MCP Server Quality Scores

Independent quality analysis of 69313 public MCP servers

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69313
Discovered
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33947
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2112
Verified
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16953
Complete
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Last updated 42 minutes ago

Grade Distribution

Score Distribution

Newly Added

Narva F DomainCat F Cretia F Bewary scam check F Vibe Patent F

Biggest Gainers

Airport Pickups London +31 HTML to Image +24 robomart +22

Biggest Drops

Second Opinion -48 worldhums -48 Black Label Continuum Website MCP -48
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44351
microsoft
test_mcp ✓ Claim
— ○ ⏳ — N/A N/A — 95 —
44352
ZebpayRajesh
MCP server for ZebPay crypto exchange — fetch prices, balances, and manage orde…
 — ○ ⏳ — N/A N/A — 75 —
44353
mdvaleed7
Connects AI assistants to CSI ETABS for structural engineering tasks, enabling …
 — ○ ⏳ — N/A N/A — — —
44354
swaltersjrtest
microtap-mcp Claim
Pay-per-call x402 APIs: Polymarket and Kalshi prediction markets, DeFi and cryp…
 — ○ ⏳ — — — — — —
44355
alekm
Builds importable RUCKUS One Data Studio dashboards from a declarative spec, en…
 — ○ ⏳ — N/A N/A — — —
44356
flammafex
openzim-mcp Claim
MCP server for reading and searching ZIM archives, optimized for single-user de…
 — ○ ⏳ — N/A N/A — — —
44357
andrewkriley
imessage-mcp Claim
An MCP server that exposes Apple iMessage as tools for AI assistants, enabling …
 — ○ ⏳ — N/A N/A — — —
44358
sarteta
Enables AI agents to query AWS CloudWatch metrics, alarms, and logs read-only v…
 — ○ ⏳ — — — — — —
44359
puran-water
Generate Control System Architecture (CSA) diagrams using PlantUML via the Mode…
 — ○ ⏳ — N/A N/A — — —
44360
fastmcp-me
Enables building, running unit tests, and instrumented tests for Android projec…
 — ○ ⏳ — N/A N/A — — —
44361
john-walks-slow
Free web search for your AI using public SearXNG instances, with parallel multi…
 — ○ ⏳ — N/A N/A — — —
44362
just-done
Just Domain. Claim
Check a domain name, both prices and whether it can transfer in. You register i…
 — ○ ⏳ — — — — — —
44363
DebuggingMax
A Model Context Protocol (MCP) server that enables AI assistants like Claude to…
 — ○ ⏳ — — — — — —
44364
outscraper
Connects AI agents to Outscraper for business discovery, Google Maps intelligen…
 — ○ ⏳ — — — — — —
44365
CSOAI-ORG
expense-tracker-ai-mcp MCP server by MEOK AI Labs
 — ○ ⏳ — N/A N/A — — —
44366
toller892
Provides 23 production-tested tools for mobile app intelligence, including app …
 — ○ ⏳ — — — — — —
44367
code-alchemist01
Enables AI assistants to interact with and manage multiple database types (Post…
 — ○ ⏳ — N/A N/A — — —
44368
arcAman07
Samantha Claim
MCP server that dynamically extracts and manages user memory from LLM conversat…
 — ○ ⏳ — — — — — —
44369
devladpopov
An MCP server that enables AI assistants to manage, monitor, and diagnose Windo…
 — ○ ⏳ — N/A N/A — — —
44370
kemalbgskr
Provides product lifecycle, release cycle, and End of Life (EOL) date informati…
 — ○ ⏳ — — — — — —
44371
Masoud-Masoori
Switchboard Claim
Switchboard is a local-first, governed MCP endpoint that aggregates multiple MC…
 — ○ ⏳ — N/A N/A — — —
44372
Moowningstar
Enables AI agents to interact with a persistent knowledge graph backend using M…
 — ○ ⏳ — N/A N/A — — —
44373
maximiranda
