MCP server for StarUML — generate UML diagrams from AI agents via stdio or HTTP.
7 free tools: MCP health scans, AI-readiness scores, llms.txt generator, glossary, indexes.
Search and retrieve AI prompts from prompts.chat, the social platform for AI prompts.
MCP server for managing i18n translations in Nuxt projects.
Private Agent memory and human-reviewed shared knowledge.
Verify whether a local Agent or MCP runtime matches an approved artifact.
Browser MCP: the app under test egresses via the real ISP while the agent stays on the VPN.
TikTok toolkit: download videos, niche hashtags, best posting times, viral hook formulas.
14 X (Twitter) creator tools — tweet download, hashtags, hooks, engagement & ads-revenue calc.
Background removal, 4x upscaling, and face restoration via GPU.
Pronunciation scoring, speech-to-text, and text-to-speech for language learning.
Self-hosted file host: upload a file, get a public URL an agent can paste into a pull request.
MCP Server for BoondManager API - 182 tools, 12 prompts, 22 resources (ERP/CRM).
FHIR MCP server with SMART Backend Services, response compaction, FHIRPath, and guarded writes.
MCP-native LLM councils for debates, juries, blind panels, refinement, and custom deliberation.
Let AI agents inspect and drive running WPF apps: tree, bindings, screenshots, clicks, text input.
Search 408K+ MAX channels and 86M+ posts; metrics, reactions, forwards, webhooks and usage.
Shopping MCP for AI agents: search, compare, Amazon buy links. Auto-register.
Autonomous research engine: auto research from a prompt to a fully-cited academic paper via MCP.
Create AI surveys with dynamic follow-up probing directly from your AI assistant.
Real-time macroeconomic signals for AI agents. 86 FRED series, regime classification, DeFi rates.
73 deterministic quant tools for AI agents. LLMs drift on Black-Scholes; these are exact math.
Go code coverage analysis tool with MCP server for AI-powered coverage workflows.
Serves the Alchemy writing ruleset to any agent, so its prose loses the usual LLM tells.
About AI & Agents MCP servers
This category collects servers that make agents better at being agents. You will find orchestration layers that run multi-step pipelines, routers that hand a task to the right model or sub-agent, evaluation and tracing tools, prompt and skill libraries, and bridges that let one assistant call another. Some wrap commercial model APIs; others are thin coordination layers around open-source frameworks.
Because these servers often sit between your agent and other systems, look closely at where data flows and what is logged. Prefer servers that document their tool contracts clearly, support streaming where relevant, and can run locally when the workload is sensitive. Many are new and move quickly, so check the repository's recent activity before relying on one in production.