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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2620 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
avots

Image, video, audio, face-swap, talking avatars and chat across 300+ AI models, one balance.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
Axiom Lab — AI Pitch Deck & Business Video MCP

Turn PDFs, PPTX decks, product photos, and briefs into QA-checked commercial videos via MCP.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
BananaBanana Image, Video & Speech Generation

Images, video & speech: Nano Banana, GPT Image, Veo, Omni, Wan, Grok, Gemini TTS. Crypto or card.

MediaAI / LLM tooling

Requires authNot measured5 / 22
Bet Better Data

Predicted scores, win chances and checked sport stats for 29 competitions. Free and licensed tools.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
BetBank

Australian sports betting analytics: odds compared, +EV picks, price moves, your bets.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
BibiGPT YouTube Video Summarizer

AI video summarizer: summarize and transcribe YouTube, Bilibili, TikTok and podcast videos.

MediaAI / LLM tooling

Requires authOutdated checkNot measured5 / 22
Bilibili: Videos, Comments, Danmaku & Creators (B站)

Bilibili (B站) data without login: video stats, comments, danmaku, creators, trending, hot searches.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
Bloopo — AI Ad & Creative Studio

Turn one sentence into finished ads: video ads, UGC, product photos, voiceover, brand kits, A/B.

MediaAI / LLM tooling

Requires authNot measured5 / 22
BrainTube

Your YouTube library, in the AI tools you already use: Claude, ChatGPT, Cursor, any MCP client.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
BRONTIR Research

Web research across search, Reddit, YouTube, reviews and ad libraries, with line-numbered citations

MediaKnowledge & memory

Requires authNot measured5 / 22
Bulk File Downloader

Download files from URL lists or every file linked on a page (images, PDFs, media); ZIP.

MediaMonitoring & observability

Requires authNot measured5 / 22Not checked yet
Capturewren: Website Screenshot API for AI Agents (Image + Text)

Capturewren: screenshot any URL (banners removed) plus status, title and clean page text for agents.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
Capturewren: Website Screenshot API for AI Agents (Image + Text)

Capturewren: screenshot any URL (banners removed) plus status, title and clean page text for agents.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
CartViral

AI product videos, photos and ads from a product link: TikTok, Reels and Shorts clips, earn per sale

MediaAI / LLM tooling

Requires authOutdated checkNot measured5 / 22
ChalkTalk

Create tutorial videos by chatting with AI.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
ChartQuery

Generate chart images, diagrams, barcodes, QR codes and thermal labels on demand. PNG, SVG or PDF o…

MediaFile & docs

Requires authNot measured5 / 22Not checked yet
ChatCut

AI video editor for agents: cut footage, add captions and motion graphics, export editable edits.

MediaAI / LLM tooling

Requires authOutdated checkNot measured5 / 22
China Data: Taobao, Bilibili, WeChat, Trending

Taobao/Tmall, Bilibili videos + transcripts, WeChat articles, China hot search, suppliers by photo.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
CLIPCLIPER

Timestamped transcripts, chapters and clip suggestions from YouTube, Twitch, Kick or TikTok links.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
ClipForge

Trim, watermark, extract audio, and convert video to 9:16 vertical via API or MCP server.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
Clipia

Generate AI images, video, speech, music and presentations from Claude, ChatGPT and Cursor.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
ClipOnIt

Long video to captioned 9:16 shorts, plus AI explainer videos from a topic or voice. 70 tools.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
ClipTalk

Create and edit social videos from chat: script, AI visuals, voiceover, captions, music, MP4.

MediaAI / LLM tooling

Requires authNot measured5 / 22
Cliptude

Make 6–60 minute faceless YouTube documentaries: voiceover, footage, maps and charts.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22

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