AgentsbyTask

No discovery run has completed yet. You are reading the launch catalog checked Nov 8, 2026.

Find the tool for the job, with the evidence on the label.

A vendor-agnostic directory of AI agents, MCP servers, APIs, CLIs, skills and website actions, organized by the task you need done. Each listing separates what a publisher documents, what a connection check observed, and what a task test proved.

Tasks

AI receptionists and voice agents

Compare what happens when a phone agent must book a confirmed slot, handle a correction, transfer a caller, or recover from an unavailable calendar.

  • Book appointments from missed calls 7 listings · no directory runs · third-party benchmark

    A call routes to the assistant. An authorized caller accepts an available slot and the calendar contains exactly one matching event.

  • Handle interruptions during a call 3 listings · no directory runs

    The assistant acknowledges the corrected request and any resulting action matches the final choice.

  • Transfer a caller to a person 6 listings · no directory runs

    A designated person answers and the system connects the caller or records a defined fallback.

  • Recover when a calendar is unavailable 3 listings · no directory runs

    The assistant reports the failure accurately and follows the configured callback or handoff route without inventing a booking.

Websites agents can use

Find specific actions a compatible assistant can discover or perform through WebMCP, MCP, or an API. Check the surface, account requirements, and approval boundary.

  • Find actions an assistant can use on a website 2 listings · no directory runs

    A named compatible client discovers a specific registered action and records its prerequisites.

  • Book a slot from a website or API 2 listings · no directory runs

    After reviewing a selected time and attendee, a test fixture yields one correct reservation and verifies it by ID.

  • Prepare a quote for review 2 listings · no directory runs

    Prepare an exact quote and preview in the intended service, keeping review and any later commitment separate.

Document workflows

Find tools that convert supplied files into usable data and distinguish extraction, review, destination writes, and verified results.

  • Turn a PDF into a CRM record 6 listings · 1 directory run

    Extract fields from a supplied PDF, review them, and independently confirm exactly one correct contact after approval and replay.

Developer documentation and tooling

Find official technical references and distinguish discovered tools, observed connections, and checked research results.