Best AI automation capabilities

Expose browser automation primitives through MCP for web navigation and testing.

A structured starting point for tool-using agents built with OpenAI Agents SDK.

Run browser automation in hosted Browserbase sessions for agents that need web actions.

Expose selected local directories to agents for read and write file workflows.

Parse MCP server metadata, tools, prompts, and resources into a normalized interface report.

Normalize an MCP server repo and flag risky permissions, scripts, and auth requirements.

Connect agents to GitHub repositories, issues, pull requests, and code search.

Template for browser-operating agents that complete tasks through web UI actions.

MCP profile for web search tools that return sources, snippets, and fetchable URLs.

Let agents inspect and query PostgreSQL databases through a structured MCP interface.

Give agents controlled access to Supabase projects, schemas, SQL, and project metadata.

Graph-based research agent pattern for iterative search, synthesis, and review loops.

Multi-agent workflow pattern for role-based planning, execution, and review tasks.

Template for multi-agent conversations with explicit roles, tools, and termination rules.

Check whether code changes need docs, changelog, migration notes, or release risk labels.

Build migration plans with dependency maps, risk levels, and validation steps.

Review agent traces for tool choice, wasted steps, unsafe actions, and recovery quality.

Convert ad hoc prompts into structured skill profiles with inputs, outputs, and safety notes.

Draft task-specific evaluation rubrics for agent traces, final outputs, and environment outcomes.

Workflow for monitoring sources and producing a weekly synthesized research digest.

Draft and classify support replies while respecting policy and escalation rules.

Fill controlled browser forms, validate DOM state, and report completion evidence.

Compare multiple projects or sources and produce a grounded decision matrix.

Check outputs or support actions against a policy document and escalate uncertain cases.

Extract decisions, owners, due dates, and follow-ups from meeting notes.

Run product flows as a simulated user and report blockers, UX friction, and evidence.

Turn scattered docs and notes into deduplicated knowledge base entries with source links.

Agent scaffold for sandboxed terminal tasks with command logs and end-state checks.

Generate Claude, Cursor, Cline, or Codex MCP configuration snippets from normalized server metadata.

Template for connecting documentation, API clients, and smoke tests into an integration task.

Generate release notes from commits, merged PRs, and issue references.

Workflow for classifying issues, identifying duplicates, and drafting maintainable responses.

Plan dependency upgrades, run checks, and explain compatibility risks.

Convert a small issue into a branch plan, implementation checklist, patch, and review summary.