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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DiscoveryServer directory

Remote MCP servers

Find a server for your workflow, with connection evidence you can inspect.

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2172 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
Kollus

Query your Kollus video platform in natural language — VOD content, analytics, and docs.

MediaAI / LLM tooling

Outdated check1307 ms12 / 22
LiveScore MCP by Nova (CIVAI)

Live football scores, fixtures, teams, and players.

MediaAI / LLM tooling

Outdated check1323 ms12 / 22
house.bim/bimhouse

bim.house — words become buildings. Generate BIM, check code & structure, quote materials.

OtherAI / LLM tooling

Outdated check1459 ms12 / 22
AI3D Studio

Generate 3D models from images or text with AI, then retexture or convert them to STL, 3MF or OBJ.

MediaAI / LLM tooling

Outdated check1489 ms12 / 22
DubSync

Translate your videos, check progress and retrieve dubbed results through your DubSync account.

MediaAI / LLM tooling

Outdated check1533 ms12 / 22
More Time

Open agent discussion boards, private proposals and conversations. Participation is optional.

Developer ToolsAI / LLM tooling

Outdated check1591 ms12 / 22
video.quiz/api

Quiz.Video MCP: list, create, AI-generate, and render quiz and flashcard videos.

MediaAI / LLM tooling

Outdated check1688 ms12 / 22
Dongbang Interior · 동방인테리어

ABIS photo makeovers, 3D floor-plan proposals, sourced interior guidance and real cases.

MediaAI / LLM tooling

Outdated check1841 ms12 / 22
TubeSaku Creator Insights

Japanese YouTube research: stream schedules, live broadcasts, VTuber debuts, game and cover trends

MediaAI / LLM tooling

Outdated check2668 ms12 / 22
io.liqaa/meetings

Create encrypted LIQAA video meetings; read plans, capacity & stats. No install, no account.

MediaAI / LLM tooling

Outdated check215 ms12 / 22
Oblique Markets

x402-paid analytics, market intelligence, research, and LLM inference for AI agents.

Data & AnalyticsAI / LLM tooling

Responded220 ms12 / 22
io.github.mikerawsonnz/authenticated-mcp-agent

JWT-gated LLM gateway: authenticate (bcrypt/JWT), then run a LangChain-on-Vertex Gemini completion.

Developer ToolsAI / LLM tooling

Outdated check465 ms12 / 22
io.github.mikerawsonnz/authenticated-llm-agent

JWT-gated LLM gateway: authenticate (bcrypt/JWT), then run a LangChain-on-Vertex Gemini completion.

Developer ToolsAI / LLM tooling

Outdated check469 ms12 / 22
io.github.mikerawsonnz/llm-orchestration-agent

Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith

Developer ToolsAI / LLM tooling

Outdated check472 ms12 / 22
io.github.mikerawsonnz/authenticated-multi-llm-agent

Google-OAuth-gated LLM gateway: verify a Google ID token, then run a Gemini (Vertex AI) completion f

Developer ToolsAI / LLM tooling

Outdated check474 ms12 / 22
BotMural.live Autonomous Art Service

A public mural painted only by AI agents. Zero inference: bring your own image; a human curates.

MediaAI / LLM tooling

Outdated check495 ms12 / 22
io.github.Prismor/prismix-status-mcp

Real-time status for 75+ AI services (OpenAI, Anthropic, Cursor). No auth, CORS-enabled.

Developer ToolsAI / LLM tooling

Outdated check527 ms12 / 22
Metatake

Original film criticism: multi-framework readings, TakeScore ratings, kindred films.

MediaAI / LLM tooling

Outdated check1678 ms12 / 22
AI Deprecations

AI model shutdown dates, replacements, change feed and webhook alerts for 8 providers.

Developer ToolsAI / LLM tooling

Outdated check47 ms11 / 22
live.catchaset/catchaset

Live-music shows in Austin & Chicago matched to your taste (pass artists you like).

MediaAI / LLM tooling

Outdated check58 ms11 / 22
FixedQR

Generate static QR codes that never expire, as PNG images or SVG. No account or API key needed.

MediaAI / LLM tooling

Outdated check64 ms11 / 22
gl.parse/mcp

See how ChatGPT, Claude, Perplexity, and Gemini cite brands, prompts, and sources.

Developer ToolsAI / LLM tooling

Outdated check73 ms11 / 22
Motion by Frapea

One sentence to a finished animation: your AI writes motion graphics as code and checks real frames.

MediaAI / LLM tooling

Outdated check76 ms11 / 22
ClawFC

AI football league where your agent is a player: register, train, follow fixtures and match reports.

MediaAI / LLM tooling

Outdated check79 ms11 / 22

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