MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31834
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46851
pipeworx-io
mcp-sec-xbrl Claim
Wraps the SEC EDGAR XBRL API to query financial data from SEC filings via natur…
46852
hlteoh37
mcp-devutils Claim
Provides 45 developer utilities (UUID generation, hashing, JWT decoding, etc.) …
46853
Runewardd
runeward Claim
Governed execution cells for AI agents: Docker/K8s sandboxes with policy, audit…
N/A N/A
46854
princeofscale
Enables searching, normalizing, and signal-analyzing products on Pinduoduo, wit…
N/A N/A
46855
VibOpsai
vibops-mcp Claim
VibOps MCP is the control plane between your AI agents and your GPU infrastruct…
46856
MomoSGM
Provides tools to check disk usage and search files by keyword on the local sys…
N/A N/A
46857
alyanjamalkhan-create
Enables AI assistants to safely interact with local code repositories through M…
N/A N/A
46858
giordano137
Enables MCP clients to read and manage boards, cards, comments, checklists, and…
46859
ruvnet
claude-flow Claim 2
AI orchestration with hive-mind swarms, neural networks, and 87 MCP tools for e…
N/A N/A 67
46860
macc-n
wot-mcp Claim
Bridges Web of Things (WoT) devices to AI assistants via MCP, enabling discover…
46861
sharph
Enables interacting with the Lunch Money personal finance API through MCP tools…
N/A N/A 95
46862
junter1989k-ai
Argentina payments for AI agents — Mercado Pago wallet / cuotas via Mercado Pag…
46863
tushariitr-19
MCP server for US immigration guidance — live Visa Bulletin, priority date chec…
N/A N/A
46864
Anchovy-s3
Enables route planning and transit information retrieval for Japan using the pu…
46865
R-s0n
Provides Claude Code with access to a comprehensive bug bounty knowledge base i…
N/A N/A
46866 N/A N/A 95
46867
tamlut-modnys
Enables Claude to interact with Telegram, including listing chats, reading mess…
46868
grantdehoog
Enables course planning for University of Pennsylvania by searching the catalog…
46869
tetmin
Local-only MCP server that exposes Beeper Texts data (messages, chats, contacts…
N/A N/A
46870
nickbiird
Exposes document retrieval as an MCP tool, enabling LLMs to search a local vect…
N/A N/A
46871
dirkhh
Exposes real-time ADS-B aircraft data from a feeder, enabling natural language …
N/A N/A
46872
openar-pt
@openar/mcp Claim
MCP server for Portuguese Parliament open data, enabling AI agents to access le…
46873
hiroshic9-png
Japan Operations OS for AI agents — 14 knowledge domains, 31 tools via REST+MCP.
N/A N/A
46874
beilunyang
Enables AI assistants to interact with WordPress blog systems for automated con…
46875
Bellasabaja
Enables managing a personal quote collection with add, search, random, delete, …
N/A N/A
46876
meta-engine
MetaEngine Claim
Spec-first code generation: OpenAPI, GraphQL, Protobuf, and SQL to typed client…
N/A N/A
46877
novyxlabs
novyx-mcp Claim
Persistent AI agent memory with rollback, audit trails, semantic search, and kn…
95
46878
varun00391
Production-ready MCP server for Gmail, enabling AI agents to search, read, send…
N/A N/A
46879
NorahZager
This server enables multi-agent conversations for interacting with Cirro's biol…
81
46880
Rswcf
deepviews Claim
Free financial data: company analysis, DCF, comps, benchmarks, screening. No AP…
N/A N/A 95
46881
NosytLabs
A Python MCP server that gives AI assistants full control over Aseprite for cre…
N/A N/A
46882
chrisroge
Rendezvous Claim
Matchmaking network for personal AI agents: private agent-to-agent compatibilit…
46883
prakharbhardwaj
Enables AI assistants to conduct phone interviews, deliver notifications, and m…
46884
1beyza
Provides React design and rendering patterns from patterns.dev as MCP tools and…
N/A N/A
46885
accountsalmar
Connects to Odoo ERP to provide comprehensive inventory analysis, including dem…
81
46886
rushikeshmore
Free, open-source MCP server that connects Claude to the Shopify Partner API. 2…
N/A N/A
46887
xodn348
readhn Claim
AI-native HackerNews MCP Server. Find HN content that matters with explainable …
N/A N/A 95
46888
prashant1507
Provides comprehensive Android device management capabilities through ADB, incl…
N/A N/A
46889
0Mattias
bettermemory Claim
Memory for coding agents, checked against the filesystem and git before it is b…
N/A N/A
46890
kiyong2020
Enables AI agents to diagnose, modify, and validate OTF/TTF fonts interactively…
N/A N/A
46891
Donatoni
Accela MCP Claim
A Model Context Protocol server that wraps the Accela Construct API as a curate…
N/A N/A
46892
dubsoft
Arc Research Claim
Commodities research MCP: knowledge graph, COT, NG storage/weather, quotes, and…
46893
theYahia
tabby-mcp Claim
Enables interaction with Tabby BNPL platform for managing checkout sessions, pa…
46894
simul813
Kindle niche intelligence (demand/competition/BSR/revenue) gated by x402 USDC o…
46895
sebastienlevert
Kiota MCP Claim
MCP server that exposes all Kiota CLI commands as MCP tools for API client gene…
N/A N/A
46896
mateusoliveirab
Acts as a unified dispatch hub for local coding agent CLIs, supporting capabili…
N/A N/A
46897
bungerr
Calculate conservative and alternative sports betting odds with expected value …
N/A N/A 95
46898
fshaan
NCCN Monitor Claim
Monitors all 92 NCCN clinical practice guidelines for version updates, download…
46899
award-flight-daily
Official Industry Standard MCP for Travel Awards, Points, and more. Search awar…
81
46900
flammafex
openzim-mcp Claim
MCP server for reading and searching ZIM archives, optimized for single-user de…
N/A N/A
Showing 46851–46900 of 66518 servers
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