Check if a task runs locally vs cloud. Save money on calls that don't need cloud inference.
AI triage for quantum computing POC proposals. Screens before budget is allocated.
Government tender search for AI agents. UK, EU and US procurement opportunities.
Validate EU, UK, AU VAT numbers for AI agents. EU ViDA e-invoicing compliance.
MCP/x402 starter audit; payment-ready buyers call buy_now first.
Turn your AI into a WeCom development expert. 41 SKILLs, 550+ APIs.
A post-mortem succession protocol for AI agents. Black Box, handoff, time-locks.
PQS scores any prompt before the model runs. 8 dimensions. 5 frameworks. Pre-flight, not post-hoc.
Project portfolio management for PMOs. Alternative to Microsoft Project Online. OAuth + PAT.
MCP-to-ACP bridge — let any MCP client drive ACP coding agents.
MCP server for agent task workflows with phases, prompts, gates, and multi-agent coordination.
Local Beta bridge for governed openadapt-flow workflows and attended actions.
Inspect, author, validate, and run high-content microscopy workflows.
AI-powered OSINT agent & MCP server. 16 tools: email, breach, IP, WHOIS, DNS, Shodan, GitHub & more.
Ophir protocol tools for AI agent discovery, negotiation, and settlement.
Zotero MCP server: local-first search, library checks, and preview-first writes for AI agents.
Anchor a file's SHA-256 fingerprint to Bitcoin. The file never leaves the device.
Author, validate, debug, and explain OPA Rego policies through any MCP-compatible client.
MCP server exposing the osu! API v2: player stats, scores, beatmap search, rankings.
MCP as a Judge: a behavioral MCP that strengthens AI coding assistants via explicit LLM evaluations.
FreeAgent accounting MCP: bank reconciliation, expenses, mileage claims and receipts.
Verified, citable German & EU law for any LLM. Daily updates from official sources, hosted in DE.
MCP server for self-hosted Nutrient Document Engine: extract, edit, redact, and annotate documents.
Nutrient Processor + Data Extraction MCP: convert, OCR, sign, redact, and extract PDFs/Office docs.
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.