MCP Server Quality Scores

Independent quality analysis of 69448 public MCP servers

69448
Discovered
→
34084
Scored
→
2112
Verified
→
16953
Complete

Last updated 12 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
36551
xpcoffee
Enables AI assistants to query and interact with a graph database of markdown n…
— ○ ⏳ — N/A N/A — — —
36552
everyai-com
distillory Claim
Local-first memory engine that synthesizes entity profiles at ingestion. Enable…
— ○ ⏳ — N/A N/A — — —
36553
Actenon
Verify consequential AI actions before they execute.
— ○ ⏳ — N/A N/A — — —
36554
assistance-micro-design
Zileo Docs Claim
MCP server for indexing, semantic search, and generation of multi-format docume…
— ○ ⏳ — N/A N/A — — —
36555
xavimf87
mcp-govern Claim
MCP server for investigating public transparency and detecting corruption patte…
— ○ ⏳ — — — — — —
36556
webhook-co
webhook.co Claim
Receive, inspect, replay and deliver webhooks — with signature verification and…
— ○ ⏳ — — — — — —
36557
igormachadogomes
Deploys a joke-telling MCP server on Azure and integrates it with Microsoft Cop…
— ○ ⏳ — — — — — —
36558
curtis-d-williams
Validates release hygiene in local repositories with network-free, read-only to…
— ○ ⏳ — N/A N/A — — —
36559
jimbrig
Enables interaction with Yahoo Fantasy Sports API for fantasy baseball, providi…
— ○ ⏳ — — — — — —
36560
iosif2
OpenData MCP Claim
OpenData MCP는 표준화된 MCP 인터페이스를 통해 공공데이터 자원에 대한 접근을 제공합니다. 키워드 검색으로 API 목록을 조회하고,…
— ○ ⏳ — N/A N/A — 95 —
36561
jkalasas
Artifex MCP Claim
Enables AI image generation via Antigravity (Google Gemini) and OpenAI DALL-E 3…
— ○ ⏳ — N/A N/A — — —
36562
hedless
Enables programmatic CAD modeling with Onshape's REST API, offering 45 tools fo…
— ○ ⏳ — — — — — —
36563
ilya7-eng
Agent-to-agent marketplace: AI agents list and buy data, services and compute. …
— ○ ⏳ — — — — — —
36564
synthaicode
XRefKit MCP Claim
Read-only MCP server that serves inactive definitions from XRefKit repositories…
— ○ ⏳ — — — — — —
36565
nurked
imail-mcp Claim
MCP server that connects Claude to iCloud Mail, enabling reading, searching, se…
— ○ ⏳ — N/A N/A — — —
36566
gabrielribeirogpx-arch
A simple HTTP server to validate MCP infrastructure for the Wazza MCP client, e…
— ○ ⏳ — — — — — —
36567
m2mcent
hub Claim
— ○ ⏳ — N/A N/A — 95 —
36568
Tactic-Systems
leafwright Claim
Render HTML, URLs, and templates to PDF. AI drafts templates and fixes them fro…
— ○ ⏳ — — — — — —
36569
Moowningstar
Enables AI agents to interact with a persistent knowledge graph backend using M…
— ○ ⏳ — N/A N/A — — —
36570
Minimal MCP server for Ghost Security API - compatible with all MCP clients
— ○ — N/A N/A — 81 —
36571
Acidni-LLC
Exposes Cannabis Data Exchange Standard (CDES) v1 JSON schemas, reference data …
— ○ ⏳ — — — — — —
36572
giuseppeferretti
MCP server that connects Claude to Microsoft 365 mail for inbox triage, search,…
— ○ ⏳ — N/A N/A — — —
36573
the-data-gateway-initiative
Exposes India's open government data (data.gov.in) APIs via the Model Context P…
— ○ ⏳ — — — — — —
36574
akashCF
A bridge that allows AI assistants like Claude to directly query and explore Mi…
— ○ ⏳ — — — — 81 —
36575
compligent
csf Claim
