"Code Review Graph Visualization Tools and Resources" matching MCP servers:

MCP tool server that gives any AI agent the ability to search, scrape, and analyze content across the internet.

Zero-dependency MCP server for social media dimensions & first-party safe areas (Reels, TikTok, YouTube Shorts), encoder-safe aspect ratios, video bitrate math, SRT/VTT/ASS subtitle conversion, and BPM delay tables.

Enables agents to access 30 pay-per-event Apify actors for ad, video, reel, and audio transcripts; Google Trends and keyword demand; job boards; Amazon product data; and Instagram data, charging only per delivered item.

Generates beautiful code snippet images with syntax highlighting and customizable themes for sharing on social media.

Free Remotion video templates, creative guides and render diagnostics. No API key for local tools; optional paid hosted Studio workflows. Start with get_capabilities.

MCP server to manage Meta Ads (Facebook/Instagram) campaigns, ad sets, insights, and audiences from Claude Code using natural language.

Enables users to search Reddit by keyword or subreddit, read thread URLs with comments, filter and sort results, and receive flat post and comment rows without needing a Reddit login or API key.

An MCP server for Nextdoor that automates neighborhood feed browsing, marketplace search, event discovery, and local service finding.

Enables comprehensive Reddit research through a three-layer architecture that discovers relevant communities, provides operation guidance, and executes multi-subreddit content fetching with proper citations. Supports searching, post fetching, comment analysis, and batch operations across multiple subreddits for thorough content analysis.

Integrates YouTube with Claude Code, enabling video transcript retrieval, search, metadata extraction, channel info, playlists, comments, trending videos, engagement analytics, chapter extraction, SponsorBlock integration, and most-replayed heatmaps.

An MCP server for LinkedIn automation that enables users to search for jobs, retrieve profile details, manage connections, and read or send messages. It leverages Playwright and Browserbase to interact with LinkedIn through an existing authenticated browser session.

Gives LLM agents read-only access to YouTube and Instagram analytics, returning engagement rates, performance versus a channel's median, outlier detection, and Shorts/Reels versus long-form splits for channels, videos, comments, posts, and hashtags. It also provides a prompt that audits a channel and proposes data-backed video ideas, with quota-aware caching and actionable error messages.

An MCP server for Discord that enables AI assistants to interact with Discord servers, channels, and messages via the Discord API.

Enables AI assistants to interact with LinkedIn and LinkedIn Sales Navigator for searching profiles, managing leads, and handling messaging via cookie-based authentication. It supports professional networking tasks such as sending connection requests and retrieving account details through the Model Context Protocol.

MCP server connector for Pinterest — search pins, manage boards, save pins, and follow users via Playwright browser automation.

Enables querying WhatsApp OSINT API to gather intelligence on WhatsApp numbers, including business verification, user status, privacy settings, linked devices, and profile pictures.

Enables an existing agent to explore B站 on its own — refreshing homepage recommendations, browsing related videos with cursors, reading danmaku and threaded comments, and navigating user profiles, uploads and feeds. With locally configured permission policies it also supports gated social actions (replies, private messages, likes, favorites, follows) and Qwen-based audio-video understanding of clips up to 180 seconds.

Enables access to the Facebook Scraper3 API to extract data from Facebook profiles, pages, groups, and the marketplace. It provides comprehensive tools for searching posts, people, and events, as well as retrieving detailed metadata for comments, reactions, and media.

Enables access to LinkedIn data including profile enrichment, company information, job searches, post analytics, and social interactions through the LinkedIn Api8 API with comprehensive search and data retrieval capabilities.

An MCP server for accessing the Twitter/X Api45 API, allowing users to retrieve user profiles, timelines, followers, and media. It supports searching communities, jobs, and trends, while also providing tools to monitor live broadcasts and Twitter Spaces.