The real catalog of tools for AI agents

Scale parallelism. Preserve alignment. A fleet of coding agents builds one task in parallel against

Search the web, extract content, and run distributed tasks with AI-powered automation

Coordination server for parallel coding agents: claims, contracts, notices, and memory notes.

MCP server for parallel browser automation across multiple providers.

MCP server for FastTransfer — high-performance parallel data transfer between databases

Multi-LLM council: 25+ frontier models in parallel, consensus scoring, verdict-first code review.

The context layer for your company's AI: your team's decisions, meetings and plans, with sources.

Coordinate parallel coding agents, above Git

GPU cloud platform — create, manage, and monitor instances, snapshots, SSH keys, and billing.

An MCP server for deep research or task groups

Control Parallels Desktop VMs from MCP: power, screenshot, exec, keyboard, sequences. macOS only.

Sort, filter and summarize large log files by timestamp, level or keyword.

Shared memory, work claims and handoffs so parallel AI coding sessions stop colliding.

MCP server for FastBCP — high-performance parallel database export to files and cloud

Share context, detect conflicts, and message across parallel Claude Code sessions

Queue parallel-agent worktree branches, test together, serialize and recover Git pushes.

Critical Path Method scheduling and lock-aware parallel cohorts for MCP agents.

Parallel video rendering tools: detect GPU encoders, render, color grade, merge audio, concat.

MCP server for MigratorXpress — cross-platform database migration with parallel transfer

Sends the same prompt to multiple LLM providers in parallel and returns a divergence score via MCP.