MCP Server Quality Scores

Independent quality analysis of 69199 public MCP servers

69199
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
50101
sjgant80-hub
MCP server for foldkit, exposing the 7-prime spine, 7 κ-bands, and 6 fold opera…
— ○ ⏳ — N/A N/A — — —
50102
md-log
md-log-mcp Claim 1
md-log MCP: save/update/fetch markdown by path (stdio + remote HTTP, PAT auth).
— ○ ⏳ — N/A N/A — 81 —
50103
fastmcp-me
Enables building, running unit tests, and instrumented tests for Android projec…
— ○ ⏳ — N/A N/A — — —
50104
puran-water
Generate Control System Architecture (CSA) diagrams using PlantUML via the Mode…
— ○ ⏳ — N/A N/A — — —
50105
swaltersjrtest
microtap-mcp Claim
Pay-per-call x402 APIs: Polymarket and Kalshi prediction markets, DeFi and cryp…
— ○ ⏳ — — — — — —
50106
mdvaleed7
Connects AI assistants to CSI ETABS for structural engineering tasks, enabling …
— ○ ⏳ — N/A N/A — — —
50107
sarteta
Enables AI agents to query AWS CloudWatch metrics, alarms, and logs read-only v…
— ○ ⏳ — — — — — —
50108
liubinmaster
ctx-gen-mcp Claim
Generates progressive-disclosure code context documentation (L0/L1/L2/L3) for l…
— ○ ⏳ — N/A N/A — — —
50109
10CG
Generic MCP server exposing Nexusm core capabilities (memory, conversation, kno…
— ○ ⏳ — — — — — —
50110
john-walks-slow
Free web search for your AI using public SearXNG instances, with parallel multi…
— ○ ⏳ — N/A N/A — — —
50111
tuannvm
Enables Claude to analyze codebases, search the web, process images, and brains…
— ○ ⏳ — N/A N/A — — —
50112
paoloamato2
A complete MCP server for Fortinet FortiOS 7.6.x that exposes the entire REST A…
— ○ ⏳ — — — — — —
50113
DebuggingMax
A Model Context Protocol (MCP) server that enables AI assistants like Claude to…
— ○ ⏳ — — — — — —
50114
outscraper
Connects AI agents to Outscraper for business discovery, Google Maps intelligen…
— ○ ⏳ — — — — — —
50115
CahidArda
Exposes any OpenAPI spec endpoints as AI agent tools via stdio, requiring no co…
— ○ ⏳ — N/A N/A — — —
50116
Moowningstar
Enables AI agents to interact with a persistent knowledge graph backend using M…
— ○ ⏳ — N/A N/A — — —
50117
crunchtools
A secure MCP server for interacting with GitHub issues, pull requests, reposito…
— ○ ⏳ — — — — — —
50118
NIHAR-SARKAR
Cyber Host Artificial Intelligence (C.H.A.I) An autonomous penetration testing…
— ○ ⏳ — N/A N/A — — —
50119
ChrisGVE
Gives LLM agents access to local and remote data via databases, files, graphs, …
— ○ ⏳ — N/A N/A — — —
50120
arcAman07
Samantha Claim
MCP server that dynamically extracts and manages user memory from LLM conversat…
— ○ ⏳ — — — — — —
50121
Masoud-Masoori
Switchboard Claim
Switchboard is a local-first, governed MCP endpoint that aggregates multiple MC…
— ○ ⏳ — N/A N/A — — —
50122
maximiranda
Enables interaction with the Slingr platform, including application structure (…
— ○ ⏳ — N/A N/A — — —
50123
TastyHeadphones
Fetches structured Jira issue context from a URL, enabling coding agents to qui…
— ○ ⏳ — — — — — —
50124
kemalbgskr
Provides product lifecycle, release cycle, and End of Life (EOL) date informati…
— ○ ⏳ — — — — — —
50125
Paul-PSDigital
A local MCP server that audits software projects against the UK ICO Age Appropr…
