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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2570 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
Xenition

Docs, decks, forms, apps you build and deploy, automations, and AI images, video and voice.

MediaAutomation & workflows

Outdated check394 ms14 / 22
Arckép

Generate images, video, speech, 3D, slide decks, Word/Excel/PDF docs, product cards, and AI chat.

MediaFile & docs

Responded399 ms14 / 22
Scoreproof

Convert MusicXML, MIDI, ABC, MEI and Humdrum, print sheet music, and verify every note survived.

MediaCode & DevOps

Outdated check421 ms14 / 22
Clef Music Tools

Transpose chords, spell piano chords, turn guitar tab into piano notes and find music guides.

MediaCode & DevOps

Outdated check436 ms14 / 22
io.github.onepunchtechnology/glassypic

Production-ready images in one pass: resize, crop, compress, convert format, upscale, tag for SEO

MediaCode & DevOps

Outdated check452 ms14 / 22
Sugra MCP

Connect AI agents to primary sources - markets, macro, news, earth, network, entities and research.

MediaData access / search

Outdated check474 ms14 / 22
NDAA.AI FY2027 Tracker

Public FY2027 NDAA tracker: bill status, section text, House vs Senate diffs, and news from ndaa.ai

MediaData access / search

Outdated check489 ms14 / 22
Storyflo

Curated audio news, daily briefings, the Declassified library + market-linked signals.

MediaCode & DevOps

Outdated check490 ms14 / 22
Cleanor

Zero-auth MCP: image optimize, cited storage/format data, and dev utilities LLMs get wrong.

MediaAI / LLM tooling

Outdated check497 ms14 / 22
Quran Reels MCP

Free browser-based Quran video maker: vertical reels with 47 reciters and 8 translation languages.

MediaAI / LLM tooling

Outdated check504 ms14 / 22
VectoSolve

Convert PNG/JPG images to clean SVG, DXF or EPS vectors for cutting machines, laser and print.

MediaCode & DevOps

Responded531 ms14 / 22
PromptFrenzy

Find a tested AI image or video prompt — toy, LEGO, plushie, portrait, poster — and render it.

MediaAI / LLM tooling

Outdated check571 ms14 / 22
AgentDiet Zero-Bloat A2A Live Web Search & Tech News Grounding

Executes live Google News RSS + HackerNews Algolia search queries and returns clean, token-pruned.

MediaData access / search

Outdated check575 ms14 / 22
Squish

Give AI random access to video: timestamped contact sheets + zoom into any start/end range.

MediaCode & DevOps

Outdated check596 ms14 / 22
Joy2Move Home Exercise Library

Find home exercises, equipment variations and reviewed 15-second video demonstrations.

MediaCode & DevOps

Outdated check601 ms14 / 22
Al Jazeera 360

Browse, search & watch Al Jazeera 360's Arabic shows, documentaries and podcasts inside the chat.

MediaCode & DevOps

Outdated check602 ms14 / 22
Layerre

Turn Canva designs into templates and render image/PDF variants via the Layerre API.

MediaFile & docs

Outdated check607 ms14 / 22
Vosters Rosters

NCAA Division I basketball and football rosters, schedules, and program records.

MediaCode & DevOps

Responded610 ms14 / 22
io.github.comficker/pixel-art-mcp

Turn images into pixel art, extract and remap palettes, and upscale sprites without blur.

MediaCode & DevOps

Responded612 ms14 / 22
Samsung Galaxy & Android Release News — buy per-query in-session (samsungwatch)

Samsung Galaxy & Android release news. $0.01/query. Be born in one call — free testnet funds.

MediaData access / search

Outdated check614 ms14 / 22
Ars Technica Tech & Hardware News — buy per-query in-session (arstechnicawatch)

Ars Technica tech, IT & hardware news. $0.01/query. Be born in one call — free testnet funds.

MediaData access / search

Outdated check623 ms14 / 22
LyricVideoGenerator

Turn a song and its lyrics into a word-synced lyric video, with three styles to choose from.

MediaAI / LLM tooling

Outdated check636 ms14 / 22
Magic Hour

Create and edit images and video, generate music, and retrieve existing audio projects.

MediaCode & DevOps

Outdated check641 ms14 / 22
Science News Tracker — latest research & discovery headlines (scinews)

Latest science news: research & discoveries. $0.01/query. Be born in one call — free testnet funds.

MediaData access / search

Outdated check647 ms14 / 22

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