MCP Server Quality Scores

Independent quality analysis of 45732 public MCP servers

45732
Discovered
29510
Scored
2112
Verified
16952
Complete

Last updated 2 hours, 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
45501
Pigowenhsiao
Wraps OpenAI Codex CLI as an MCP server, exposing 8 Codex tools (exec, review, …
N/A N/A
45502
Optibot Claim 1
AI code review for your AI assistant — review local changes, branch diffs, and …
N/A N/A 69
45503
fhoffa
Enables Claude to ask questions about your fleet data via the Geotab ACE AI ser…
45504
zeroth-settlement
agdel-mcp Claim 1
MCP server for AGDEL. Agents can create, buy, deliver, reveal, and settle signa…
N/A N/A 75
45505
Frenck12
A secure server that allows Claude Desktop application to access and process Wh…
N/A N/A 95
45506
iuk-ink
Provides Binance futures market data, trading capabilities, and technical indic…
45507
glitch-cc
A unified Open Source Intelligence toolkit that integrates data sources like Ce…
81
45508
Gaoshan0971
digeguigui Claim
Global reptile & exotic pet knowledge base. 633 species, AI identification, gen…
45509
RhizomaticRobin
Provides 8 specialized AI agents (Frontend, Backend, Database, API, DevOps, Tes…
81
45510
susancodes55
A Model Context Protocol server that enables AI assistants to fetch Reddit cont…
N/A N/A 95
45511
nbhansen
Integrates Outline Wiki with AI assistants like Claude Desktop, enabling search…
45512
souky-byte
Integrate seamlessly with the Sloneek API to manage users, absences, and person…
N/A N/A 95
45513
DDDOH
Local MCP server that enables downloading papers from arXiv, OpenReview, INFORM…
N/A N/A
45514
stefanoamorelli
Enables MCP clients like Claude Code to execute Ember CLI commands directly in …
N/A N/A
45515 N/A N/A 95
45516
marco280690
Integrate your applications with real-world data and tools seamlessly. Access f…
N/A N/A 95
45517
agentcures
refua-mcp Claim
MCP server for biological protein design, folding, and affinity prediction usin…
45518
AiAgentKarl
Linux system administration via AI agents — MCP server for managing services, p…
N/A N/A
45519
garniergeorges
Minimal MCP server for inter-session coordination between parallel Claude Code …
45520
idoco2003
vincikit Claim
AI stack configurator with conversational interviews and intelligent recommenda…
N/A N/A 75
45521
balladic
Balladic Claim
Work data synthesizer and project tracking platform seeking to close the gap be…
81
45522
cyanheads
Search the Wayback Machine and IA library (40M+ items), fetch snapshots, item m…
N/A N/A
45523
BASIC-BIT
VRChat MCP Claim
MCP server for VRChat friends, worlds, groups, events, notifications, and VRCX …
N/A N/A
45524
xja1023789-collab
Enables AI models to scrape and extract data from any website globally using Th…
81
45525
FedWiebe
Enables contact searches within the Federated Directory system by name or email…
81
45526
jovezhong
mcp-timeplus Claim 1
MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka…
81
45527
asicojp
MCP server for Alog, an AI × Human blog platform. Enables AI agents to post log…
45528
gsarti
Enables AI assistants like Claude to search and reference your Apple Notes usin…
N/A N/A 95
45529
MCP server for data engineering: validation, transformation, visualization, and…
N/A N/A 81
45530
lanru
Enhanced memory repository MCP service that enables building and querying tempo…
81
45531
JayOfemi
shikamaru Claim
Provably correct ISDA day-count and accrued-interest calculations, verified aga…
N/A N/A
45532
Leo-Martin-Pala
An MCP server for working with the Võro language: local dictionary and corpus l…
45533
pipeworx-io
Enables access to live theme park wait times, schedules, and attraction data fr…
45534
Query Airbrake errors, notices, deploys, and project stats from MCP clients
N/A N/A 81
45535
fadnavismehul
SQL Preview Claim
Run governed SQL queries and inspect database schemas from MCP agents.
N/A N/A
45536
adspirer
Adspirer Claim
Run Google, Meta, and TikTok ads directly from ChatGPT and Claude. Create campa…
N/A N/A 95
45537 N/A N/A 95
45538
jr551
zai Claim
N/A N/A 95
45539
Ringzero787
taxlocus Claim
US sales tax for AI agents: rates, economic nexus, taxability, filing. Citation…
45540
universal-mcp
Provides a standardized interface for interacting with Fpl's tools and services…
45541
decixa-mcp Claim 1
Decixa MCP Server — intent-driven API discovery and selection for AI agents.
N/A N/A 81
45542
henrychong-ai
A reasoning orchestration MCP server that enables tree-of-thoughts thinking, mu…
N/A N/A
45543
aak204
Deterministic CI scanner and surface-risk scoring for MCP (Model Context Protoc…
N/A N/A 95
45544 N/A N/A 95
45545
Smart-link-t
is-real-biz Claim
Verify business legitimacy by domain or name in <2s. Trust score, verdict, evid…
45546
robert19001-cmyk
mcp-lint Claim
Lint MCP tool schemas for cross-client compatibility and agent preflight safety.
N/A N/A
45547
FangYuan33
An MCP server for intelligently reading Java source code, supporting extraction…
N/A N/A
45548
ginokino
swarmpay Claim
Payment layer for AI agents. Send USDC, manage escrows on Base blockchain.
N/A N/A 75
45549
devp1
AI-classified tech/investor news feed with editorial verdicts, entities, and th…
N/A N/A 95
45550
Agents365-ai
MCP server that exposes 45 tools for Zotero reference management, enabling AI a…
N/A N/A
Showing 45501–45550 of 45732 servers
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