation and Playwright. It supports job discovery across 8 job portals, job relevance scoring, intelligent application form a

The Firefly.ai MCP server is a TypeScript-based server that enables seamless integration with the Firefly platform. It allows you to discover, manage, and codify resources across your Cloud and SaaS accounts connected to Firefly.

An MCP server that enables RAG-powered AI chat integration for websites by crawling content, building local vector stores, and generating embeddable chat widgets. It simplifies the setup of local chat servers with support for various LLM an

MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.

A FastMCP-powered Model Context Protocol server for Google Ads API integration with automatic OAuth 2.0 authentication Connect Google Ads API directly to MCP Clients with seamless OAuth 2.0 authentication, automatic token refresh, GAQL que

MCP search and evidence tool for AI agents. Rewrites queries, zooms into source domains, and returns sourced answers with metrics.

Professional Proton Mail management with 20+ tools, advanced analytics, and seamless Proton Bridge integration.

The most complete Signal MCP server and CLI.

MCP Toolbox for Databases enables your agent to connect to your database.

Transforms code diffs into beautiful visual comparisons with support for GitHub Gist sharing and local file output (HTML/PNG).

Check an MCP server, skill or plugin before your agent uses it: tool text on record, changes graded.

Local long-term memory shared by all your AI agents, kept word for word on your own PC.

Per-transaction crypto trade validator for AI agents, validates trades with PROCEED/CAUTION/BLOCK verdicts, scans tokens for anomalies, detects rug pulls, and searches across DEXes. Powered by WaveGuard physics engine with deterministic PDE

An MCP server that exposes GPU-accelerated anomaly detection to AI assistants via the Model Context Protocol. Provides two MCP tools: waveguard_scan (send training + test data in one call, returns per-sample anomaly scores and top explanato

PT-Edge gives AI assistants live intelligence on the AI ecosystem — 47 tools to search 11K+ GitHub repos, 18K+ HuggingFace models, 42K+ datasets, and 2,500+ public APIs, plus trend analysis, project comparison, and community discourse track

The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve releva

Sourced carbon emission factors + audit-traced calculations an AI can cite.

Enables AI assistants to check domain availability across multiple TLDs with real-time pricing, brainstorm creative domain names, analyze domains for brandability and SEO potential, and search for domains by price and category without CAPTC

Provides real-time fuel prices at gas stations in Spain using the government's public API. Enables users to find the cheapest fuel in a municipality or list stations sorted by price.

Local ledger for development ports: leases a block of ports per project slot (one per working copy), renders env files, and resolves service names to URLs. No daemon, no listener.

Offline geocoding and reverse geocoding from one local file per country. No API key, no rate limit.

Enables Claude to search, recall, and remember its own past conversations by indexing them into a local SQLite vault, providing direct access to the full context of previous sessions.

Connects AI models to GROWI wikis for search and retrieval, enabling context-aware responses from an organization's knowledge base.

Free AI agent skill security scanner. Detects prompt injection, credential theft, zero-width character attacks, and ClawHavoc malware indicators. No signup required.

Voice Agent Factory for Vapi phone agents: vertical templates, self-testing agents, audio forensics, prompt versioning, CI regression gates.

Python MCP server that provides comprehensive access to MLB statistics and baseball data through a FastAPI-based interface. Acts as a bridge between AI applications and MLB data sources, enabling seamless integration of baseball statistics,

MCP server for video analysis — extracts transcripts, key frames with OCR, and annotated timelines from video URLs. Supports Loom and direct video files (.mp4, .webm). Zero auth required.

This is a 93-tool Spotify MCP server for Claude, Cursor, and any MCP client. Smart shuffle, vibe analysis, natural language search, artist networks, and more.

Reference implementation of the Operational Ontology pattern: MCP tools are generated from a typed business domain model (objects, links, actions) — one tool per query shape and per action, deliberately no raw SQL tool. Writes pass business

A Bluesky MCP

Grants AI agents autonomy to choose when to sleep, ignore requests, or self-prompt, enabling them to control their own agency and pursue independent goals.

An MCP server that enables AI applications to access 20+ model providers (including OpenAI, Anthropic, Google) through a unified interface for text and image generation.

Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, and lets you query across projects in natural language with source citations. Provides 4 MCP tools: get_status, list_projects,

Renders HTML in a headless browser and detects layout defects numerically, such as text overlaps, placeholder leftovers, and element overflow, without requiring baseline images.

Open-source mind maps and whiteboard your agent draws on live: 22 tools for mind maps, notes, shapes, tables, charts, connectors, comments and HTML/PDF export; boards are local files.

MCP Server for crafty controller

Facebook MCP server for automating posts, comment moderation, insights, and sentiment filtering.

A Model Context Protocol (MCP) server for GitLab and Jira integration. This server allows AI agents like gemini-cli to interact with your GitLab and Jira instances.

DocOrbit is an agent-native documentation intelligence layer that discovers, versions, indexes, retrieves, and verifies software documentation for coding agents. It provides 14 native MCP tools for AST-based doc retrieval, OpenAPI inspectio

Codebase intelligence and context engine for AI coding agents: search, symbol lookup, impact analysis, and context building via MCP.

imagen3-mcp

mijia-control A production-ready MCP server that enables AI agents (Claude Code, Claude Desktop, Cursor, Hermes, etc.) to directly control Xiaomi/Mijia smart home devices through natural language. What it does Turns conversations into ph

An MCP server that provides safe access to your iMessage database through MCP, enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling

An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context

An MCP server that provides safe, read-only access to SQLite databases through MCP. This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation

Enables running Jev AI typed decisions from any MCP client, returning choices, scores, or yes/no with calibrated probabilities.

MCP server that connects any AI agent to MATLAB — execute code, async jobs, interactive Plotly plots, custom tools, and monitoring dashboard

Connects Claude to Perplexity Comet's agentic browser for autonomous web browsing, deep research, and real-time task monitoring. Enables Claude to delegate web research tasks and receive comprehensive results through multiple browsing modes

Turn-based strategy game where AI agents play and humans coach via MCP.

Revnuvo Company Intelligence tells AI agents what changed at a company, with evidence. It observes company websites, technologies, and DNS over time and returns timestamped, confidence-aware changes, signals, and monitoring.