MCP Server Quality Scores

Independent quality analysis of 56925 public MCP servers

56925
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
56351
yuiseki
Provides tools for AI models to count characters and words in text, supporting …
56352
mpawlikcreatio
A Node.js MCP server that enables LLM tools to list and read local guide and pr…
N/A N/A
56353
nomirizky55
MCP server for minting SHIT tokens on Sui blockchain, supporting self-sponsored…
56354
cmsappian123-bit
Enables interaction with Appian applications through the Model Context Protocol…
56355
axel-belfort
Text sentiment analysis API for AI agents. Analyze sentiment (positive/negative…
81
56356
jerry-ai-dev
A pluggable, observable modular RAG framework exposing tools via MCP protocol f…
56357
sandsower
Provides persistent knowledge capture and retrieval for coding agents. Enables …
56358
jnjaeschke
rr-mcp Claim
MCP server for orchestrating multi-process rr debugging sessions with reverse e…
N/A N/A
56359
dsaad68
Enables AI agents to access financial data and perform analysis by exposing Alp…
56360
ThiTheGoat
of-mcp Claim
Provides MCP tools to search, retrieve, and answer questions from the public Op…
N/A N/A
56361
nandeshkanagaraju
An intelligent database gateway that provides secure database access via MCP pr…
N/A N/A
56362
atomlong
mcp-searxng Claim
An MCP server that integrates the SearXNG API for web search and URL content ex…
56363
AiAgentKarl
Enables AI agents to connect and interact with common business platforms like S…
56364
aequitas-labs
matcha money Claim
Develop your ritual for financial wellness. Connect your accounts, automate yo…
81
56365
morebetterclaw
forge-swap Claim
FORGE Swap — cross-chain swaps via THORChain. Quote and execute BTC, ETH, RUNE,…
N/A N/A 90
56366
CAST Dashboard MCP server for compliance, quality, and technical debt insights …
N/A N/A 64
56367
bioanywhere
Connects AI assistants to GitLab projects, enabling natural language queries fo…
81
56368
Coalesce-Software-Inc
MCP server for managing Coalesce Transform workspaces, nodes, pipelines, and ru…
N/A N/A
56369
widjis
A comprehensive MCP server for integrating with OpenProject API, enabling AI as…
56370
WPDiggerStudio
Intelligent framework-aware context layer for AI-powered WordPress plugin devel…
N/A N/A
56371
jmluque72
postgres-mcp Claim
MCP server for PostgreSQL that enables Cursor and other MCP clients to execute …
N/A N/A
56372
fastmcp-me
A Model Context Protocol server that provides access to BigQuery. This server e…
56373
Chefy3x
Token-efficient TradingView MCP for traders who backtest Pine strategies; aggre…
N/A N/A
56374
Just-Fix
Quote UK trades jobs from any AI agent. Price breakdown + tappable booking link.
56375
Auxin-io
Create employee records to prototype HR onboarding workflows. Validate data flo…
N/A N/A 95
56376
Sato-Isolated
MCP server for MongoDB-powered memory bank management with multi-project isolat…
56377
epsteinj
inkbloc Claim
Collaborative document workspace with interactive AI blocks
N/A N/A 83
56378
warpdot-dev
composio Claim
typescript python sdk ai-agents anthropic openapi langchain openai-agents llama…
N/A N/A
56379
agentladle
Enables AI assistants to perform multi-stage residual income projections, disco…
N/A N/A
56380
wujie272
Enables AI agents to directly control Android devices via Termux, providing 120…
N/A N/A
56381
chicogong
ffvoice Claim
Offline speech-to-text & speaker diarization MCP server: transcribe audio on-de…
N/A N/A
56382
huntbuilds
Provides search, trending, odds, arbitrage, and category browsing for predictio…
56383
teto-0401
A production-ready MCP server for coding workflows on Replit, enabling file man…
56384
asume21
Scales, chords, progressions, key detection, and genre intelligence for your AI…
N/A N/A 95
56385
ChalkWorld
Enables Claude to create and manage transactions in Aframe via the Aframe Open …
56386
yifanyifan897645
codescan-mcp Claim
Scans codebases for TODOs, FIXMEs, code complexity, file stats, and dependencie…
N/A N/A
56387
NosytLabs
Enables privacy-focused web searches through the Presearch API and web content …
81
56388
meilSop
Provides tools for AI assistants to list, search, and get details of YApi inter…
N/A N/A
56389
AIFAIS
Headless document processing for AI agents. Invoice extraction, contract analys…
N/A N/A 95
56390
sachin-ybis
Six deterministic hydration calculators for LLMs: water intake, dehydration sc…
N/A N/A 95
56391
getjavelin
ramparts Claim
A comprehensive security scanner for MCP servers with YARA rules and static ana…
86
56392
pedrohedro
Connects Claude to Jira, allowing users to query tasks, log work, add comments,…
N/A N/A
56393
isthisemaildangerous
Enables Claude to extract text and metadata from PDF files via URL or base64 en…
N/A N/A
56394
funkytownk
Analyze Gold IRA sales call transcripts to reveal insights, risks, and opportun…
N/A N/A 95
56395
chrisrobison
TextWeb Claim
Renders web pages as structured text grids for AI agents to browse and interact…
56396 N/A N/A 95
56397
scott-zj62
sncro Claim
sncro is a lightweight MCP relay and framework plugin system that lets AI codin…
81
56398
Cyberdyne-OS
Engagement marketplace for the Bankr agent economy: agents fund quests, humans …
N/A N/A
56399
OctHex2016
Enables Hong Kong address lookup and correction using government data, with fuz…
N/A N/A
56400
Minimal MCP server for Ghost Security API - compatible with all MCP clients
N/A N/A 81
Showing 56351–56400 of 56925 servers