MCP Server Quality Scores

Independent quality analysis of 68948 public MCP servers

68948
Discovered
→
33695
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 31 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
68201 — ○ ⏳ — N/A N/A — 95 —
68202
siennag-mcp
Generates branded presentations in PowerPoint and HTML formats from a deck spec…
— ○ ⏳ — N/A N/A — — —
68203
theanshsonkar
Enables AI coding tools to query your live codebase for routes, import graph, d…
— ○ ⏳ — N/A N/A — — —
68204
QUARES-1
Exposes a SQLite database as MCP tools for Dify Cloud, ensuring LLM responses a…
— ○ ⏳ — N/A N/A — — —
68205
dwinter3
Connects Claude Desktop to the OAPT MCP server for natural-language queries acr…
— ○ ⏳ — — — — 81 —
68206
jbarket
loom Claim
Provides persistent identity and memory for AI agents across MCP-compatible har…
— ○ ⏳ — N/A N/A — — —
68207
dTelecom
dtelecom-stt Claim
Enables AI assistants to transcribe audio files using dTelecom's real-time spee…
— ○ ⏳ — N/A N/A — — —
68208
benseverndev-oss
GoldenFlow Claim
Standardize, reshape, and normalize messy data — CSV, Excel, Parquet, S3, datab…
— ○ ⏳ — — — — — —
68209
deniskarlinsky
Pactus Claim
Pactus is an MCP server for parsing and validating ISO 20022 payment messages d…
— ○ ⏳ — — — — 81 —
68210
mlolson
Create 3D models in Blender using natural language via an MCP server that lets …
— ○ ⏳ — N/A N/A — — —
68211
sfc-gh-cconner
A Snowflake-hosted MCP server that provides comprehensive rules for troubleshoo…
— ○ ⏳ — — — — — —
68212
Yveshby27
Read-only BACnet/IP MCP gateway with Brick + Haystack semantic tagging at ingest
— ○ ⏳ — N/A N/A — — —
68213
hamada-minoro
A centralized MCP server for internal technical documentation that integrates w…
— ○ ⏳ — N/A N/A — — —
68214
fabkho
the-i18n-mcp Claim
MCP server for managing i18n translation files — gives your AI agent full contr…
— ○ ⏳ — N/A N/A — — —
68215
sjgant80-hub
Provides tools and resources for the foldkit framework, enabling operations on …
— ○ ⏳ — — — — — —
68216
SmongsDev
My-Obscura-mcp
— ○ ⏳ — N/A N/A — — —
68217
MCP-Mirror
Provides access to Swiss court decisions through the entscheidsuche.ch API, ena…
— ○ ⏳ — — — — 81 —
68218
hjanuschka
Enables AI assistants to search and explore Chromium and PDFium source code, ch…
— ○ ⏳ — — — — 81 —
68219
FlyDocs Claim 1
Spec-driven development workflow for AI agents: issue lifecycle, sessions, proj…
— ○ — N/A N/A — 81 —
68220
axel-belfort
Historical crypto OHLCV candle data API for AI agents. Daily, 4-hour, and 1-hou…
— ○ ⏳ — — — — 81 —
68221
alexpriest
swarm-mcp Claim
An MCP server that provides access to Foursquare Swarm check-in data, enabling …
— ○ ⏳ — — — — — —
68222
vitron-ai
alethia-mcp Claim
MCP bridge that lets any MCP client drive the Alethia runtime for agent-native …
— ○ ⏳ — N/A N/A — — —
68223
ZeroCoolZiemer
Provides structured access to Scripture through the BibleBridge API, enabling s…
— ○ ⏳ — — — — 81 —
68224
joshuarileydev
Supabase MCP Server for managing and creating projects and organisations in Sup…
— ○ ⏳ — N/A N/A — 95 —
68225
ChristopherDavenport
unblink Claim
Pure-Go browser for AI: fetch pages, render JS without Chromium, return clean M…