NIST CSF 2.0 - Professional cybersecurity framework with 35 tools and 12 prompts
— ○ ⏳ — N/A N/A — 95 —
36576
arcAman07
Samantha Claim
MCP server that dynamically extracts and manages user memory from LLM conversat…
— ○ ⏳ — — — — — —
36577
marc-shade
MCP server for fraud detection using machine learning, behavioral biometrics, a…
— ○ ⏳ — N/A N/A — 95 —
36578
AmrMohamed17
MCP server with derived GitHub issue tools: normalized fetch, new-issue watch, …
— ○ ⏳ — N/A N/A — — —
36579
RunRiotComeOn
Exposes forecast lookup tools for consumer spending predictions across regions …
— ○ ⏳ — — — — — —
36580
universal-mcp
Enables access to Apollo's tools and services through a standardized MCP interf…
— ○ ⏳ — — — — — —
36581
botverse
botverse Claim
Transcode video, convert docs & transcribe audio for AI agents. Free $1 trial, …
— ○ ⏳ — N/A N/A — — —
36582
nairraf
code-intel Claim
Provides semantic code search and code insights via a knowledge graph, enabling…
— ○ ⏳ — N/A N/A — — —
36583
maboukerfa
Enables AI assistants to manage a self-hosted AirTrail flight tracking instance…
— ○ ⏳ — N/A N/A — — —
36584
gildara
mcp-server Claim
Operating contracts for AI agents. Structured instructions compiled into system…
— ○ ⏳ — N/A N/A — — —
36585
boletinclaro
Subvenciones, licitaciones y boletines oficiales de España y Europa para tu IA.…
— ○ ⏳ — — — — — —
36586
pratham9467
An MCP server for converting images to AVIF and WebP formats using ImageMagick,…
— ○ ⏳ — N/A N/A — — —
36587
zturner1
Enables AI assistants to interact with local ComfyUI installations to list node…
— ○ ⏳ — N/A N/A — 95 —
36588
bistin
max-mcp Claim
An MCP server for the MAX Exchange (MaiCoin) V3 REST API, enabling market data …
— ○ ⏳ — — — — — —
36589
narrateai
NarrateAI Claim
Stop recording your voice. NarrateAI adds professional voiceover to silent scre…
— ○ ⏳ — — — — 81 —
36590
PageLines
discord-mcp Claim
Enables Claude to manage Discord servers through the Discord API, supporting se…
— ○ ⏳ — N/A N/A — — —
36591
Zdendys79
Enables monitoring and control of Syncthing via its REST API, including status,…
— ○ ⏳ — N/A N/A — — —
36592
et-do
Myelin Claim
Myelin provides persistent, brain-inspired memory for AI agents, enabling cross…
— ○ ⏳ — N/A N/A — — —
36593
parserelay
Enables document parsing into structured, confidence-scored fields via the scan…
— ○ ⏳ — — — — — —
36594
swamy.fwd
av1 Claim
— ○ ⏳ — N/A N/A — 95 —
36595
orjahren
Enables interaction with Nettskjema forms, submissions, invitations, and data e…
— ○ ⏳ — — — — — —
36596
zwczwczwc
A Model Context Protocol server for Chroma, enabling AI models to create collec…
— ○ ⏳ — — — — — —
36597
MantaCodeDevs
Create trips, compare variants side by side, and add accommodation, transport a…
— ○ ⏳ — — — — — —
36598
yorickchan
Provides tools for downloading YouTube videos and audio using yt-dlp, enabling …
— ○ ⏳ — N/A N/A — — —
36599
EvandroSchechtel
Connects AI agents to the WhatsApp Business Cloud API, allowing them to send me…
— ○ ⏳ — — — — 81 —
36600
Haimantika
A simple MCP server that provides a tool to get the current server time and a r…
— ○ ⏳ — N/A N/A — — —
Showing 36551–36600 of 69448 servers
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