MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31859
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 26 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
34601
Savirinc
unfragile Claim
The match graph for AI. Search 100K+ capabilities across 13K+ AI artifacts.
N/A N/A
34602
lemahq
lema Claim
Your coding agent can read the code. It can't read the argument behind it. lema…
34603
harholinsky
Manilo Claim
Log, query, and edit expenses, budgets, and accounts in Manilo from any MCP-com…
34604
XxYouDeaDPunKxX
This MCP server gives ChatGPT controlled access to your Windows PC, enabling it…
N/A N/A
34605
dacmail
MCP server to interact with the Cuéntica accounting API, allowing users to mana…
34606
SoftwareTree
ORMCP Server Claim
ORMCP Server is a database-agnostic MCP server that exposes relational database…
34607
msicilia
Enables interaction with REDCap instances for managing research data, projects,…
34608
astro-tools
Astrodynamics MCP server: TLE/SGP4, Lambert, access windows, porkchop, B-plane …
N/A N/A
34609
BlackHoleDEX
Model Context Protocol server for the Blackhole DEX on Avalanche, providing 32 …
34610
jessalva7
Enables AI assistants to search for real-time flights between airports using th…
N/A N/A
34611
kolonialno
oda-mcp Claim
Enables agentic grocery shopping on Oda (Norway) and Mathem (Sweden) platforms …
81
34612
nicholas-chow-t986665
An MCP server for automatically generating Cypress page objects from frontend c…
N/A N/A
34613
forgefx
forgebot-mcp Claim
forgebot info server
N/A N/A 95
34614
haymon-ai
database Claim
Database MCP server for MySQL, MariaDB, PostgreSQL & SQLite
N/A N/A 95
34615
Balakonda-reddy
Local MCP server that scans code for security issues (secrets, dependencies, co…
N/A N/A 95
34616
xiaoxu123195
ace-mcp-go Claim
Go-based MCP server for codebase indexing and semantic search (Augment-compatib…
N/A N/A
34617
LKbaba
Integrates Google Gemini 3.1 with Claude Code to provide web search, large code…
N/A N/A
34618
PhoenixChenLu
Enables MCP-capable agents to securely manage a local Zotero library through a …
N/A N/A
34619
dtrain473
Connects Claude to Strava data for natural language queries about rides, stats,…
34620
bioanywhere
Enables AI applications to interact with the Base Network and Coinbase API for …
81
34621
sebastienrousseau
pain001-mcp Claim
A Model Context Protocol server that exposes the pain001 ISO 20022 Customer Cre…
34622
narkov
Enables AI assistants to manage Google Business Profiles by creating posts, rep…
N/A N/A
34623
MIt9
MCP server for Silpo online supermarket: products, cart, delivery, recipes.
N/A N/A 95
34624
hasdata
Direct access to 40+ scraping and search tools. Extract structured data from Go…
81
34625 N/A N/A 95
34626
Axmetov999
Connects LLM agents to Binance Spot API for safe market data access and testnet…
34627
funkytownk
Analyze Gold IRA sales call transcripts to surface key insights, objections, an…
N/A N/A 95
34628
androidapi-mcp Claim 1
Send SMS & WhatsApp, verify OTPs, manage contacts, and control Android devices …
N/A N/A 69
34629
ioTus
A production-ready MCP bridge server connecting Claude Chat to any GitHub repos…
34630
daanno
Enables AI assistants to securely access and interact with Simplicate business …
81
34631
chrismbryant
A lightweight journal/memory system for Claude Code with no ML dependencies, us…
N/A N/A
34632
LevNyyon
A local MCP server that renders nyyon's editorial diagrams and featured covers …
N/A N/A
34633
Bankee-ai
Live financial data MCP: FX, crypto, stocks, news, URL reader. x402 on Base: $0…
34634
CHANGCHINFU
mcp-gauge Claim
US government data (USGS/NOAA/SEC/FDA) with cryptographic proof; x402 pay-per-c…
34635
m2ux
concept-rag Claim
Enables LLMs to perform conceptual search over local PDF/EPUB documents using a…
N/A N/A
34636
pawel-up
Enables AI assistants to run, list, and analyze Lupa test suites, returning str…
N/A N/A
34637
kdursunnizam-art
Enables AI agents to control RELION 5.x cryo-EM structure determination softwar…
34638
kristinashoultz-wq
claude-peers Claim
Enables Claude Code instances to discover and communicate with each other acros…
N/A N/A
34639
bannert1337
Enables AI assistants to manage a Grimmory book library through 53 specialized …
34640
NekoTarou
Parses Swagger 2.0 and OpenAPI 3.x specifications, exposing API endpoints, sche…
N/A N/A
34641
randunun-eng
A local, human-paced MCP server for sourcing products on Taobao/Tmall, extracti…
N/A N/A
34642
KRLabsOrg
verbatim-mcp Claim
Search academic papers and ask research questions with verbatim, cited answers …
34643
elkassabgi
A growing family of free academic data libraries: finance, economics, and beyon…
34644
lefcgis
QGIS MCP Claim
Connect QGIS to Claude AI through the Model Context Protocol (MCP), enabling Cl…
N/A N/A
34645
tomwojcik
hn-mcp Claim
MCP server enabling AI agents to interact with Hacker News, including fetching …
N/A N/A
34646
pipeworx-io
Enables search and query of City of Seattle GIS open geospatial datasets such a…
34647
PeerapolSelanon
Connects Claude Desktop to FortiGate firewalls via REST API for read-only confi…
34648
50R1Paps
Provides tools to retrieve, ingest, and reindex a serverless personal knowledge…
34649
Creative fatigue, winning-angle, competitor ad, and hook benchmark intelligence.
N/A N/A 81
34650
pipeworx-io
Enables searching and querying Durham, North Carolina open geospatial data from…
Showing 34601–34650 of 66549 servers
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