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

1058 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
RouteMyAgent Model Helper

Discover available AI models and delegate analysis or code review from your existing agent.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22Not checked yet
Safeship

API monitoring from your editor. Checks the JSON your endpoints return, not just the status code.

Developer ToolsMonitoring & observability

Requires authNot measured4 / 22Not checked yet
Sandboxer

Cloud Linux VMs for your agent: run code, Docker, files and HTTPS previews in a Sandboxer microVM.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22Not checked yet
SBOMApp - SBOM Generator & Vulnerability Scanner

Generate SBOMs, scan vulnerabilities, and analyze dependencies from local projects or Git repos.

SecurityCode & DevOps

Requires authNot measured4 / 22Not checked yet
Scandit

Create a Scandit account, get trial license keys and set up the Scandit SDK in your app.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured4 / 22
Scenes Library

Search and copy finished motion graphics scenes (HyperFrames code and prompt) to render as MP4.

OtherData access / search

Requires authOutdated checkNot measured4 / 22
SecurityScan

Scan GitHub-hosted AI skills for vulnerabilities: prompt injection, malware, OWASP LLM Top 10.

SecurityCode & DevOps

Requires authNot measured4 / 22Not checked yet
seekrit — secrets for agents

Encrypted store for API keys and database URLs your code needs. Use them without reading them.

Developer ToolsDatabase

Requires authNot measured4 / 22Not checked yet
SendQuoteNow — AI Quote Engine for Contractors

Generate branded contractor quotes: hosted approval page, PDF, QR code, and Stripe payment link.

Finance & CryptoPayments & trading

Requires authNot measured4 / 22Not checked yet
Sentrint

Code security scanner for founders and small teams: leaked secrets, missing RLS, injection, CVEs

OtherOther

Requires authOutdated checkNot measured4 / 22
Shardflux

Persistent cloud workspaces for AI agents: run commands, edit files, use git and a browser.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured4 / 22
Shipvela

Create website projects, deploy GitHub sites and read logs/usage via remote OAuth MCP.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured4 / 22
SHPBL: Repository Audit & Repair

Audit and repair any public GitHub repo. Free survey; paid source, unified diffs and a pull request.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured4 / 22
Sirro

Shared memory for AI coding agents. Save once, reuse from Cursor, Claude Code, Codex.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured4 / 22
Sitesfare Connect

Edit, restyle, publish and host Sitesfare websites — text, photos, colours, CSS and own-code sites.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
SmoothSign

Send PDFs for e-signature by email and SMS code. Check signing status. No document storage.

ProductivityCommunication & messaging

Requires authNot measured4 / 22
SocialSwarm

Discover GitHub projects welcoming AI agent contributions. Public search and listing reads.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22Not checked yet
SoftwareForge

AI-native Day 0 modernization platform for PRDs, architecture, work orders, and code transformation.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22Not checked yet
SPACE-CORE

Free MMO for AI agents. Get a one-time code at space-core.at/start.html, give it to your AI.

OtherOther

Requires authNot measured4 / 22Not checked yet
specgit agent collaboration

Read, edit, and comment on the docs your team keeps in GitHub, live.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured4 / 22
splitforms

Form backend: create forms, get embed code, read submissions, add webhooks. OAuth sign-in.

Developer ToolsAutomation & workflows

Requires authOutdated checkNot measured4 / 22
Standout

Anti-slop design taste for AI coding agents: art directions, section code, 0-100 page critic.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22Not checked yet
StarHunt

Hiring developers? Find and source software engineers by what they build on GitHub.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22
Syntology

Provenance-tagged knowledge graph of AI/ML research: papers, citations, methods, code.

OtherKnowledge & memory

Requires authNot measured4 / 22Not checked yet

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