Enables agents to store LLM query-response pairs and retrieve them via fuzzy cosine similarity matching, reducing duplicate inference calls; it exposes tools for setting cache entries, semantic lookup, and hit-rate statistics.

Enables Claude to create, edit, validate, and animate video projects through structured project files, including rendering frames or exports, inspecting previews, and applying themes, templates, effects, and subtitles.

A read-only MCP server that lets AI assistants search and browse the Coolapk community — posts, comments, topics, user profiles, home feeds, and images — with built-in login reuse, rate limiting, and risk-control fallbacks. All access is strictly read-only, so agents can look up community information without any write operations.

Enables reading public WeChat articles through HTTP text extraction with metadata, pagination, and image links, automatically falling back to a visible Chrome window when a verification page appears so the user can complete any captcha manually.

Enables AI assistants to raise, submit, approve, amend, and cancel purchase orders and onboard suppliers in ERPNext or SAP S/4HANA while enforcing procurement controls such as duplicate detection, budget limits, split-purchase checks, price tolerances, and segregation of duties.

Enables discovery of official DHS country, survey, and indicator metadata; retrieval of public aggregate estimates; assessment of comparison risks; and export of auditable CSV, JSON, Excel, or executable notebook bundles.

Enables AI agents to set up, launch, monitor, and manage LoRA training runs through the ai-toolkit web UI API, including datasets, captions, job configuration, checkpoints, logs, loss curves, and sample images.

Enables MCP clients to explore PostgreSQL schemas, run guarded read-only queries with row limits, and inspect execution plans without executing them. It prevents writes and DDL while exposing schema discovery tools, a schema overview resource, and a guided analysis prompt.

Enables AI agents to monitor live token consumption and rate-limit windows across providers and assess whether expensive actions are justified before exhausting quotas, with optional budget guardrails.

This server provides a standardized interface for interacting with the NovelAI image generation API, enabling agents to build and execute complex image creation workflows. It supports various generation types, from text-to-image and inpainting to parameter configuration, while providing Anlas cost estimation and semantic tag search.

Enables Claude and other MCP clients to control a running DAZ Studio through the DazScriptServer plugin, covering scene queries, node and morph editing, posing and multi-character interactions, camera and lighting setup, keyframe animation, renders, content library browsing, and arbitrary DazScript execution. It also lets clients generate scenes, shot sequences, and dialogue choreography from natural-language descriptions.

MCP gateway & OAuth MCP servers. LangGraph agent: memory, eval/tracking, PII guard, context trimming. Docker quick start for enterprise agents.

Enables AI assistants to search a university library's catalog by keyword, title, author, subject, or ISBN, and to check each copy's real-time availability, floor location, and expected return date. Also provides recommended reading lists, new arrivals, and search-term suggestions, with raw holdings data parsed into readable output.

Download M3U8 live streams to the local disk

Enables AI tools to access and reason over structured school-management data such as attendance, grades, and occurrences, helping pedagogical coordinators investigate causes and choose timely support actions.

Enables Claude to list Iceberg tables and run read-only DuckDB SQL queries, including time travel by snapshot, with per-caller token authentication and audit logging.

Universal travel planning, IATA flight connectivity (Kairos Protocol), and urban Sensory Impact Score (SIS) routing engine aligned with WHO 53 dB Lden acoustic guidelines.

Enables AI clients to create, preview, and retrieve shipping drafts through a same-computer API and export CSV data for Yu-Pack Print R import. It does not issue official labels or perform printing.

Enables AI clients to look up and search Arma 3 SQF commands and event handlers, browse wiki command groups, and read bundled scripting tutorials. Its local wiki cache is cloned and auto-refreshed from upstream on startup and every 24 hours, with a tool to force an immediate update.

Enables Claude to answer read-only questions about Wealthsimple accounts via Plaid, including balances, holdings, allocation, investment activity, net worth, and connection health. CSV exports serve as a fallback when Plaid data is incomplete.

Unreal Engine plugin for LLM/GenAI models & MCP UE5 server. OpenAI GPT-5, Deepseek R1, Claude Opus/Sonnet, Gemini 3, Grok 4, Alibaba Qwen, Kimi, ElevenLabs TTS, Inworld, OpenRouter, Groq, GLM, Ollama, Local, Meshy, Tripo, Hunyuan3D, Rodin, fal, Dashscope, Seedream. NPC AI, agentic, chat, 3D gen, TTS, multimodal, image gen. UnrealMCP/UnrealClaude

A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.

A Model Context Protocol (MCP) server for ATLAS, a Neo4j-powered task management system for LLM Agents - implementing a three-tier architecture (Projects, Tasks, Knowledge) to manage complex workflows. Now with Deep Research.

Ultimate Context Engineering Infrastructure, starting from MCPs and Integrations