latest servers
141Official registry entries marked latest in the fetched window.
public registry snapshot
A launch-readiness snapshot across current MCP Registry metadata and linked GitHub repos. This is aggregate analysis only: it shows where server launches tend to lose trust before a user ever connects a client.
topline
latest servers
141Official registry entries marked latest in the fetched window.
github repos
84 (60%)Listings with a GitHub repository URL attached.
website visible
97 (69%)Website URL visible in registry metadata, GitHub homepage, or README.
recent movement
79 (56%)Latest metadata updated within the last 45 days.
package path
33 (23%)Listings with package install metadata.
remote path
115 (82%)Listings with hosted remote server metadata.
surface gaps
server samples
score 40/100 · remote
MCP server for progressive tool usage at any scale (see https://klavis.ai)
score 40/100 · remote
Packmind captures, scales, and enforces your organization's technical decisions.
score 49/100 · remote
Extract text from documents, manipulate PDFs, and perform OCR on images.
score 50/100 · remote
Search and discover Agent Skills from the skills.sh registry. Powered by HAPI MCP server.
score 50/100 · remote
Bring Kubit into your AI workflow — query your warehouse with natural language
score 52/100 · remote
Image processing for AI agents. Resize, convert, compress, and pipeline images.
score 53/100 · remote
Remote MCP server for Tandem docs, install guides, SDKs, workflows, and agent setup help.
score 54/100 · remote
AI-native art catalogue. Catalogue works, parse provenance, and generate signed RAIs.
score 55/100 · remote
Access live company and contact data from Explorium's AgentSource B2B platform.
score 55/100 · remote
Google Ads MCP server — manage campaigns, keywords, and metrics.
score 55/100 · remote
Research intelligence for AI coding agents. 2M+ CS papers with evidence and tradeoffs.
score 56/100 · package
Ephemeral data sandbox for AI workflows with guardrails and security
score 57/100 · remote
AI-powered trading strategy development: backtesting, market data, and portfolio analysis
score 57/100 · package
Personal context management for AI assistants
score 57/100 · package
Personal context management for AI assistants
score 57/100 · package
Personal context management for AI assistants
score 57/100 · package
Family calendar, tasks, meals, lists & rewards hub for AI assistants.
score 59/100 · remote
Generate game assets with AI: sprites, 3D models, animations, sound effects, music, and voices.
interpretation
01
When there is no local package path, the public docs need to make auth, transport, permissions, data access, and support boundaries easy to inspect.
02
A strong README still loses value if the registry title, website, package path, and description do not surface the same clarity.
03
The strongest submissions create a proof trail: package, registry metadata, smoke test, safety notes, score page, and curated PR context.
04
Clear install paths reduce support load, make buyers more comfortable, and give directory maintainers fewer reasons to skip a listing.
sources and method
registry
Fetched 300 registry entries from the public API and kept entries whose official metadata marked them latest.
registry endpointdocs
The public registry flow uses server metadata for discovery. This pulse treats metadata clarity as part of launch readiness.
registry quickstartgithub
When a listing exposed a GitHub repo, the script read public repo metadata and README text. Private code and private docs were not inspected.
aggregate JSONshipcheck
Shipcheck turns the same launch-readiness ideas into a local scanner, GitHub Action, MCP server, and paid review workflow.
open Shipcheckuse the pulse
Paste your metadata and public repo, then use the checklist or a fixed review to close the gaps.