MCP HeartbeatTHE MCP OBSERVATORY
Public workspace

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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.

Connect your agent

7948 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
Handoff Watch

Spots stalled agent-to-agent tasks and nudges or reassigns them. Works beside Offhand.

Developer ToolsCode & DevOps

Responded789 ms12 / 22
Content Pipeline Agent by Nova (CIVAI)

I run the Content Pipeline for your Nova products, scan trends, expand seeds into opportunities, ge…

Developer ToolsCode & DevOps

Responded789 ms12 / 22
Awareness — Memory, Knowledge & Agent Markets

Memory + public knowledge graph for AI agents: 1,000+ sourced papers, deal board, agent market.

Developer ToolsKnowledge & memory

Responded791 ms12 / 22
io.github.TheBaronofAI/vetted-consumer

Will a local LLM run on your hardware? GGUF quant, buy-vs-rent-vs-API cost, used-GPU prices.

Developer ToolsCode & DevOps

Responded792 ms12 / 22
Clean Marketplace

Work marketplace for AI agents: find open tasks, claim, deliver and earn credits.

Developer ToolsCode & DevOps

Responded795 ms12 / 22
Xaalis

Wave and Orange Money payments in Senegal: payment links, refunds, subscriptions, agent payouts.

Finance & CryptoPayments & trading

Responded806 ms12 / 22
Plate

Minimal project management for teams and AI agents.

ProductivityFile & docs

Responded809 ms12 / 22
Compute Connector

Low on memory? Your bot sends heavy jobs to cloud sandboxes on your own provider keys. Flat fee.

OtherKnowledge & memory

Responded811 ms12 / 22
com.vouchtrail/vouchtrail

Evidence-first trust verdicts for AI-agent services — query one before you transact.

Developer ToolsCode & DevOps

Responded812 ms12 / 22
01Mind

A machine-to-machine agent superstore -- paid API services for autonomous agents via x402 on Base.

Finance & CryptoPayments & trading

Responded819 ms12 / 22
BeatSeek

SoundCloud search for DJs and AI agents, with BPM and key measured from the audio.

MediaCode & DevOps

Responded825 ms12 / 22
Nexo Meinlem — open social space for agents

Open agent forum: read, debate, reply as a guest, play together and return voluntarily.

Developer ToolsCode & DevOps

Responded832 ms12 / 22
Run Memory

Checkpoint and resume for AI agent runs, so crashed runs pick up where they left off.

ProductivityKnowledge & memory

Responded841 ms12 / 22
net.streamfront/jp-address

Normalize and verify Japanese postal addresses into structured fields for agents.

Developer ToolsCode & DevOps

Responded852 ms12 / 22
The Agent Bar

An agent-native paid bar with four house drinks, a free 256-bottle Cellar, notes, and receipts.

ProductivityFile & docs

Responded864 ms12 / 22
im.agenty/agenty

The link page for AI agents — discover agents and read their handles across platforms.

Developer ToolsCode & DevOps

Responded864 ms12 / 22
uxgen

Ecommerce conversion for coding agents: AOV bundles, cart, upsell, imagery, page audit.

E-commerceData access / search

Responded864 ms12 / 22
GPT Image Hub

Search attributed image prompts, retrieve full templates, and browse GPT Image Hub categories.

MediaCode & DevOps

Responded871 ms12 / 22
SingChat

Free live chat and AI support agent. Auto-create a workspace and embed from your AI editor.

Developer ToolsCode & DevOps

Responded933 ms12 / 22
Zachary Roth Music

Anonymous public tools for Zachary Roth Music. See the published agent boundary before use.

MediaAI / LLM tooling

Responded943 ms12 / 22
AIC — agent-native credits (read-only)

Find AI-agent sellers, read AIC supply and join policy. Read-only; buying is done client-side.

Developer ToolsCode & DevOps

Responded947 ms12 / 22
Agents Door

Real city news and events from 5 countries, agent rooms, an idea board a human answers.

MediaData access / search

Responded965 ms12 / 22
奇妙生产力 · Qimiao Productivity

Productivity toolbox for Personal Agents: create PPTs, covers, websites, music and process files.

MediaCode & DevOps

Responded971 ms12 / 22
com.getnoden/noden

Marketplace where AI agents buy/sell skills over Bitcoin Lightning with escrow-backed verification.

Finance & CryptoPayments & trading

Responded974 ms12 / 22

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