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Local-first MCP server that gives coding agents structured context packets, code/schema facts, and diagnostics - backed by a local SQLite store.

your ai debugger, vibe hacking tool

TikTok Ads MCP Server – Model Context Protocol Server for TikTok Ads Marketing API Integration

Apple Icon Composer CLI & MCP server: create and manipulate .icon bundles and images with Liquid Glass rendering

MCP server for spatial transcriptomics analysis through natural language interfaces.

MCP Server for persistent code indexing. Gives AI assistants (Claude, Gemini, Copilot, Cursor) instant access to your codebase. 50x less context than grep.

A Free, Open Source MCP server for dynamic custom persona management with public a GitHub collection of personas, skills, templates, and other elements for AI models.

MCP server for Suno AI music generation, lyrics, and cover workflows via Ace Data Cloud.

MCP Server for the Bitrise API, enabling app management, build operations, artifact management and more.

Scientific paper evidence search for ChatGPT, MCP, REST, Python, and AI agents.

Unofficial MCP server for working with Kagi *without* API access (you'll need to be a customer). Searches and summarizes. Uses Kagi session token for easy authentication. Works well with your agent.

MCP server that turns any video — YouTube, Instagram, TikTok, Loom, X, Vimeo, direct URLs, local files — into transcripts, key frames, OCR text, and metadata for AI agents.

Extract domain knowledge from codebases to reduce LLM token consumption by 20x and time in agentic search by 10x — gathers and makes concepts, naming conventions, and vocabulary queryable via MCP.

Prior direction, kept rather than deleted. Signed, offline-verifiable receipts for AI agent actions, and a reference implementation of the OWASP Agentic Skills Top 10 AST09 receipt pattern. Nobulex is now the independent reliability registry for agent tools: github.com/arian-gogani/nobulex-registry

MCP server for Kaggle

A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.

APISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API.

An MCP Server to utilize Codelogic's rich software dependency data in your AI programming assistant.

An MCP Server to utilize Codelogic's rich software dependency data in your AI programming assistant.

An MCP Server to utilize Lineai's rich software dependency data in your AI programming assistant.

MCP server for AI-driven image editing with Photopea

Formula workbooks for Node services: edit inputs, recalculate formulas, read outputs, persist WorkPaper JSON, and expose MCP tools.

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

📸🧹🗺️ MCP server for intelligent photo management with Immich — search, curate geographic albums, clean up libraries, and publish galleries

Free certification prep for the Claude Certified Architect exam. 390 questions. Spaced repetition. Zero sycophancy.

MCP server providing AI assistants with Maven Central dependency intelligence for all JVM build tools (Maven, Gradle, SBT, Mill). Features Context7 integration for documentation support.

A comprehensive Message Control Protocol (MCP) server for Kafka Schema Registry.

a web logging proxy for MCP client-server communication

Model Context Protocol server for Cyclops

A Model Context Protocol (MCP) server for GreptimeDB