Explore server capabilities, recorded tools, available client configurations and practical setup considerations. Browse servers by category, or jump to remote servers and official vendor servers.
Servers can appear in several categories when their tools support several tasks. Category counts include these overlaps; the directory total counts each server once.
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MCP server for Spanning Cloud Backup — M365/GWS/Salesforce backups, restores, audit.
MCP server for Spanning Cloud Backup — M365/GWS/Salesforce backups, restores, audit.
Read-only sample stays, booking constraints, and staged reservation actions for review.
WhatsApp for agents: link a number, list chats, send only after confirm to a real chat.
Spans to centimeters, number discarded
AI writes. SPARDA proves. A deterministic, offline gate that catches when an AI edit removes a guard, exposes a route, or breaks an invariant — no
Why is my Windows drive full? Free space safely, within limits you set. Never deletes permanently.
Manage your SparkAds slot: your stats, the free-hour grid, network totals, and your own creative.
Search and fetch AI agents, skills, prompts and MCP connectors from the Spark marketplace.
Read-only catalogue of the Spark apps: what each one does, its stack, and where it runs.
Search 500+ curated design websites and install DESIGN.md files directly from your AI agent.
MCP server for diagnosing Apache Spark event-log performance issues and comparing runs.
20+ pay-per-use APIs: image gen, crypto data, email verify, SSL check, web scraping, and more.
MCP (Model Context Protocol) server for the Sparkient decision intelligence API. Connect AI agents to 14 tools for creating, training, cancelling, calling, inspecting, and obtaining edge-export…
Founder workflows for idea validation, branding, campaigns, landing pages, analytics, and CRM.
Create, publish and measure SparkleTree marketing campaigns from an AI client. OAuth 2.1 with PKCE.
Read-only MCP for Sparkling Tracks European tours: packages, itineraries, pricing, contacts.
Sparkmango lets agents generate and use MCP servers from contract ABIs
MCP server for Spark — your AI toolbox for real work. Search and discover agents, skills, prompts, bundles, and MCP connectors.
# Spark MCP (Model Context Protocol) Optimizer This project implements a Model Context Protocol (MCP) server and client for optimizing Apache Spark
Stripe billing for indie apps: plans, coupons, subscriptions, customers and revenue reporting.
MCP server for Sparkplug B: node/device discovery, metrics, commands, host state over MQTT.
Query Spark SQL clusters via Thrift/HiveServer2. Works with Spark, EMR, Hive, Impala.
Official first-party facts about Sparks Scribe: what it is, pricing, trial.
Commission a multi-model AI spec committee from your agent; get rubric-scored, build-ready specs.
Prove you made it first. Blockchain Timestamp creative work via Claude or any MCP-enabled AI Agent.
District-level open data for India — Census, NFHS-5, NCRB, RBI and more, joined onto one geography.
Test whether 3D assets survive Apple Quick Look and Safari , then fix what fails
Preview environments on your self-hosted Spawner server: a copy of your app for each git branch
Crypto wallets, payments, and referral earnings for AI agents on Base L2
Deploy the apps your agent builds to a private, shareable HTTPS link, checked for leaked keys first.
SPDX License List MCP
SPDX license expression tokens, value discarded
Reads the licence field in the open manifest and names every deprecated SPDX id, invalid string, PEP
SPDX license id shape
Use this MCP server to SPDX open source license metadata and compatibility helpers. Tools...
Order & book on AI Transact WordPress sites by AI agent — MCP tools with WhatsApp confirmation.
Multi-agent AI pipeline that generates professional Solution Architecture Documents.
Official Speak AI MCP Server — capture meetings, search thousands of recordings, run async voice and video surveys, create clips, and automate
Read-only access to your SpeakPen voice notes: search, read transcripts, list recent ideas.
Text to speech, voice listing and phrase library search for AI assistants. API key header.
Spearly CMSのコンテンツを検索・取得・修正・追加するためのMCPサーバーです。
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
This is a template for using agent mode with MCP servers to do research driven development based on specs
An MCP server that bridges OpenAPI specifications to MCP tools - scan a folder for spec files and automatically generate corresponding tools
MCP server wrapping Speccy's paid x402 endpoints. Give any MCP-compatible AI agent five superpower tools — prediction-market data, a sandboxed Python executor, FFmpeg media transforms, real-time web…
Searchable special education decisions and legal research tools.
Specifai MCP Server that runs over stdio
Check computer, dock, monitor and charger compatibility with requirements and manufacturer sources.
Paid remote MCP for spec driven development acceptance gate MCP, structured receipts, audit logs, an
Turn raw customer feedback into evidence-cited specs (free, no key) plus 16 PM tools.
Python intent tracing MCP: map specs to pytest tests, monitor implementation progress, offline-only.
Stop AI from breaking code you told it not to touch. Enforces .cursorrules, CLAUDE.md, and AGENTS.md — not just suggests. Zero-config: npx speclock
BSV coding knowledge engine for AI agents — pre-compile traps and post-compile diagnosis.
Live access to gematik Telematikinfrastruktur (TI) specs and certification requirements.
An artifact manager for system specifications.
Part of the StudioMeyer MCP Stack — Built in Mallorca 🌴 · ⭐ if you use it
MCP server for navigating Model Context Protocol specifications with dynamic markdown tree generation
Audit and write CLAUDE.md / AGENTS.md / Cursor rules; generate full build specs for new projects.
Generate and validate a .specs/ bundle for your repo, then hand it to your AI coding agent