MCP Server Quality Scores

Independent quality analysis of 67291 public MCP servers

67291
Discovered
32348
Scored
2112
Verified
16953
Complete

Last updated 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
62201
centia-io
Exposes the Centia API as MCP tools generated from its OpenAPI spec, enabling n…
N/A N/A
62202
dinasaur404
Enables personalized book recommendations by managing reading profiles and pref…
62203
thebackpackdevorg
Shared context for multiple Claude Code sessions working on the same project.
N/A N/A
62204
ContextBolt
AI-powered recall over your saved bookmarks. It gives Claude semantic search, t…
62205
praveen-radakirouchenane
A CLI tool to scaffold and manage new MCP-compatible server projects with uv, i…
N/A N/A
62206
kapilthakare-cyberpunk
hello-server Claim
Greet anyone with a friendly, customizable message. Tailor tone and format for …
81
62207
jsyapps
Enables Claude to integrate with Stripe for creating payment links, processing …
62208
KYONY
Enables Claude to interact with Telegram channels and groups through API or web…
N/A N/A
62209
Wolfe-Jam
A proof-of-concept MCP server that scopes GitHub tools to the current repositor…
62210
cloudera
Enables LLMs to interact with Cloudera AI Workbench APIs for managing files, jo…
62211
AyoubTadlaoui
npmguard Claim
Pre-install risk gate for npm packages. Stops AI coding agents from running mal…
N/A N/A
62212
k5tuck
Enables interaction with the Binelek Platform's knowledge graph, search, AI, an…
62213
zcharako81
iiq-mcp Claim
MCP server for SailPoint IdentityIQ 8.5 that enables searching and requesting r…
62214
nexussquad300
CosTrack MCP Claim
Enables AI agents to track LLM costs, enforce budgets, compare models, and esti…
62215
Hormold
Enables querying multiple AI models in parallel (Claude, Gemini, O3) and synthe…
62216
AugentDevs
Augent Claim
MCP server that turns any audio or video source into structured, searchable int…
N/A N/A
62217
aimasteracc
An MCP code-intelligence server for AI agents with pre-indexed AST cache, 62 MC…
N/A N/A
62218
tosssssy
Structures debugging processes into a persistent knowledge graph, enabling prob…
N/A N/A
62219
jakubfrieb
Enables AI assistants to interact with Joplin notes and notebooks, including se…
N/A N/A
62220
universal-mcp
Provides a standardized interface for interacting with Replicate's tools and se…
62221
benlen10
Read-only MCP server for Day One journal on macOS, enabling search and browsing…
N/A N/A
62222
DevCraftXCoder
SIEMen Claim
Enables AI agents to read, write, and search security findings, engagement memo…
62223
cmeans
Shared memory for any MCP-compatible AI, enabling cross-platform knowledge pers…
62224
taggedzi
A local-first MCP server that enables AI tools to safely inspect and search cod…
N/A N/A
62225
aq35
An MCP server that collects Pull Request comments from private GitHub repositor…
62226
wjmuse
Provides tools for indexing documents, creating notes, searching content, and e…
N/A N/A
62227
Desmond-Labs
Provides AI-powered image analysis using Google Gemini 2.0 Flash, with support …
N/A N/A
62228
champmk
modforge Claim
Provides deterministic, audit-chain-backed Minecraft symbol migration and versi…
N/A N/A
62229
Kubova-com
@kubova/mcp Claim
Lets AI agents pack shipping containers using the Kubova calculator, with tools…
62230
mcpflow
Enables AI assistants to perform comprehensive web performance analysis using G…
62231
adaniki-dev
A contract linter for AI agents that uses structured YAML contracts to define d…
N/A N/A
62232
metaversemm
Classifies Solana on-chain transactions into tax categories (e.g., swap, stake,…
N/A N/A
62233
yang0733
Enables AI assistants to search and explore Databricks AWS documentation throug…
N/A N/A
62234
colbyford
mcp-omics Claim
A Model Context Protocol server that enables retrieval of -omics data from sour…
62235
arrow2nd
Enables control of SwitchBot devices by name, reducing the risk of AI misidenti…
62236
Kotrotsos
Memento Claim
A persistent memory MCP server for AI assistants, storing and retrieving notes …
N/A N/A
62237
Emile-Andre
Enables AI agents to autonomously manage Google Colab GPU sessions, submit and …
62238
dcondrey
Enables Claude AI to seamlessly interact with Scrivener projects for document m…
N/A N/A
62239
cycle-sync-ai
A Python-based MCP server for Microsoft Outlook integration using Microsoft Gra…
N/A N/A
62240
kaiding-ucb
Search and discover YouTube channels via natural language, track them, and summ…
N/A N/A
62241
ibpme
jv-idx-mcp Claim
MCP server exposing Indonesia Stock Exchange (IDX) market data as tools — funda…
62242
tonywang0122
買屋快搜 Claim
MCP server for searching and querying detailed housing listings in Taiwan, enab…
62243
GregoriSoria
Enables LLMs to interact with Billforward's billing and subscription management…
62244
selamy-labs
dispatch-mcp Claim
A security-constrained MCP server that provides tools to dispatch tasks to allo…
N/A N/A
62245
zubir2k
esolat-mcp Claim
MCP server providing Malaysian/global prayer times (JAKIM + Aladhan fallback), …
62246
lynch2812
Lets Claude read and manage the Selecchor house-tasks app including tasks, hous…
N/A N/A
62247
oscar23445
A cross-platform MCP server that provides Claude with email access via IMAP, su…
N/A N/A
62248
zmij
appstore-mcp Claim
Enables reading and updating App Store Connect metadata, in-app purchases, scre…
62249
Meerkats-Ai
A powerful Model Context Protocol (MCP) server implementation for seamless Goog…
62250
philpof102-svg
mystreet Claim
MCP oracle of reputation for ia agent
Showing 62201–62250 of 67291 servers