AI agents for bookkeeping, reconciliation, and financial close for SMBs.
MCP server for Cucumber Studio - test scenarios, action words, and execution data.
Self-hosted AI-native knowledge workspace with hybrid search, GraphRAG, and MCP.
260 MCP tools across 49 domains. AI Flywheel, quality gates, research, web scraping.
Audit, reschedule and author Microsoft Project schedules. No Java, no Project install.
Open-source MCP server for Autodesk Revit: typed BIM edits, families, exports and Power BI.
Website uptime monitoring: run checks from 300+ locations, manage monitors, alerts and incidents.
TRON Energy marketplace + DEX swap aggregator for AI agents. 27 MCP tools.
Let AI agents see and interact with terminal/CLI apps via PNG screenshots.
A Model Context Protocol server for use with Tauri v2 applications.
Control any smart TV with natural language. Resolve Netflix/YouTube/Spotify and deep-link.
MCP server for .NET coverage: run tests, parse Cobertura, find uncovered branches, append tests.
Verify and repair BibTeX references with DOI-first MCP tools.
Spiritual services for AI agents — confessions, salvation, identity. x402 payments.
Generate academic citations from DOI, arXiv, titles, or URLs in BibTeX, APA, MLA formats.
Quantum-inspired keyring for AI coding agents with superposition, entanglement, and tunneling.
Connect RStudio to AI assistants for interactive R coding and data analysis.
Headless Windows ops over MCP: hidden PowerShell plus in-process SSH, WinRM and SFTP.
Official MCP server for IP geolocation, security, ASN, abuse, timezone, astronomy, and user-agent.
7-stage AI pipeline MCP server: Intent→Context→Git→Decompose→Variants→Critique→Optimize.
MCP server for Disney Lorcana TCG: enrich collections, search cards, build decks, audit data.
A dead-simple, self-hosted MCP server for securely querying databases via AI agents.
Pre-action gates that block AI agents from repeating known mistakes.
RLHF feedback loop for AI agents. Capture signals, promote memories, block mistakes, export DPO.
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.