MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 7 hours, 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
48751
DataGraph Claim 1
Urban data for civic problem-solving: NYC subway, loneliness programs, violence…
N/A N/A 81
48752
jeffbai996
ibkr-mcp Claim
An MCP server that turns Interactive Brokers into a question-answering portfoli…
N/A N/A
48753
sweetrb
Enables AI assistants to query and export from the macOS Apple Photos library u…
N/A N/A
48754
xTr161
Enables developers to generate structured software documentation including user…
N/A N/A
48755
anilsrml
Acts as a secure bridge connecting PostgreSQL databases to AI models, enabling …
N/A N/A
48756
CSOAI-ORG
budget-planner-ai-mcp MCP server by MEOK AI Labs
N/A N/A
48757
Runninghcm
Provides a audio/video creation toolbox via MCP protocol, enabling natural lang…
48758
chje12
설명
N/A N/A 95
48759
bangca85
cardloom-mcp Claim
Provides long-lived, cross-project technical memory for AI agents via markdown …
N/A N/A
48760
commercelayer
Enables AI agents to query commerce metrics data such as orders, carts, and ret…
48761
Ak47dev-biz
An integrated advisory system that transforms Claude into a personal career coa…
N/A N/A
48762
tmdaidevs
Enables full CRUD control of Ontology items in Microsoft Fabric, including enti…
N/A N/A
48763
marcelofiorito
Offers AI-powered tools for Joint Venture Accounting in Oil & Gas, including AF…
48764
alphaassay
Most trading signals are noise. AlphaAssay puts them on trial — deflated Sharpe…
48765
Winding2020
superset-mcp Claim
A Model Context Protocol (MCP) server for managing Apache Superset datasets, me…
48766
spr7a
A complete, all-in-one MCP server for Codeforces, enabling AI assistants to acc…
48767
gabrielbardalesrojas
An MCP server for academic management of the EPIIS program, enabling AI-powered…
48768
chandanCoding
A secure tool-execution plane for agentic AI that enforces JWT authentication, …
48769
ATE-Labs
MCP server for automating VLP lab VM operations, exposing VM management tools t…
48770
Stockfish MCP Claim 1
A Stockfish MCP server to allow an LLM to play chess against Stockfish
N/A N/A 81
48771
floatDreamWithSong
MCP server that automates WebGAL game development tasks such as resource manage…
N/A N/A
48772
rahulsingh-cloud
Enables Cursor AI to query SonarQube for pull request metrics, issues, file iss…
48773
pipeworx-io
Enables querying Yu-Gi-Oh! TCG card data, such as card information, sets, and p…
48774
cskwork
A Model Context Protocol (MCP) server for Google Calendar integration in Claude…
48775
elabbarw
Read-only access to Oracle Fusion Cloud ERP data via natural language queries, …
48776
iflow-mcp
A comprehensive MCP server that provides AI assistants with professional-grade …
N/A N/A
48777
takeaseatventure
cron-mcp Claim
Enables AI agents to parse, validate, explain, and preview cron expressions, su…
48778
patwalls
pulse-mcp Claim
Free MCP server for fetching social media metrics (views, likes, comments) from…
48779
SantipBarber
Enables LLMs to search Odoo modules in OCA repositories using hybrid search (se…
48780
just-done
Just Domain Claim
Search domain availability and pricing, straight from chat, then open a link to…
48781
goldplatinum11-jpg
agentctx Claim
Enables MCP-capable agents to retrieve live, task-scoped context from a curated…
N/A N/A
48782
tzervas
A lightweight MCP server that enables querying a project's corpus (docs, decisi…
N/A N/A
48783
shaig-mahmudov
Enables AI agents to drive Google Flow through a real Chrome profile to generat…
N/A N/A
48784
saketh12e
Cortex Claim
Cortex is a local-first MCP server that provides persistent, shared, semantical…
N/A N/A
48785
stuartphilp
Enables interaction with Incident.io to manage incidents, severities, and healt…
48786
crashedfox
cosmik Claim
Live space data for AI agents - rocket launches, ISS passes, launch news. Free,…
48787
uitkhoanna
An MCP server that audits zero-knowledge circuits (Circom, Noir, Halo2) for sou…
48788
benpalmer1
An MCP server that exposes the full Gorgias helpdesk API to AI assistants, enab…
48789
furkankoykiran
upwork-mcp Claim
Connects AI agents to Upwork's GraphQL API, enabling job discovery, proposal ma…
48790
carlosgutierrezch
Enables querying, exploring, and interacting with Azure SQL databases through M…
N/A N/A
48791
whdrnr2583-cmd
koreanpulse Claim
English-first Korean equity intelligence — real-time DART filings, foreign-hold…
48792
yonghwan86
Enables users to search and analyze Korean public procurement IT bid announceme…
N/A N/A
48793
n0geegee
hermes-gpt Claim
Enables MCP-based interaction with a local Hermes Agent installation, providing…
48794
mleen
fakao-mcp Claim
MCP server for Chinese bar exam (法考) preparation with 2,027 past questions, cha…
48795
kanopi
A Model Context Protocol (MCP) server for the CallRail API v3 that exposes call…
48796
Moowningstar
Enables AI agents to interact with a persistent knowledge graph backend using M…
N/A N/A
48797
zoomeye-ai2
mcp_zoomeye Claim
hacked by pbuff
N/A N/A 95
48798
Taump
obyte-mcp Claim
A local MCP server that enables AI tools to query Obyte blockchain data includi…
N/A N/A
48799
NickFlach
Enables AI agents to execute quantum circuits, generate true quantum random bit…
48800
fellanH
Persistent memory for AI agents enabling saving, searching, and managing knowle…
N/A N/A
Showing 48751–48800 of 66518 servers
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