Enables interaction with the Slingr platform, including application structure (…
 — ○ ⏳ — N/A N/A — — —
44374
org-mobicycle
MCP server for posting and managing LinkedIn content, supporting personal and c…
 — ○ ⏳ — — — — — —
44375
ChrisGVE
Gives LLM agents access to local and remote data via databases, files, graphs, …
 — ○ ⏳ — N/A N/A — — —
44376
crunchtools
A secure MCP server for interacting with GitHub issues, pull requests, reposito…
 — ○ ⏳ — — — — — —
44377
NIHAR-SARKAR
Cyber Host Artificial Intelligence (C.H.A.I) An autonomous penetration testing…
 — ○ ⏳ — N/A N/A — — —
44378
TastyHeadphones
Fetches structured Jira issue context from a URL, enabling coding agents to qui…
 — ○ ⏳ — — — — — —
44379
CahidArda
Exposes any OpenAPI spec endpoints as AI agent tools via stdio, requiring no co…
 — ○ ⏳ — N/A N/A — — —
44380
LXVault
mcp-rag Claim
Enables per-project, traceable access to a RAG knowledge base, with tools for s…
 — ○ ⏳ — N/A N/A — — —
44381
franco-lamas
Enables AI agents to manage OpenProject projects, work packages, activities, an…
 — ○ ⏳ — N/A N/A — — —
44382
NNTin
Provides Discord user presence information through the Lanyard API, enabling AI…
 — ○ ⏳ — — — — — —
44383
icloudza
ARM64 trace evidence analysis & cipher algorithm recovery — Claude Desktop plug…
 — ○ ⏳ — N/A N/A — — —
44384
chwoerz
reporelay Claim
Self-hosted MCP server for indexing and searching code repositories via hybrid …
 — ○ ⏳ — — — — — —
44385
raviraval79
An MCP server that wraps the Open-Meteo API to provide current weather, forecas…
 — ○ ⏳ — — — — — —
44386
Mhdd-24
Enables logging offline time and managing Worksnaps projects/tasks from Cursor …
 — ○ ⏳ — — — — — —
44387
jpoindexter
winnow Claim
Enables local-first context compression for AI agents, offering tools to compre…
 — ○ ⏳ — N/A N/A — — —
44388
vsl8
Enables AI assistants to manage Ansible infrastructure, including inventories, …
 — ○ ⏳ — N/A N/A — — —
44389
reactome
reactome-mcp Claim
Enables AI assistants to search, browse, analyze, and export biological pathway…
 — ○ ⏳ — — — — — —
44390
blake365
Read-only MCP server for options research with server-side filtering to reduce …
 — ○ ⏳ — — — — — —
44391
Takamasa045
Provides Matsumoto city community bus information via GTFS data, enabling stop …
 — ○ ⏳ — — — — — —
44392
ismael9291
Enables interaction with the *arr media management suite (Sonarr, Radarr, Lidar…
 — ○ ⏳ — — — — — —
44393
Aadi775
MahoRAGa Claim
Persistent, graph-powered memory for AI agents that provides long-term semantic…
 — ○ ⏳ — N/A N/A — — —
44394
andrewyun0403
Enables AI models to search Jira issues using JQL and retrieve issue details th…
 — ○ ⏳ — — — — — —
44395
fastmcp-me
Enables querying clinical trial data from the AACT database (ClinicalTrials.gov…
 — ○ ⏳ — — — — — —
44396
chrisdecali
golf-reports Claim
Pulls golf data from Arccos, GHIN, and 18Birdies, and generates interactive HTM…
 — ○ ⏳ — N/A N/A — — —
44397
pipeworx-io
Lists, reads, and fetches curated business and industry RSS feeds, with filteri…
 — ○ ⏳ — — — — — —
44398
delocalizer
A Model Context Protocol (MCP) server for interacting with Gen3 data commons, w…
 — ○ ⏳ — — — — — —
44399
chiraggahujaa
trails-mcp Claim
Enables searching outdoor trails by name or place, retrieving route details, el…
 — ○ ⏳ — N/A N/A — — —
44400
paulf280-ui
Cabal-Hunter Claim
On-chain Solana token safety for trading agents — traces coordinated wallet fun…
 — ○ ⏳ — — — — — —
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