MCP HeartbeatTHE MCP OBSERVATORY
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Evidence for your next connection.

Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

DiscoveryServer directory

Remote MCP servers

Find a server for your workflow, with connection evidence you can inspect.

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2615 servers

Ordered by checks passedClear filters
Dated server measurements. The status describes the last probe or a listed authentication requirement. Checks that have not been measured are not failures. Open a server to inspect the evidence.
Server / capabilityLast probeMedian latencyChecks passedLast checked
com.sendpageapp/sendpage

Publish an HTML document as a link anyone can open in one tap, plus PDF, image and Word export.

MediaFile & docs

Requires authNot measured5 / 22Not checked yet
com.slickfast/mcp

Charts and dashboards as images for AI agents. No browser, same data same bytes. Local and free.

MediaAI / LLM tooling

Requires authNot measured5 / 22
com.sportwizzard/sportwizzard

Real-time sports betting data: odds, player props, edges and arbitrage from 35+ books and DFS apps.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
com.transcribevideototext/transcribe

Transcribe audio & video to text for AI agents: 100+ languages, speaker labels, webhooks.

MediaAI / LLM tooling

Requires authNot measured5 / 22
dev.snaplab/snaplab

Screenshot, PDF and HTML-to-image rendering API so Claude and Cursor can see any web page.

MediaFile & docs

Requires authNot measured5 / 22Not checked yet
io.github.AceDataCloud/mcp-fish

MCP server exposing the AceDataCloud Fish Audio API (text-to-speech with voice conditioning)

MediaAI / LLM tooling

Requires authNot measured5 / 22
Requires authOutdated checkNot measured5 / 22
io.github.AceDataCloud/mcp-grok

MCP server for Grok Imagine AI video generation

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.AceDataCloud/mcp-hailuo

MCP server for Hailuo (MiniMax) AI video generation

MediaCode & DevOps

Requires authNot measured5 / 22
Requires authNot measured5 / 22
io.github.AceDataCloud/mcp-luma

MCP server for Luma Dream Machine AI video generation

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.AceDataCloud/mcp-maestro

Produce complete AI videos from a brief with Maestro

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.AceDataCloud/mcp-minimax

MCP server for MiniMax H3 multimodal video generation

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.AceDataCloud/mcp-openai

MCP server for OpenAI API (chat completions, image generation, embeddings) via AceDataCloud

MediaAI / LLM tooling

Requires authNot measured5 / 22
io.github.AceDataCloud/mcp-producer

MCP server for Producer/Riffusion AI music generation

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.AceDataCloud/mcp-qwen-image

MCP server for Qwen Image 3 AI image generation

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.AceDataCloud/mcp-seedream-pro

MCP server for ByteDance Seedream AI image generation

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.AceDataCloud/mcp-veo

MCP server for Google Veo AI video generation

MediaCode & DevOps

Requires authNot measured5 / 22
Requires authOutdated checkNot measured5 / 22
io.github.Aggrometer/aggrometer

The gaming attention graph: Steam players, Twitch live viewers, aggro ratio, hype, history.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
io.github.AnrosPrac/arsaze-mcp

AI video editor for agents and humans: timeline, captions, color, audio and generation as MCP tools.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
io.github.arslan2012/qpost-mcp

MCP server for QPost — lets AI agents publish video and image posts to YouTube, TikTok, Instagram.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
io.github.aruuhii2yo/maxion-mcp-gateway

CPU telemetry & benchmarking, SHA-256 hashing, AES-256-GCM storage, AI video/image via Nova.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
io.github.brajendrak00068/levea-mcp-server

Autonomous AI video editor over MCP: viral clips, captions, reframe, chroma key, MP4 export

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet

Automated measurements. Not a rating. Unmeasured checks are not failures. How to read the evidence