"Zig" matching MCP servers:

Serves always-fresh official Zig documentation for the latest release, curated performance guidance, and safe dry-run-based toolchain auto-updates.

Provides Apple Human Interface Guidelines design tokens (colors, typography, Liquid Glass constraints, SwiftUI mappings) as structured data for AI coding agents.

Creates Windows-compatible ZIP files from macOS by normalizing Unicode filenames and removing forbidden characters, ensuring seamless file sharing.

Enables AI agents and their users to ask business questions in plain language and receive governed metric values, breakdowns, share-of-total figures, and the exact parameterized SQL behind them, drawn from a single semantic model rather than ad-hoc SQL. It also lets clients inspect available metrics and their definitions, and preview optimized queries without executing them.

Enables AI assistants to download Instagram content including posts, videos, reels, stories, highlights, and profile pictures using Instaloader, with optional metadata and caption extraction.

Enables MCP clients to drive developer workflows through APIs and CLIs, with explicit workspace or trusted-workstation launch modes, bounded command previews, multi-repository rules discovery, and an on-demand skills/recipes entry point. It lets agents review changes, run commands, and load only the smallest relevant rule or skill while reporting evidence and unverified steps.

A local MCP server for IG's REST Trading API, providing account/history, market data, position, working-order, and trade-confirmation tools with guarded OTC trade actions.

MCP server for IG's REST Trading API and Lightstreamer streaming API. Provides tools for accounts, markets, positions, orders, watchlists, sentiment, OTC trades, and streaming price/account/trade/chart data.

Compresses context for AI agents by storing memories in compact markdown files with FTS5 search, enabling fast retrieval of relevant information while saving tokens.

Big Indexer provides architecture-aware context (boundaries, seams, impact scope, and BGI-TWIN tools).

Enables AI applications to interact with Instagram Business accounts through the Instagram Graph API, including retrieving profile, media, and insights data, publishing content, and handling direct messages with appropriate permissions.

Screens individuals and entities against the OIG LEIE exclusion list, returning candidate matches that require human verification.

Enables an AI agent to inspect and operate a remote Windows machine over a private tailnet, listing and reading files, transferring and mutating them within a configured sandbox root, capturing screenshots, and — only when explicitly double-opted-in — executing commands and sending keystrokes. It runs self-hosted with no third-party client or vendor cloud in the session path, and reports its live policy rather than asserting its own safety.

Enables large language models to directly access and search content in ZIM files, allowing offline question answering and information retrieval from resources like Wikipedia.

An MCP server that integrates with Instagram's Graph API to enable AI-driven management of Instagram Business accounts. It provides tools for fetching profile data, publishing media, analyzing engagement metrics, and managing direct messages.

Enables offline CRUD and semantic search on Wikipedia ZIM archives via MCP tools for reading, writing, editing, deleting, and searching articles.

Enables AI applications to interact with Instagram Business accounts programmatically via the Graph API, supporting profile info, media posting, insights, and DMs.

Enables SQL query execution and database structure browsing via MCP tools and resources.

An MCP server that enables LLMs to list, inspect, and control Zigbee devices via the Zigbee2MQTT frontend websocket API, eliminating the need for direct MQTT broker access.

Enables interaction with .zim archives by providing tools for article search, content retrieval, and metadata discovery. It features a TF-IDF based RAG engine for semantic retrieval over extracted article chunks from compressed ZIM files.