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

2645 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.valossa/video-assistant-mcp

Video analysis AI: transcripts, summaries, visual scenes/shots, clips, answers in natural language.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
com.zype.mcp/server

Manage videos, playlists, analytics, and monetization for OTT streaming services.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
dev.rostro/rostro

Turn any LLM multimodal; generate images, voices, videos, 3D models, music, and more.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
io.balldontlie/mcp

Provides access to live sports data and analytics from BALLDONTLIE: The Sports API

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
io.github.letroi77/clipzyn-mcp

Turn podcasts and long videos into ranked, finished short clips via the hosted ClipZyn API.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
io.github.pavel-tashev/audio-video-transcriber

Transcribe any audio or video URL to text, SRT and VTT, with chunking and only-new episodes

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
io.github.pavel-tashev/broken-link-checker

Crawl a site for broken links, 404s, dead images, redirect chains and slow pages, with sources

MediaBrowser & web scraping

Requires authOutdated checkNot measured3 / 22
io.github.Stackbilt-dev/img-forge

AI image generation across 5 quality tiers (SDXL to Gemini 3 Pro), 50 free credits on signup.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
io.github.tomdoeswork/podpast

Search and ask the podcasts you follow inside Claude, with the exact quote and timestamp.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
io.scanbimlabs/twinmotion

Twinmotion rendering + video export via Datasmith pipeline.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
io.twelvelabs/twelvelabs-mcp-server

TwelveLabs MCP: video indexing, search, analysis, and embeddings for AI applications.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
media.antismi/russian-news-archive

Russian-language news archive since 1999: semantic search, daily digests, trending topics.

MediaData access / search

Requires authNot measured3 / 22Not checked yet
net.sprtx/sprtx-mcp

Agent-native sports token network. 1,435 tokens across 98 sports, 9 global regions.

MediaAI / LLM tooling

Not measuredNot measured3 / 22
nz.phos/piranha

BJJ video analysis — YOLO pose detection + Claude AI technique analysis.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
0bull Phone Farm

Manage social accounts, publish videos, and control real iPhones rented by the month.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
370.ai — AI Gateway: 100+ Chat Models, Image & Speech Generation

One key, 100+ models: chat with any LLM, generate images and speech. Live model list. Free trial.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
550W Watermark & Text Eraser

Image/video text & watermark erasure; TikTok/X links. OAuth; upload via host or eraser.550wai.com.

MediaAI / LLM tooling

Requires authNot measured3 / 22
72QR: Make Scannable Art

Make scannable art as QR code from reference images. Free tier: share links only

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
actions.world

Run video actions on your actions.world datasets and track the runs.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
AdsTurbo

AI ad creatives: clone reference ads, AI spokesperson videos, video generation, translation, images.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
AgentBill

One spend ceiling per agent job, as MCP tools. Bound to a task_ref you pass, not a calendar month.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
AI Content Repurposer Tool: URL to 9 Formats

Turn any URL or text into Twitter threads, LinkedIn posts, Instagram captions, YouTube titles and…

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
AI Image Upscaler: Upscale Images 4x to 8 MP in Bulk

Upscale and enhance photos 4x to up to 8 megapixels for $0.01 per image.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
AI Watermark Remover

Remove watermarks and overlays from images the user owns or has permission to edit.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22

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