— ○ ⏳ — N/A N/A — — —
50126
org-mobicycle
MCP server for posting and managing LinkedIn content, supporting personal and c…
— ○ ⏳ — — — — — —
50127
chwoerz
reporelay Claim
Self-hosted MCP server for indexing and searching code repositories via hybrid …
— ○ ⏳ — — — — — —
50128
reactome
reactome-mcp Claim
Enables AI assistants to search, browse, analyze, and export biological pathway…
— ○ ⏳ — — — — — —
50129
franco-lamas
Enables AI agents to manage OpenProject projects, work packages, activities, an…
— ○ ⏳ — N/A N/A — — —
50130
vsl8
Enables AI assistants to manage Ansible infrastructure, including inventories, …
— ○ ⏳ — N/A N/A — — —
50131
LXVault
mcp-rag Claim
Enables per-project, traceable access to a RAG knowledge base, with tools for s…
— ○ ⏳ — N/A N/A — — —
50132
Aadi775
MahoRAGa Claim
Persistent, graph-powered memory for AI agents that provides long-term semantic…
— ○ ⏳ — N/A N/A — — —
50133
blake365
Read-only MCP server for options research with server-side filtering to reduce …
— ○ ⏳ — — — — — —
50134
Takamasa045
Provides Matsumoto city community bus information via GTFS data, enabling stop …
— ○ ⏳ — — — — — —
50135
Mhdd-24
Enables logging offline time and managing Worksnaps projects/tasks from Cursor …
— ○ ⏳ — — — — — —
50136
raviraval79
An MCP server that wraps the Open-Meteo API to provide current weather, forecas…
— ○ ⏳ — — — — — —
50137
jpoindexter
winnow Claim
Enables local-first context compression for AI agents, offering tools to compre…
— ○ ⏳ — N/A N/A — — —
50138
icloudza
ARM64 trace evidence analysis & cipher algorithm recovery — Claude Desktop plug…
— ○ ⏳ — N/A N/A — — —
50139
mcp Claim 2
Wontopos (WOS) long-term memory (beta) - one memory across Claude Code, Cursor,…
— ○ — N/A N/A — 69 —
50140
delocalizer
A Model Context Protocol (MCP) server for interacting with Gen3 data commons, w…
— ○ ⏳ — — — — — —
50141
chiraggahujaa
trails-mcp Claim
Enables searching outdoor trails by name or place, retrieving route details, el…
— ○ ⏳ — N/A N/A — — —
50142
pipeworx-io
Lists, reads, and fetches curated business and industry RSS feeds, with filteri…
— ○ ⏳ — — — — — —
50143
paulf280-ui
Cabal-Hunter Claim
On-chain Solana token safety for trading agents — traces coordinated wallet fun…
— ○ ⏳ — — — — — —
50144
andrewyun0403
Enables AI models to search Jira issues using JQL and retrieve issue details th…
— ○ ⏳ — — — — — —
50145
fastmcp-me
Enables querying clinical trial data from the AACT database (ClinicalTrials.gov…
— ○ ⏳ — — — — — —
50146
chrisdecali
golf-reports Claim
Pulls golf data from Arccos, GHIN, and 18Birdies, and generates interactive HTM…
— ○ ⏳ — N/A N/A — — —
50147
vuongdat67
Automates 85-95% of the Secure Software Development Lifecycle (SSDLC) planning …
— ○ ⏳ — N/A N/A — — —
50148
lzvxck
Connects Trello with AI assistants to manage boards, lists, cards, and comments…
— ○ ⏳ — — — — — —
50149
madsd
Enables users to search and fetch PubMed biomedical literature articles through…
— ○ ⏳ — — — — — —
50150
goranocokoljic
Indexes codebases and lets AI agents retrieve precise code snippets (functions,…
— ○ ⏳ — — — — 81 —
Showing 50101–50150 of 69199 servers