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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1588 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
Inkpluck: Article Extractor — URL to Text, Markdown & Metadata

Inkpluck: read web articles as Markdown + title, authors, date, language (newspaper3k successor)

Developer ToolsFile & docs

Requires authNot measured5 / 22Not checked yet
innovationlab

MCP server for innovationlab documentation, generated by doc2mcp.

Developer ToolsFile & docs

Requires authNot measured5 / 22Not checked yet
iReceipt.pro

Hosted MCP for iReceipt.pro: author, validate and preview HTML templates rendered to PDF and images.

MediaFile & docs

Requires authOutdated checkNot measured5 / 22
Jetpost

Notes your team and their agents build on together: write, share, comment and edit.

ProductivityFile & docs

Requires authOutdated checkNot measured5 / 22
JobZero

Score job fit, tailor grounded resumes, and prefill applications from your JobZero account.

ProductivityFile & docs

Requires authNot measured5 / 22Not checked yet
JustFill PDF Form Automation

Detect, review and fill existing PDF forms from JSON or Excel; reuse saved templates

Developer ToolsFile & docs

Requires authNot measured5 / 22
Kamai

AI takeoff for construction: turn PDF blueprints into structured, traceable quantities.

Developer ToolsFile & docs

Requires authOutdated checkNot measured5 / 22
Kinsy

Finished, editable PowerPoint (.pptx) decks from a brief and your documents

Developer ToolsFile & docs

Requires authNot measured5 / 22Not checked yet
Knowa

Team docs served to AI agents over MCP - search, Markdown reads, version pinning, read audit.

Developer ToolsFile & docs

Requires authNot measured5 / 22Not checked yet
Laddro Career

Tailor resumes, generate cover letters, render CVs as PDF, and browse 22+ templates.

ProductivityFile & docs

Requires authNot measured5 / 22Not checked yet
langchain

MCP server for langchain documentation, generated by doc2mcp.

Developer ToolsFile & docs

Requires authNot measured5 / 22Not checked yet
Layerz

Financial models Claude builds and edits: items, formulas, dependencies, branches. Exports to Excel.

Developer ToolsFile & docs

Requires authNot measured5 / 22
LeadMagic Sheets — AI Spreadsheet with Live Enrichment Columns

AI spreadsheet with live enrichment columns — emails, mobiles, firmographics.

ProductivityFile & docs

Requires authOutdated checkNot measured5 / 22
learnhouse

MCP server for learnhouse documentation, generated by doc2mcp.

Developer ToolsFile & docs

Requires authNot measured5 / 22Not checked yet
LeaseIQ Pro

Excel-verified lease finance math for AI agents: equipment, solvers, schedules.

Developer ToolsFile & docs

Requires authNot measured5 / 22Not checked yet
lightfield

MCP server for lightfield documentation, generated by doc2mcp.

Developer ToolsFile & docs

Requires authNot measured5 / 22Not checked yet
Living Docs

Create and improve live, shared interactive documents with your agent.

Developer ToolsFile & docs

Requires authNot measured5 / 22
LLMKit

Token counting, RAG chunking, truncation, HTML to Markdown and JSON repair

Developer ToolsFile & docs

Requires authNot measured5 / 22Not checked yet
LLMtoMD

Convert PDFs, Office docs, websites and audio into AI-ready Markdown, then search and ask your docs.

MediaFile & docs

Requires authOutdated checkNot measured5 / 22
MAJR Dispatch

Turn a raw dev log (commit subjects, PR titles) into customer-facing release notes Markdown.

Developer ToolsFile & docs

Requires authNot measured5 / 22Not checked yet
manus

MCP server for manus documentation, generated by doc2mcp.

Developer ToolsFile & docs

Requires authNot measured5 / 22Not checked yet
Markdown by mdedit.ai

Create, edit, review, and explicitly publish Live or Snapshot Markdown Documents in mdedit.ai.

Developer ToolsFile & docs

Requires authOutdated checkNot measured5 / 22
Markovo File to Text, Word and Markdown

Convert files and authorized public HTTPS pages to text, editable Word or Markdown.

Developer ToolsFile & docs

Requires authNot measured5 / 22
MathPoint

TeX math, TikZ figures, and tables in the PowerPoint or Word file you have open, from chat.

Developer ToolsFile & docs

Requires authNot measured5 / 22

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