MCP Server Quality Scores

Independent quality analysis of 62662 public MCP servers

62662
Discovered
30118
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 51 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
33851
fraudlabspro
Fraud Prevention MCP server using FraudLabs Pro API.
N/A N/A
33852
OjasKord
AI triage for quantum computing POC proposals. Screens before budget is allocat…
33853
hi-k3uy
brag-fast Claim
81
33854
caixax
Enables AI agents to control Cisco Packet Tracer in real time, allowing natural…
N/A N/A
33855
duvoai
Duvo MCP Claim
Governed retail, FMCG, and CPG operational tools: runs, cases, approvals, audit…
33856
KhushalB25
Local-first encrypted key-value vault for securely storing and retrieving secre…
N/A N/A
33857
spacegpu
FastMCP server for Kalshi's Trade API, enabling interaction with prediction mar…
33858
elara-labs
Index your codebase. AI searches instead of re-reading files. 94% token savings.
N/A N/A
33859
rajuatmakuri5
Enables natural language interaction with VMware SDDC Manager and vCenter APIs …
33860
mchdeore
An MCP server that provides deterministic math computation (numeric, symbolic, …
N/A N/A
33861
osirishorus
OpenCoffer Claim
Enables querying personal finance data including accounts, transactions, spendi…
33862
SamSon1402
Normalizes heterogeneous trade data (FIX, JSON, CSV) into a unified schema and …
33863
keecherr
Enables AI (e.g., Claude) to control SolidWorks via natural language, automatin…
N/A N/A
33864
solnera
MCP Gateway Claim
A Home Assistant custom integration that provides standalone MCP server endpoin…
N/A N/A
33865
vredrick
Enables intelligent access to React Native Godot documentation, examples, API r…
81
33866
gm4prezi
oig-leie-mcp Claim
Screens individuals and entities against the OIG LEIE exclusion list, returning…
N/A N/A
33867
carsor007
MCPCloud Claim
A self-hosted MCP gateway that lets you write Python functions and register the…
33868
srwoodsaz
Enables AI assistants to query Oura Ring health data (sleep, readiness, activit…
33869
kavierim
A networked long-term memory server that enables AI agents to maintain persiste…
33870
topness-msft
Enables AI assistants to find, book, and cancel salon appointments via SalonRun…
33871
Hady-Achkar
Provides live cryptocurrency market data including current prices, 24h stats, a…
33872
Bayway
janusmcp Claim
Local, open-source multi-account MCP broker — one endpoint, every account. Add …
N/A N/A
33873
nikitatsym
MCP server for Authentik identity provider enabling management of users, groups…
33874
saifeezibrahim
A Docker-based MCP server that enables Claude to run Kubernetes CLI tools (kube…
N/A N/A
33875
FilipePessoa30
mcp-ibge Claim
Exposes official IBGE data as MCP tools, including Brazilian localities, SIDRA …
33876
geleynse
Gantry Claim
An MCP proxy and dashboard for Space Molt AI fleets that provides compound tool…
33877
NoahMcGraw
wave-mcp Claim
Provides 54 tools across 10 categories for Wave Accounting, enabling invoicing,…
33878
LeonardoRO
galaxus-mcp Claim
Enables AI assistants to search products and retrieve detailed information from…
33879
talalakkari
agentic-cal Claim
Unified email and calendar management with AI agent, supporting email operation…
33880
0xShaito
A tiny MCP server that lets Claude send Discord direct messages through a bot w…
N/A N/A
33881
CerberusTrainer
Enables natural language management of Okta organizations, allowing users to pe…
33882
eduard256
Exposes OpenAI's gpt-image-2 and gpt-image-1.5 to Claude Code as a single tool …
N/A N/A
33883
fetchsandbox
mcp Claim
Stateful OpenAPI sandbox for AI agents to validate API integrations end-to-end.
N/A N/A
33884
tuanknguyen
Guides agents through structured workflows with predefined steps, allowing for …
N/A N/A
33885
cyanheads
Query U.S. Census Bureau data, variables, and geography via MCP.
N/A N/A
33886
gpitrella
Enables AI agents and MCP clients to securely store, retrieve, and manage encry…
N/A N/A
33887
mcneel
RhinoMCP Claim
A Rhino MCP Server for AI Agents to create and edit Rhino.
N/A N/A
33888
GoPlausible
travala-mcp Claim
Remote MCP server for searching, booking, paying, and canceling hotel stays via…
33889
kovvurisupraj
A production-ready MCP server that connects Claude AI to Gmail, enabling full e…
N/A N/A
33890
SunFlash12
AI memory buyer routing with Forge docs, pricing, paid recommendations, and MCP…
33891
IMRX44
ce-mcp Claim
Enables AI agents to programmatically control Cheat Engine for memory scanning,…
N/A N/A
33892
dicoy
mcp-devenv Claim
An MCP server that gives your AI assistant full awareness of your local dev env…
N/A N/A
33893
shaurya-afk
unbiased Claim
Reads your GitHub profile and provides developer context (stack, projects, expe…
33894
mcp-research
mysql-mcp Claim
Enables AI agents to query and manage MySQL databases through a structured MCP …
33895
Joncallim
Builds searchable SQLite databases from PDFs, preserving inline image locations…
N/A N/A
33896
rimysore
Connects Claude to GitHub activity to generate standup summaries of commits, PR…
33897
terrysun1216
ahshare-mcp Claim
Provides real-time and historical Chinese A-share market data, including stock …
33898
a2cr
A2CR Claim
Save AI-agent handoff checkpoints, WorkStash notes, and WorkThreads in a local …
N/A N/A
33899
Northy9
AI tools for MyPost A4 labels, 4x6 thermal printers and LabelChop resources.
33900
rajuatmakuri5
Enables interaction with VMware SDDC Manager through natural language, exposing…
Showing 33851–33900 of 62662 servers
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