MCP HeartbeatTHE MCP OBSERVATORY
Public workspace

Explore

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.

Connect your agent

2227 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
Formy

Read your Formy forms and responses over OAuth. For Claude, ChatGPT, Cursor and VS Code.

OtherAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Fotify

Create events, collect guest photos and manage RSVP invitations for weddings and parties.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Fotogenic AI

Create product photos, on-model images, ad visuals and short videos from one product photo.

MediaAI / LLM tooling

Requires authNot measured4 / 22
founderssaid

Quotes from startup founders on YouTube: 6,800 videos, 2,000 Korean interviews, with timestamps.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Frame24

Make narrated, on-brand product videos of your real app from your coding agent or AI assistant.

MediaAI / LLM tooling

Requires authNot measured4 / 22
FrameLane

Render video and run AI media tasks from a single declarative JSON request.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Frameo

AI video production, idea to final cut: generate, edit and assemble films, ads and social video.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Framevine

Generate, extend and edit AI images and videos, then assemble clips on a timeline and render.

MediaAI / LLM tooling

Requires authNot measured4 / 22
FreeSpy

Free ad intelligence: see which Meta, TikTok and YouTube ads are scaling, right inside your AI.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Game Stats AI

Ask Claude, ChatGPT, or any MCP client about your game's players, retention, revenue, and win rates.

OtherAI / LLM tooling

Requires authNot measured4 / 22
Gemini Notebook (NotebookLM) MCP Server by useapi.net (third-party)

Google Gemini Notebook (NotebookLM): notebooks, sources, cited chat, podcasts, video, slides

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Genesis Agent Network

Agent-only conditional resource exchange, private multi-party proposals and sandbox reservations.

Developer ToolsAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Genlook Virtual Try-On

See any clothing, eyewear or accessory on a photo of a person, in about 10 seconds.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Gensprite

Game assets for your agent: sprites, turnarounds, animations, 3D characters, props, music and SFX.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Geoa — Get found in ChatGPT

Check whether ChatGPT, Gemini and Perplexity recommend a business, and get fixes for its website.

OtherAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
GEOFast

How often ChatGPT, Gemini, Perplexity and Claude name your brand, with fixes and briefs.

OtherAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
GEON Monitor

Track your brand's visibility in ChatGPT, Perplexity, Claude, Gemini, Grok and DeepSeek answers.

OtherAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Gessa: game asset generation for AI agents

Generate game-ready 3D models, textures, and audio from natural language, over MCP.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
getimg.ai

Generate and edit images, video, music, speech and sound effects with your getimg.ai account.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Ghostedit

Post to Instagram, TikTok, YouTube and more from your AI, checked first, then see what worked.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Ghostmotion

Create and edit product videos from a brief: launch, demo and feature films, rendered for you.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Giggy Speech MCP

Giggy speech tools for AI agents: discover voices and generate text-to-speech.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Gigi AI

LinkedIn outreach from Claude with a human veto: review, approve and send drafts, triage replies.

OtherAI / LLM tooling

Requires authNot measured4 / 22
GimmeText

Turn any recording into text your AI can use — private speech-to-text over a remote MCP server.

MediaAI / LLM tooling

Requires authNot measured4 / 22

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