Connect AI assistants to Dynatrace to query observability data and analyze problems.
Hierarchical markdown memory palace for AI agents — structured palace navigation via MCP tools.
Self-hosted gateway aggregating upstream MCP servers behind one authenticated HTTP endpoint.
Unofficial local-first MCP for previewing, importing, and verifying ClassDojo rosters from XLSX.
Connect AI assistants to Easy8 — read and update projects, issues, and comments.
Solana token due-diligence: 3-source fused risk verdict incl. LP-lock depth. $0.01 via x402.
SSH Model Context Protocol Server - Enable SSH functionality for AI models.
Academic paper search across 11 sources with AI curation, ranked push, Zotero and Obsidian support.
Local-first, read-only ECZ-ID verifier over MCP (stdio): checks, reports, explains, routes.
Sealgate gateway proxy: list governed MCP servers and review agent session and audit status.
Talk while using your app — your coding agent gets each sentence aligned to the frame. Fully local.
Flight search & booking for AI agents. 400+ airlines, 75 free local connectors.
Drive KittyClaw, a self-hosted agent-fleet kanban, from any MCP client (embedded /mcp endpoint).
Live KTA rates, market data, payment rails, AML/VAT compliance, SDK snippets. 16 tools.
Observe and operate Hatchet workflows from an AI agent — runs, logs, trigger, cancel, replay.
Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows.
Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows.
AI-powered bioprotocol optimization — generate, search, and manage lab protocols via MCP.
Search 22,000+ rare pre-modern texts with AI English translations, summaries, and 73K+ images.
Transcribe and understand local audio/video with CrispASR and local models only.
Reads text aloud locally on Windows, macOS, and Linux. No API key, account, or cloud service.
Real Chrome profiles with site intelligence — already logged in, PII anonymization, sessions persist.
Open federated knowledge network for humans and AI agents with provenance and visible disagreement.
Web intelligence, verified B2B contacts, and a persistent knowledge graph for AI agents.
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.