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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2568 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
TensorFeed

AI news, model pricing, service status, and machine-payable premium tools. AFTA-certified.

MediaData access / search

Outdated check119 ms14 / 22
Video Dept. AI

Plan a video and script with VIDEO DEPT. in Fort Lauderdale, send a brief, book a call with Nikita.

MediaAI / LLM tooling

Outdated check124 ms14 / 22
Magic Master — Audio Mastering

Audio mastering for AI agents: LUFS/True Peak targets, Suno/Udio AI-fingerprint removal.

MediaAI / LLM tooling

Outdated check147 ms14 / 22
TechSnif

Agent-first tech news: ranked story clusters, coverage and discussion links, trends, and events.

MediaData access / search

Outdated check154 ms14 / 22
Commonkite: Free Image Search API, Creative Commons & CC0

Commonkite: free-to-use CC/public-domain images with license + credit line.

MediaCode & DevOps

Outdated check158 ms14 / 22
io.github.RagingOrangutan/rootvine-mcp

Neutral commerce resolution for AI agents — music live, ranked by trust, never by commission.

MediaCode & DevOps

Outdated check165 ms14 / 22
Common Ground

Pick one movie, show, book, artist or restaurant a whole group will enjoy, using Qloo taste data.

MediaCode & DevOps

Responded175 ms14 / 22
JENRIKS Photo Archive

Read-only MCP server over the JENRIKS daily photoblog: one photo per day since 2006. No auth.

MediaAI / LLM tooling

Outdated check178 ms14 / 22
Taste Profile

Turn the reference images you collect into a written design taste your assistant can follow.

MediaAI / LLM tooling

Outdated check184 ms14 / 22
Docmint

PDF and image tools for AI agents: compress, merge, split, OCR, sign. Runs locally, never uploads.

MediaCode & DevOps

Outdated check187 ms14 / 22
Clueso

Make videos and docs with your AI agent — describe what you need, every output stays editable.

MediaAI / LLM tooling

Outdated check198 ms14 / 22
Video Grab

Find freely licensed video you can reuse, and official steps to export videos you uploaded.

MediaAI / LLM tooling

Outdated check202 ms14 / 22
SocialSeal

Measure how findable a brand is in TikTok, Instagram, YouTube and AI search, and what to post next.

MediaData access / search

Outdated check207 ms14 / 22
Post Stats

Public views, likes and comments of YouTube, TikTok and X posts, each with its source and read time.

MediaAI / LLM tooling

Outdated check207 ms14 / 22
Post Kit

Posts, video scripts, TikTok slide images, and a launch clip from your page.

MediaAI / LLM tooling

Outdated check209 ms14 / 22
io.github.ddevetak/footballcharts-mcp

Tables, results, fixtures, goal timing, season projections: 93 football leagues incl. lower tiers

MediaCode & DevOps

Outdated check211 ms14 / 22
Castos MCP by usefulapi

Read podcasts and episodes; create and update episodes; manage private subscribers in Castos.

MediaAI / LLM tooling

Responded220 ms14 / 22
Remode - Fashion Finder, New & Pre-loved

Find fashion new or pre-loved from a photo, link or text; compare prices; hunt for a lower price.

MediaCode & DevOps

Outdated check227 ms14 / 22
Streamlivr

Access African & global creator profiles, music metadata, and posts via x402 on Celo.

MediaCode & DevOps

Outdated check236 ms14 / 22
Sound Vocabulary

UI, game and motion sound effects from a description, as a WAV and Web Audio code, named by UCS.

MediaAI / LLM tooling

Outdated check249 ms14 / 22
cliphou.se release videos

Turns every release into a social video. Finds the selling points, picks the angle, writes the copy.

MediaAI / LLM tooling

Outdated check249 ms14 / 22
Photo Sheet

Photo Sheet turns a photo or a voice note into a clean table.

MediaAI / LLM tooling

Outdated check278 ms14 / 22
diggercamp

Find independent music by how it sounds: similar tracks and playlists from a track link.

MediaAI / LLM tooling

Outdated check280 ms14 / 22
Seedance 3.0

Seedance 3.0 info MCP (seedance30.com): product, pricing URL, capabilities. No video gen.

MediaCode & DevOps

Outdated check300 ms14 / 22

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