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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2619 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
io.github.bramontiventures/justtranscribe-mcp

Transcribe public videos & audio (YouTube, TikTok, IG) into accurate, timestamped text via API.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
io.github.charmshots/mcp-server

Read-only MCP connector for Charmshots photoshoots, photo metadata and owner-authenticated links.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
io.github.deapi-ai/tiktok-transcript-scraper

AI speech-to-text for public TikTok videos: SRT, VTT, word timings, speaker labels, 90+ languages.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
io.github.demovela/mcp-server

MCP connector for Demovela video libraries, render status, templates and reviewable video briefs.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
io.github.Distribea/distribea-mcp

Generate images, video, music and voice from your CLI or AI agent. On-brand AI media toolkit.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
io.github.egocen-vivideo/vivideo

AI video generation via the Vivideo API: auto or manual mode, avatars, voices, brand kits.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
io.github.erliona/tunova

Generate Suno AI music (v5.5) from any MCP client. Async; billed only on success.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
io.github.hanshs474/movoa-mcp

Movoa (movoa.ai), the AI video generator with sound: text and photo to video from any MCP client.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
io.github.hoornet/agentdocs-mcp

AgentDocs (agentdocs.eu) MCP: read, search, write, comment, share & attach images to Markdown docs.

MediaFile & docs

Requires authNot measured5 / 22Not checked yet
io.github.ialim0/timalens

AI whiteboard explainer video platform: script to storyboard to narrated MP4.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
io.github.incendies/imageat

Generate and edit images and videos with imageat.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
io.github.industriesfatty-spec/fattly

AI images, video, voiceovers and UGC ads from 50+ models. Official MCP server for fattly.app.

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.johnisanerd/google-images

Google Images results in bulk: image URLs, sizes, thumbnails, and source pages, via hosted MCP.

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.johnisanerd/google-lens

Google Lens reverse image and visual product search, with similar and exact matches, hosted MCP.

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.johnisanerd/yandex-search

Yandex search results, images, and SERP data via the Apify Yandex Search Scraper, hosted MCP.

MediaBrowser & web scraping

Requires authNot measured5 / 22
io.github.jpol34/chuckle

Look up meme template images by name or description, with disambiguation for ambiguous names.

MediaData access / search

Requires authOutdated checkNot measured5 / 22
io.github.jshelley/briefings

Hourly ranked news (AI, markets, sports, world): JSON, e-ink pages, Morning Paper PDF; 25 free/day

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
io.github.jyswee/bandsaas

License your music to AI on your terms, and run your whole artist business. 46 tools, keyless.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
io.github.leekung125/web-data-toolkit

YouTube transcripts (video, channel, search), Google Trends, Google Play and App Store reviews.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
io.github.library-x/tuney

Royalty-free music fitted to your length: find, generate, adjust and download tracks and stems.

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.Lukefen31/imagic

AI-cull, edit and export RAW photos locally with the imagic desktop app, from any MCP client.

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.Mintii-Labs/ozor

Generate AI videos from a prompt or document (PDF/PPTX/DOCX/URL) and export shareable MP4s.

MediaFile & docs

Requires authOutdated checkNot measured5 / 22
io.github.miracleweasel/katto-mcp

AI video clipping MCP: long videos and podcasts into scored, captioned 9:16 shorts.

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.mrocker/tiktok-profile-stats

TikTok profiles, video stats and transcripts by handle or URL. No login. Pay per result.

MediaCode & DevOps

Requires authNot measured5 / 22

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