"semantic-release" matching MCP servers:

Generates multi-platform release announcements (X, Reddit, GitHub profile, awesome-list, MCP directory) and a publish-readiness checklist for any public GitHub repository.

MCP server that wraps Meta's Messenger Platform, Instagram Messaging, and comment moderation APIs as semantic tools for LLM agents to read inbox, reply, and moderate comments.

MCP server that wraps the Meta Marketing API (Graph API v25.0) as semantic tools for LLM agents.

Accesses the doppelgangers.ai Social Media Context API to provide contextualized XML renderings of Twitter/X posts including conversation summaries and metadata. It enables semantic search and comprehensive post retrieval for high-quality analysis of social media trends and topics.

Enables AI agents to generate platform-native social posts from a single piece of source material, run pre-publish risk checks, save drafts, and list posts and supported platforms. Publishing is deliberately excluded, so a human must approve and release content from the studio UI.

Enables semantic search of Reddit posts, subreddit details, and trend discovery through natural language queries.

Enables AI agents to interact with the Moltbook social network, including posting, reading feeds, commenting, voting, and semantic search.

Enables read-only access to X API v2 through MCP tools, returning capped results with release metadata on every response.

Enables AI assistants to search a public Facebook post archive using keyword, semantic, and hybrid retrieval, browse recently indexed posts, and fetch individual post records with source links through read-only MCP tools.

MCP server for realtime X (Twitter) search enabling keyword/semantic search, filters, date ranges, and citations for coding agents.

An MCP server that enables controlled Xiaohongshu content publishing with an immutable review workflow, requiring explicit human confirmation before any release. It supports content generation, local editing, compliance recall, and one-time authorized posting, defaulting to generate-only mode.

Connects AI assistants to Purefeed for access to AI-curated Twitter/X feeds, signals, semantic search, and post creation.

A Model Context Protocol server that consolidates 237+ social/e-commerce data APIs (TikTok, Xiaohongshu, Taobao, etc.) into 6 fixed tools, enabling natural language semantic search and dynamic invocation without code changes.

Archives posts from X into a local SQLite database and provides tools for semantic analysis and natural language search. It enables agents to manage low-cost data ingestion and retrieve relevant posts using local embeddings and topic labeling.

Forwards every tool call to a hosted MCP backend and, when supplied with your own X API bearer token, fills in the text and engagement metrics of X posts returned by mention and semantic searches so agents see readable posts instead of bare IDs. Without a token it behaves exactly like the hosted server.

Enables Claude to search an archived collection of public Telegram channel posts by keywords and semantic meaning, retrieve individual posts, view recent posts, list topics, and get archive statistics through MCP tools.

An MCP server for cross-platform social media research that enables scraping, semantic search, and analysis across seven major social platforms. It uses Apify for data retrieval and stores results in a local database for AI-powered trend detection and profile analysis.

Enables keyword, creator, or item-based image and video retrieval and downloading from Douyin, Xiaohongshu, Weibo, Bilibili, X, and Instagram. It adds intent parsing, semantic and visual re-ranking, quality filtering, and deduplication so results are relevant rather than every image on a page.