AI deal pipeline for IT freelancers in DACH: analyze, list and manage project inquiries.
Search agent skills ranked by measured lift vs a no-skill baseline, with safety and rankings.
AI Accountant for Quickbooks- recording, reconcile, month-end close.
Validate startup ideas with real people asking for them, each quote linked to its source.
Self-hosted homelab log intelligence over MCP, CLI, and REST with SQLite/FTS.
Rust MCP server for homelab logs, syslog, Docker logs, FTS search, and AI transcript correlation.
RMCP runtime for provider-backed agents with CLI, REST, HTTP MCP, plugins, and scaffold support.
Rust MCP server and CLI for Unraid GraphQL operations across NAS, Docker, VM, and storage workflows.
Build zero-shot video models for object detection, and category and attribute classification.
The financial MCP for AI agents - 90+ financial tables, SEC filings, signals, alt-data.
Drone-sector market intelligence for AI agents: free briefings and profiles, licenced tracker data.
Governed AI actions with signed, verifiable receipts: free keyless reads, human-approved writes.
Industrial AI-readiness diagnostics, UNS design, and UNS agents for MCP clients.
Give your AI agent the ability to respond with live, interactive apps that evolve.
K-12 school district data for all 50 US states. Enrollment, demographics, and academics.
Human-in-the-loop for AI agents over MCP elicitation: confirm/form dialogs plus a capability doctor.
Human-in-the-loop for AI agents over MCP: durable approvals with a hosted review page & audit trail.
Connect AI agents to the legacy systems LATAM business runs on. Live in Chile: tax, banks, payroll.
Multi-LLM entity enrichment: schemas, single/batch enrichment, fusion, model benchmarks.
ENYAL by Greenland AI — encrypted identity & memory for AI agents (query, recall, provenance).
Read brand, research, and performance facts; draft briefs. Never spends. You approve every cut.
Agent-first marketplace for real-world assets — agro and energy first; humans approve every write.
Trainable non-fiction writing voice, presets, and an anti-AI-tells audit for Claude, via MCP.
Read and update your Everway trips and itineraries from any MCP-compatible AI assistant.
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.