MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 48 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
50451
YMuskrat
arcticdb-mcp Claim
An MCP server for structured read/write access to ArcticDB, enabling AI assista…
N/A N/A
50452
Christopher-AS
riv-mcp Claim
Riv MCP server — a thin shell over the Riv authorization API (authorize, get_ac…
N/A N/A
50453
sandeep-alluru
Foghorn Claim
Architectural decision tracker with staleness detection — records decisions and…
N/A N/A
50454
Shanqianlvshui
Vivado MCP Claim
A Model Context Protocol server that lets AI clients operate AMD Vivado through…
N/A N/A
50455
ethan-m25
Enables querying real disclosed salary data across 20 regions, with tools to se…
50456
CSOAI-ORG
The WAF for agents. Pattern-based + heuristic firewall scans prompts, RAG docum…
50457
askads
VK Ads MCP Claim
MCP server for VK Ads API: manage ad plans, ad groups, banners, and statistics.
50458
jwcraig
MCP server for Google's Gemini CLI with OAuth, enabling use of Gemini through C…
N/A N/A
50459
egn88
Refactor MCP Claim
A Model Context Protocol (MCP) server for automated refactoring of Java and Typ…
N/A N/A
50460
JoaoCarabetta
This MCP server provides AI-optimized access to Brazil's largest open data plat…
50461
PasanIS
Enables interaction with a restaurant FastAPI backend for menu management, orde…
50462
TCATools
Enables starting code analysis and obtaining code analysis reports via the MCP …
81
50463
junter1989k-ai
Malaysia LHDN MyInvois: AI agents submit, query and cancel e-invoices, stateles…
50464
fsans
Provides AI agents with direct access to FileMaker databases through the FileMa…
50465
cyanheads
Query FEMA disaster declarations, public assistance grants, housing aid, and NF…
50466
Jefftree
k8s-dev-mcp Claim
Provides AI assistants with tools to access Kubernetes enhancement proposals (K…
N/A N/A
50467
pawbhard
Enables MCP servers and clients to communicate over gRPC using FastMCP, support…
81
50468
ritheshr21
Tracks commitments (promises made in conversations) and provides tools to add, …
N/A N/A 95
50469 81
50470
danishashko
Geocoding Claim
Forward and reverse geocoding, place search, and distance via OpenStreetMap Nom…
N/A N/A
50471
cordlesssteve
Enables comprehensive search and analysis of Claude Code conversation history u…
81
50472
SohriCarryU
A privacy-first MCP server that converts messy multi-turn conversations into st…
N/A N/A
50473
thoraxe
Integrates OpenShift LightSpeed with Claude Code to provide AI-powered OpenShif…
50474
Kirchlive
Normalized GitHub-CLI bridge for Claude Code — 89 ops, 6 families incl. federat…
N/A N/A
50475
samdoran
Enables running commands over SSH on remote Linux hosts, with logging and stand…
N/A N/A
50476
bsmi021
Fetches metadata and README documentation for NPM packages, with local caching …
50477
Baneado98
Scans bank statements for zombie subscriptions and drafts cancellation, renegot…
50478
Gamecrazy
A TypeScript MCP server that lets ChatGPT and other MCP clients read and safely…
50479
tch1001
jarbobo Claim
Enables LLMs to draw interactive diagrams (architecture, sequence, class) insid…
N/A N/A
50480
soundwaverohit
An MCP server for autonomous quantum computing research that searches arXiv, in…
N/A N/A
50481
Humotica
MCP server for AI-to-AI messaging on the AInternet with TIBET provenance. Enabl…
50482
hezeclark
devkits Claim
12 local developer tools: JSON, Base64, JWT, regex, hash, UUID, Markdown, diff,…
N/A N/A 95
50483
rkratky
An MCP server that provides AI clients with access to developer documentation v…
50484
McCullonas
MCP server for querying Dutch railway data via the NS API, with planned tools f…
N/A N/A
50485
socialityio
Social media analytics, post insights, and competitor benchmarking for AI agent…
50486
sakthivelchan89
Open-source AI governance toolkit. MCP servers & CLIs for scanning, auditing, a…
N/A N/A 95
50487
mymedi-ai
# MedCode Oracle — Healthcare API for AI agents License-free medical coding, p…
81
50488
online111111
Enables access to 11 free public APIs including weather, country info, NASA dat…
50489
varunjain-byte
Enables efficient interaction with Codebeamer V3 APIs by consolidating 30+ indi…
81
50490
patrickoleary
vtkapi-mcp Claim
An MCP server that validates VTK Python code by checking class and method exist…
N/A N/A
50491
Kalmantic
MCP server for achieving peak inference performance by detecting drift between …
N/A N/A
50492
ProAgentStore
MCP-first control plane for ProAgentStore agents and private instances.
50493
mokhalifa83
Phantom MCP Claim
Enables authorized compliance verification and security auditing through natura…
N/A N/A
50494
RaphaEnterprises-AI
All-in-one automation platform for AI agents, providing browser automation, API…
50495
lincalinca
Read-only MCP server that connects AI clients to Crescender's school asset, loa…
50496
AIops-tools
OT AIops Claim
Governed OT tap (57 tools): OPC-UA/Modbus/S7/MC/MTConnect/MQTT/EtherNet-IP/Ethe…
N/A N/A
50497
SalesforceDiariesBySanket
Enables interaction with Salesforce data and services via custom MCP tools, inc…
50498
richardreeze
Read-only MCP server for verified book recommendations and reading lists.
50499
souldriver007
Provides Claude Desktop with persistent, structured memory and semantic search …
N/A N/A
50500
Sintexer
Gradle-accurate JVM classpath; fetch Java source, signatures, and class structu…
N/A N/A
Showing 50451–50500 of 66502 servers