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

2623 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
球云体育 Sports Data

Live scores, fixtures, standings, team profiles and news for 2000+ football and basketball leagues.

MediaData access / search

Outdated checkNot measured4 / 22
ai.gency/gency-lite

Generate Amazon-style A+ Content and AI product images from product photos.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
ai.northlit/northlit

AI design studio: briefs to direction boards, HTML prototypes, images and video. OAuth sign-in.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
ai.seendb/seendb

Video knowledge base for agents: search your library's transcripts, keyframes and on-screen text.

MediaKnowledge & memory

Requires authOutdated checkNot measured4 / 22
ai.smithery/222wcnm-bilistalkermcp

Track Bilibili creators and get the latest updates on videos, dynamics, and articles. Fetch user p…

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
ai.tuteliq/mcp

Detect grooming, bullying, fraud, and 16+ online threats across text, voice, image, and video.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
ai.upriver/upriver

Know what's gaining traction online: breakout topics in tech, sports & politics, with citations.

MediaKnowledge & memory

Requires authOutdated checkNot measured4 / 22
ai.vidocu/vidocu

AI Knowledge Platform: turn videos, PDFs, and slides into subtitles, voiceovers, and documentation

MediaFile & docs

Requires authNot measured4 / 22Not checked yet
app.faylee/faylee

Read browser bug recordings: video, console, network, steps. Fix the bug and comment back.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
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.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.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.fintechstudios/studio

Real-time financial news & regulatory intelligence: cited search, fetch, summaries, collections.

MediaData access / search

Requires authNot measured4 / 22
com.freeytbulktranscripts/free-yt-bulk-transcripts

Bulk YouTube transcripts: playlists and channels, 19 caption languages, TXT/SRT/CSV/Excel.

MediaFile & docs

Requires authOutdated checkNot measured4 / 22
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.mentiondrop/mentiondrop

AI-triaged brand, competitor and demand mentions from Reddit, Google News and search.

MediaData access / search

Requires authNot measured4 / 22Not checked yet
com.pitchcentric/mcp-server

Podcast booking-intelligence MCP server: search shows, match profiles, draft pitches, read replies.

MediaData access / search

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

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