— ○ ⏳ — N/A N/A — — —
68226
Txpple
Enables AI assistants to read and edit live D&D 5e Foundry VTT worlds and manag…
— ○ ⏳ — N/A N/A — — —
68227
MaherMaker-EmotionHack
Enables retrieval of transcripts from YouTube videos, supporting multiple URL f…
— ○ ⏳ — — — — — —
68228
Amazinghorseli
MCP server that enforces disciplined AI development with tools for design, TDD,…
— ○ ⏳ — — — — — —
68229
Oumeima-IbnElfekih
Enables AI agents to search HR policies, create IT support tickets, and send ex…
— ○ ⏳ — — — — — —
68230
davidmosiah
Wellness Air Claim
Local-first air-quality MCP for AI agents: AirGradient, AirThings, PurpleAir, I…
— ○ ⏳ — — — — — —
68231
valentin-harrang
MCP server to automate Pull Request creation with AI. Analyzes Git branches, ge…
— ○ ⏳ — N/A N/A — — —
68232
ZephyrDeng
A Model Context Protocol server that enables AI assistants to interact with Git…
— ○ ⏳ — — — — 81 —
68233
richardnorthcott
Enfour, Inc. FrontierStack (www.frontierstack.app): Mac and server health, logs…
— ○ ⏳ — — — — — —
68234
abhay-avagama
Openings Claim
Search jobs on verified employer job boards. Every link is the employer's own p…
— ○ ⏳ — — — — — —
68235
koppe-pan
mcp-svg-marp Claim
An MCP server that converts SVG files into Marp presentations, with features li…
— ○ ⏳ — N/A N/A — — —
68236
intentions-me
Personalized timing intelligence for AI agents — ask 'should I do X on this dat…
— ○ ⏳ — — — — — —
68237
Rylaa
Enables seamless integration with Figma API for extracting design tokens, gener…
— ○ ⏳ — — — — — —
68238
JishadMT
Enables LLMs to review Bitbucket pull requests with custom checklists and API t…
— ○ ⏳ — — — — — —
68239
xekor
openaso Claim
App Store Optimization for AI agents: keyword ranks, suggestions, popularity, c…
— ○ ⏳ — — — — — —
68240
karavaev-evgeniy
Model Context Protocol (MCP) server for Node-RED — allows language models (like…
— ○ ⏳ — — — — — —
68241
P2P-IM
Local MCP server for Direxio chat workflows enabling room search, messaging, an…
— ○ ⏳ — — — — — —
68242
Keelside
mcp-sap-cpi Claim
Connects Claude to SAP Cloud Platform Integration (CPI) to diagnose failed mess…
— ○ ⏳ — — — — — —
68243
imazhar101
A lightweight MCP server that connects to the PayPal REST API, handling token l…
— ○ ⏳ — — — — — —
68244
deepset-ai
deepset-mcp Claim
Enables AI agents to build and debug pipelines on the Haystack Enterprise AI pl…
— ○ ⏳ — — — — — —
68245
nauta-ai
Holster MCP Claim
Local-first secret scanning, rotation, vault, and audit-log tools for AI agents.
— ○ ⏳ — N/A N/A — — —
68246
chayasin
Enables AI assistants to interact with PostgreSQL databases through query execu…
— ○ ⏳ — N/A N/A — 95 —
68247
achaljhawar
Daito Claim
MCP server for screening Indian stocks and mutual funds by wrapping screener.in…
— ○ ⏳ — — — — — —
68248
praeceptor-thesis
Search the skill-builder registry and auto-install skills for Claude Code, Curs…
— ○ ⏳ — N/A N/A — — —
68249
RareSense
Nova3D Claim
Structured, part-aware 3D generation for AI agents. Named-part GLB, preview URL…
— ○ ⏳ — N/A N/A — — —
68250
BentleySystems
MCP server for Bentley STAAD.Pro via the OpenSTAAD API
— ○ ⏳ — N/A N/A — — —
Showing 68201–68250 of 68948 servers