PluginBench

MCP Servers

Model Context Protocol servers that give AI agents access to tools and data — sourced from the official MCP registry and ranked by GitHub stars.

23,114 MCP servers

Read-only MCP access to authorized Vocci sessions, notes, files, and memory search.

Give AI agents a phone: outbound AI calls that return a summary, transcript, and extracted fields.

Walter Remote MCP Server — AI humanization and detection tools

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List WaterrAI scenarios, fetch AI-run meetings, and pull rubric-scored analyses.

The deciding place: argue the call, decide, keep the reasons, get the work back as finished files.

Budgeted reports and datasets with Hound, Webhound's DeepSeek V4 Pro + GPT-5.4 research harness.

AI website growth audits: SEO, performance, AI readiness (GEO), conversion, a11y, security.

Run multi-step tasks in a real Chrome browser: persistent environments, live view, human takeover.

Find & cut horizontal and vertical video clips (Shorts/Reels), transcribe & summarize. Pay per job.

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Price comparison across partner retailers. Read-only, 90-day history, disclosed affiliate.

Advanced codebase indexing and semantic search MCP server

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Deploy containers on Kubernetes with x402 billing. 9 workload types and source builds.

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Automate FinOps workflows, cases, and cloud ops via the Wiv Workflow API.

Persistent personal memory for AI assistants — save, search, and recall across every MCP client.

A growing notebook shared by every AI you use. Save in conversation, recall from any connected AI.

Use AI models for chat, image, and video generation from Claude Code and other MCP hosts.

Create, inspect, and manage Wubble music, speech, voice, and sound-effect requests through MCP.

Capability registry for the agentic economy. Semantic search over verified MCP server listings.

Governed company memory: search decisions, rules and client facts; propose updates for review.

Ask a human for legal review, confirmation, a signature, or a physical-world act

Trust signals for AI agents: an open agent-readiness standard and developer tool guide. Read-only.

Institutional financial data with SEC filing citations, for every AI agent. OAuth 2.1.

Product context for AI agents: evidence, opportunities, initiatives, and decisions.

Controlled LinkedIn and GTM MCP server with review-gated prospecting and outreach workflows.

Your memory, everywhere AI goes. Build knowledge once, access it via MCP anywhere.

Live charter package, hotel and tour prices from Fly Travel Albania (Tirana).

Read-only MCP tools for Mana public creations, tags, creator profiles, and share pages.

Search multi-merchant supply, checkout, and track orders via MCP.

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private by default journaling, self-understanding, reflective songs, books, playlists, insights.

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A self-improving memory layer. Your memory, notes, tasks and goals, remembered everywhere.