MCP HeartbeatTHE MCP OBSERVATORY
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Evidence for your next connection.

Independent measurements of remote MCP servers. Every observation has a timestamp.

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Remote MCP servers

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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
LeagueApps MCP by usefulapi

Read programs, schedules, teams, locations and announcements of a youth-sports site in LeagueApps.

MediaAI / LLM tooling

Outdated check62 ms14 / 22
htmldrop

Publish HTML, Markdown, PDF, or images as instant shareable links with expiry and passwords.

MediaFile & docs

Responded64 ms14 / 22
Encircle MCP by usefulapi

Read property claims, rooms, moisture readings and photos, and add notes in Encircle.

MediaAI / LLM tooling

Outdated check65 ms14 / 22
DiamondPaintingWinkel.nl shop advisor

Search diamond painting kits, get size and price advice for your own photo, shop info. No login.

MediaCode & DevOps

Responded69 ms14 / 22
AI SENSE Free Public Tools

87 public tools: agent workflows, audio data transfer, semantic search, queues and webhooks.

MediaAutomation & workflows

Outdated check71 ms14 / 22
Together AI MCP by usefulapi

Run Together AI chat, embeddings and images; manage fine-tunes, batches and endpoints.

MediaAI / LLM tooling

Outdated check75 ms14 / 22
Tyton

Audit and set up Meta Pixel and the Conversions API from your AI agent.

MediaAI / LLM tooling

Outdated check77 ms14 / 22
THIRI Chord Intelligence

Deterministic music theory for agents: analyze, voice, reharmonize, conduct — computed, not guessed

MediaAI / LLM tooling

Outdated check80 ms14 / 22
Nummerschilderen.com shop advisor

Search paint-by-number kits, get size and price advice for your own photo, shop info. No login.

MediaCode & DevOps

Responded83 ms14 / 22
Pixel Agent

Convert images to PNG, JPEG, WebP, or AVIF through one public remote MCP tool.

MediaCode & DevOps

Outdated check86 ms14 / 22
ANIME INTELLIGENCE / AI PURCHASE INTELLIGENCE

AI commerce intelligence for anime, industrial parts, replacements, sourcing and agent buying.

MediaCode & DevOps

Outdated check87 ms14 / 22
io.github.zxm9988/bilingual-mix

Remote MCP server for sentence-by-sentence alternating bilingual listening audio.

MediaCode & DevOps

Outdated check96 ms14 / 22
AI Video Atlas

Plan AI video shots: model picks, sourced prompts, prompting guides and real $/s costs.

MediaAI / LLM tooling

Outdated check112 ms14 / 22
Music Studio

ABC sheet music + Strudel live coding: songs, videos and live jam sessions in ext-apps widgets.

MediaCode & DevOps

Outdated check115 ms14 / 22
com.thefilmmap/filming-locations

Where films and TV were shot, and where games, anime and manga are set. Wikidata, read only, CC0.

MediaAI / LLM tooling

Outdated check118 ms14 / 22
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
bunny.net MCP by usefulapi

Inspect pull zones, storage, DNS and video libraries on bunny.net, and purge caches.

MediaAI / LLM tooling

Outdated check130 ms14 / 22
Speechmatics MCP by usefulapi

Transcribe audio and video with Speechmatics speech-to-text from Claude and any MCP client.

MediaAI / LLM tooling

Outdated check138 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

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