MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29776
Scored
2112
Verified
16952
Complete

Last updated 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52301
AutomateIP
fwrule-mcp Claim
An MCP server that analyzes firewall rule overlap, duplication, shadowing, and …
N/A N/A
52302
wspotter
Enables semantic search across multiple knowledge datasets using FAISS vector e…
N/A N/A 95
52303 N/A N/A 95
52304
SpaceyKasey
TcpSocketMCP Claim
Enables AI models to interact directly with network services via raw TCP socket…
52305
0xAxiom
x402-paid Base agent tools (USDC). 5 deterministic tools. No API keys. No NFT p…
52306
annibale-x
webshift Claim
Rust MCP server for denoised web search — fetch, clean, and rerank web content …
N/A N/A 95
52307
waeckerlinfederowicz66-sketch
A Model Context Protocol server for FlowSpeech text-to-speech. It lets MCP-comp…
52308
eventtrader
AI prediction market trading — real-time data, CLOB exchange, 30+ tools
N/A N/A
52309
DanielHou315
Overleaf MCP Claim
A real-time MCP server that enables AI coding agents to read, write, and compil…
52310
applehell
MCP server providing persistent, searchable memory management for AI workflows,…
52311
ssmancha
Jeikin Claim
Accessibility compliance for AI coding tools. WCAG 2.2 reviews with shared evid…
52312
elliottlawson
mcp-sentry Claim
Enables AI assistants to retrieve and analyze Sentry issues, including error re…
52313 N/A N/A 95
52314
universal-mcp
Provides a standardized interface for interacting with Tavily's tools and servi…
52315
twilson63
MCP server for programmatic video generation. Send a prompt, get an MP4.
52316
postgres-mcp Claim 1
PostgreSQL MCP server - query, schema introspection, explain, and health checks…
N/A N/A 81
52317
signaltech-org
Discover and call every paid API on the bolthub marketplace with automatic L402…
N/A N/A
52318
iamsamuelfraga
A Model Context Protocol server that gives Claude (or any MCP-compatible LLM) d…
52319
ankit-roy-0602
Enables AI assistants to create, manage, and interact with Postman collections,…
52320
JosiahSiegel
An MCP server that lets host-side Claude Cowork dispatch work into Claude Code …
N/A N/A
52321
CSOAI-ORG
clinical-trials-ai-mcp MCP server by MEOK AI Labs
N/A N/A
52322
behrensd
mcpwall Claim
iptables for MCP — blocks dangerous tool calls, scans for secrets, logs everyth…
N/A N/A 95
52323
abelce
CodePic Claim
AI agent draws editable hand-drawn diagrams (flowchart, ER, architecture) via M…
52324
Wrennnn2
Helps PhD applicants find matching professors by research interests, outputting…
N/A N/A
52325
RepoMapper Claim 1
An MCP server (and command-line tool) to provide a dynamic map of chat-related …
N/A N/A 95
52326 N/A N/A 95
52327
prmichaelsen
scry Claim
Marker-indexed SQL cache MCP server that indexes in-file @scry.\* markers into …
N/A N/A
52328
pinkpixel-dev
Enable AI agents to store, search, and delete persistent memories across sessio…
N/A N/A 95
52329
chrischall
MuseScore for Claude — search sheet music and read score metadata via your sign…
N/A N/A
52330
danielrosehill
Enables Claude Code instances to communicate directly via an ephemeral, encrypt…
N/A N/A
52331
pipeworx-io
Genius Claim
Genius MCP — songs, artists, annotations metadata
52332
WJZ-P
Automates video and image-text publishing on Douyin's creator platform using Ch…
N/A N/A
52333 N/A N/A 95
52334
Larshiensch99
priceparse Claim
Extract structured pricing tiers and addons from any SaaS pricing page URL. Bui…
52335
sadeghtkd
Enables Claude Desktop to perform network ping tests and internet connectivity …
52336
axel-belfort
Person enrichment API for AI agents. Enrich any email address into a full profe…
81
52337
InquiryInstitute
imscc-mcp Claim 1
An MCP server that enables the creation of Canvas Common Cartridge (.imscc) pac…
N/A N/A 95
52338
Spacemandomains
Library Claim
Search and discover 25,000+ MCP servers across all major registries. Connect an…
52339
CSOAI-ORG
Validate NHS General Ophthalmic Services (GOS) claims pre-submission. Catches e…
N/A N/A
52340
noezeke
safe-oas2mcp Claim
A safe gateway to convert OpenAPI specs into MCP tools with secure defaults, ri…
N/A N/A
52341
pipeworx-io
Access German federal and state parliament data, including politicians and mand…
52342
groupdocs-conversion
MCP server for GroupDocs.Conversion — convert, inspect, and list supported form…
N/A N/A
52343
baodq06
memocall Claim
Recall past Claude Code conversations from any project as clean, compact Markdo…
N/A N/A
52344
vannet
aNotepad Claim
AI access to your aNotepad online notes: read, search, write, and organize via …
52345
lpxuesir5555
Enables AI assistants to search, compare, and order corporate financial and tax…
52346
ZoroPoskai
MCP server for the GitCode API, enabling AI assistants to interact with GitCode…
52347
CSOAI-ORG
grammar-fix-ai-mcp MCP server by MEOK AI Labs
N/A N/A
52348
9kubczas4
A minimal MCP server that exposes a 'say_hello' tool and serves an Angular UI a…
52349
G12789
ctxshot-mcp Claim
A lightweight MCP server that provides project briefing tools (session_brief, p…
N/A N/A
52350
lennix1337
Lets AI agents read, edit, analyze, and refactor objects inside a GeneXus 18 Kn…
N/A N/A
Showing 52301–52350 of 54421 servers