MCP HeartbeatTHE MCP OBSERVATORY
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Evidence for your next connection.

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

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DiscoveryServer directory

Remote MCP servers

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

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2224 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
app.melodygenie/melody-genie

Write lyrics in 100+ styles, score them, generate full songs with 4 engines, split stems. OAuth.

OtherAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
app.reassign/reassign

Reassign: a circular 24-hour calendar and time-tracking copilot with ADHD-friendly scheduling.

ProductivityAI / LLM tooling

Requires authNot measured4 / 22
click.picale/picale-mcp

Pícale desde Claude, ChatGPT o cualquier cliente MCP: marca, contenido, publicaciones y resultados.

Developer ToolsAI / LLM tooling

Requires authNot measured4 / 22
click.vivento365/vivento-mcp

Vivento 365 (CRM inmobiliario) desde Claude, ChatGPT o cualquier cliente MCP: prospectos y citas.

Marketing & SalesAI / LLM tooling

Requires authNot measured4 / 22
com.actuato/actuator

Hire vetted local people for real-world jobs: post, rank, hire, pay in escrow, verify with photos.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
com.adspirer/ads

Manage Google, Meta, Amazon, TikTok, LinkedIn & ChatGPT ads. 430 tools for campaigns & analytics.

Marketing & SalesAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
com.adwhispr/adwhispr

Manage and optimize your ads on Meta, Google, TikTok, X, ChatGPT Ads, Reddit and LinkedIn from chat.

Marketing & SalesAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
com.attendmeet/mcp

Bring meeting decisions, tasks and user stories into your AI editor (Claude, Cursor, Copilot).

ProductivityAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
com.chorilo/chorilo

Choir management for AI assistants: events, RSVP, announcements and sheet music of your choir.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
com.crisphive/mcp

Field operations on a deterministic solver — run jobs, crews & fleet from Claude or ChatGPT.

Developer ToolsAI / LLM tooling

Requires authNot measured4 / 22
com.echosaw/mcp-server

Media intelligence analysis for audio, video, and images via the Echosaw MCP server.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
com.ezflipai/ezflipai

Appraise resale items from photos and write listings for eBay, Mercari, OfferUp and more.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
com.frontstat/visibility

See whether ChatGPT, Claude and Gemini recommend a startup's product, and who they name instead.

OtherAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
com.kurdishtts/kurdish-tts-stt

Sorani & Kurmanji TTS+STT: Kurdish speech most APIs lack. 885 voices, free tier, no key to browse.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
com.neuroflash/mcp

Create content and test it on a real audience — neuroflash Digital Twins inside Claude & Cursor.

Developer ToolsAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
com.playcallerapp/mcp

Live NFL, MLB, and NBA sports intelligence: injury signals, identity resolution, projections.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
com.publishmcp/publish-mcp

Let your AI agent publish to your own YouTube, Instagram, X, LinkedIn and more, with a preview.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
com.scriptivox.www/transcription

Transcribe audio and video and work with your transcript library from any AI app. 119 languages.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
com.selfielabstudio/selfielab

Generate and edit AI images and videos with SelfieLab's creative tools.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
com.shortgenius/shortgenius

Generate AI short-form videos and auto-publish them to TikTok, YouTube, Instagram, Facebook and X.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
com.spriteship/spriteship

Build a game's 2D art layer with your agent: characters, animations, tilesets, levels, 5 engines.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
com.tonpit/tonpit

Video production studio for AI agents: AI media, motion graphics as code, timeline and export.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
com.transcriptdock/mcp

YouTube and TikTok transcripts: get_video_transcript in one call, jobs, exports, video discovery.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
com.transcriptmagic/transcript-magic

Generate transcripts from YouTube, TikTok, Instagram, and Facebook videos.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22

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