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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1729 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
Doseedo: Film Scoring, AI Instruments, Sound Effects & Stems

Score video, make music as an agent: 100+ AI instruments play your MIDI, audio, stems, Logic/Ableton

MediaAI / LLM tooling

Outdated check102 ms13 / 22
Doseedo Film Score: spot a video, play your score on AI instruments, mix it to picture

Score video as an agent: cue sheet from the cut, 100+ AI instruments play your MIDI, mix to picture

MediaAI / LLM tooling

Outdated check104 ms13 / 22
MapPoster

Design map posters of any place in 50+ styles, with names, dates and markers, and order prints.

OtherOther

Outdated check115 ms13 / 22
AI Promo Design

Design custom t-shirts, hoodies, caps, mugs and totes, price an order, and link to order it.

OtherOther

Outdated check115 ms13 / 22
Creadal

Packaging design with 3D mockups and print-ready dieline PDFs

OtherOther

Outdated check121 ms13 / 22
Outdated check123 ms13 / 22
convert.express

Transcribe audio and video to text, SRT or VTT. Summaries, translation. Optional OAuth sign-in.

MediaAI / LLM tooling

Outdated check132 ms13 / 22
Put Me In

AI meme video templates: how-tos, recommended settings, example prompts and FAQ. Free, no key.

MediaAI / LLM tooling

Outdated check137 ms13 / 22
My Star Letter: Human Design Chart

Human Design chart from a birth date, time and time zone: type, authority, profile, centers.

OtherOther

Outdated check140 ms13 / 22
VOOPA Render Check

Review an existing fal video and decide whether to edit, retry once, or change approach.

MediaCode & DevOps

Outdated check141 ms13 / 22
opchain

Claude Code / MCP skills for the dev pipeline: discover, spec, design, build, ship, operate.

Developer ToolsCode & DevOps

Outdated check149 ms13 / 22
Archivo de Esto También es Política

Archivo del podcast Esto También es Política: episodios, transcripciones y glosario político.

MediaAI / LLM tooling

Outdated check161 ms13 / 22
Ideal

Run a creator's Ideal: publish video, music, podcasts, posts; shop; own AI; pricing.

MediaAI / LLM tooling

Outdated check183 ms13 / 22
MVG Frankfurt: Blech und Halbzeuge

Sheet metal and stock parts from Frankfurt: prices, DFM feedback with images, lead times, quotes.

Finance & CryptoPayments & trading

Outdated check187 ms13 / 22
Shapesoda

Vectorize images: PNG/JPG to SVG, PDF, EPS, DXF. Turns logos, icons and scans into clean vectors.

MediaFile & docs

Outdated check189 ms13 / 22
AwesomeVideo

Video for AI agents: captions in 28 styles, transcription, translation, dubbing, shorts. REST+MCP.

MediaAI / LLM tooling

Outdated check193 ms13 / 22
com.zipirapp/zipir

Turn documents into source-cited video lessons for safety, procedure and training teams.

EducationFile & docs

Outdated check199 ms13 / 22
PodMule

Search, draft and manage your podcast workspace from your agent.

MediaData access / search

Outdated check201 ms13 / 22
Vargov®Design

Read-only MCP server with Vargov®Design public data: compositions, answers, configurator, dealers.

Developer ToolsCode & DevOps

Outdated check207 ms13 / 22
AIStrategyMiner

Design trading strategies with your AI and open them in a visual no-code Strategy Builder.

Finance & CryptoPayments & trading

Outdated check207 ms13 / 22
DataClue — AI training data

Search and license real-world AI training data: egocentric video, UMI gripper demos, custom EEG.

MediaData access / search

Outdated check212 ms13 / 22
crisp.photos

Before/after comparison GIFs from two image URLs, by crisp.photos, the free browser photo upscaler

MediaAI / LLM tooling

Outdated check217 ms13 / 22
BitePods

Free podcast clip maker: share the exact moment of an episode from YouTube, Spotify or Apple.

MediaAI / LLM tooling

Outdated check223 ms13 / 22
Nutcracker

Creative work for brand teams: strategy, copy, ideas, research, decks, key visuals and video ads.

MediaAI / LLM tooling

Outdated check245 ms13 / 22

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