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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1754 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.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.kareeem380/sketfly

Design mobile app screens with AI — describe your app, get linked screens instantly.

Developer ToolsCode & 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.masterblaster14/consensus

Coordination for AI coding agents: declare plans, catch design conflicts early, share team memory.

Developer ToolsCode & DevOps

Requires authNot measured5 / 22Not checked yet
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.MLTCorp/convertfilefast

Convert files, run PDF/image tools, create billing links, and report feedback.

Finance & CryptoPayments & trading

Requires authNot measured5 / 22Not checked yet
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
io.github.mrocker/tiktok-transcripts

TikTok video transcripts with timestamps by URL or ID. No login. Charged only per transcript.

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.mrocker/youtube-transcripts

YouTube transcripts with timestamps from video links or channels. Charged only per transcript.

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.mrocker/youtube-video-channel

YouTube video metadata, transcripts and channel data by URL or @handle. No API key. Pay per result.

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.musyta-labs/mcpcut

Orccut: a real timeline video editor for AI agents - journaled edits, FFmpeg/MLT rendering

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.Omnipotent6/inkmotion

Turn a topic, URL, or document into a narrated, animated explainer video.

MediaFile & docs

Requires authOutdated checkNot measured5 / 22
io.github.pictify-io/mcp

Generate images, GIFs, videos, and PDFs from HTML, URLs, or templates — from your AI agent.

MediaCode & DevOps

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

Image risk, EXIF/IPTC/XMP, reverse-image backlinks, content, watermark, OCR via PicDefense.io.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
io.github.rendleyhq/rendley-mcp

Create videos with prompts, and use Rendley’s video editor to adjust anything you need.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
io.github.SpaceSheepBoy/justcaptions

Audio transcription, caption correction, translation and 16 video caption styles.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
io.github.strontian/tidyvid

Remove background noise/echo from video and add captions (SRT/VTT or burned-in MP4).

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
io.github.theluckystrike/pdf-split-merge-compress

Split, merge and compress PDF files locally - private by design, no uploads.

Developer ToolsCode & DevOps

Requires authNot measured5 / 22Not checked yet
io.github.thestockgoatballs/clipspeed-mcp

AI video, images, AI influencers, character swaps and clipping from Claude or ChatGPT.

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.varoriya/varo-mcp

AI image, video & audio generation tools for AI agents, powered by Varoriya.

MediaCode & DevOps

Requires authNot measured5 / 22
io.github.vicseeai/vicsee-mcp-server

Generate, edit and upscale AI video and images from any agent via VicSee.

MediaCode & DevOps

Requires authNot measured5 / 22

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