MCP Server Quality Scores

Independent quality analysis of 69111 public MCP servers

69111
Discovered
→
33827
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
57701 — ○ ⏳ — N/A N/A — 95 —
57702
dolphinquant
echolon Claim
LLM-agent-native backtest framework for SHFE daily futures research. 23 MCP too…
— ○ ⏳ — N/A N/A — — —
57703
parallelixnetwork
MCP server for the ParalleliX Compute API that lets you offload parallel infere…
— ○ ⏳ — — — — — —
57704
faizan45640
Provides tools to interact with the PostEx Merchant API for order creation, tra…
— ○ ⏳ — — — — — —
57705
teatak
An MCP server that runs in the browser, letting web pages register custom tools…
— ○ ⏳ — N/A N/A — — —
57706
Kallows
A Python-based server allowing seamless integration with JIRA for managing and …
— ○ ⏳ — N/A N/A — 95 —
57707
kkeeling
Enables AI assistants to manage Zoho Books accounting tasks such as invoices, c…
— ○ ⏳ — — — — — —
57708
PatchedReality
Enables browsing and editing Open Metaverse Spatial Fabric scenes, including ma…
— ○ ⏳ — N/A N/A — — —
57709
rmstxrx
Maestro MCP Claim
Enables AI agents to orchestrate a heterogeneous machine fleet via SSH, with un…
— ○ ⏳ — N/A N/A — — —
57710
StaryMoon
Local-first MCP-style code memory for research repositories: enables file searc…
— ○ ⏳ — N/A N/A — — —
57711
CSOAI-ORG
DORA (EU Digital Operational Resilience Act) compliance for AI agents. 5-pillar…
— ○ ⏳ — N/A N/A — — —
57712
YoshiaKefasu
Enables ChatGPT/Codex to read, search, and edit files in a single allowed folde…
— ○ ⏳ — N/A N/A — — —
57713
nahisaho
MCP server for information collection, text analysis, and content generation, e…
— ○ ⏳ — N/A N/A — — —
57714
chepetime
Surfaces your Calibre e-book catalog to Claude via the Model Context Protocol, …
— ○ ⏳ — N/A N/A — — —
57715
SSShogunn
Lens MCP Claim
Provides browser-grade web access by rendering pages to markdown, taking screen…
— ○ ⏳ — N/A N/A — — —
57716
deepujain
Provides a document database with search, retrieval, and creation tools, and a …
— ○ ⏳ — N/A N/A — — —
57717
sandeep-alluru
Polaroid Claim
Visual memory for computer-use agents — stores UI screenshots as semantic scene…
— ○ ⏳ — — — — — —
57718
woolkingx
Turns ArangoDB into a schema-driven MCP server for agents, enabling search-desc…
— ○ ⏳ — — — — — —
57719
chaitanya-jadhav11
NotePilot Claim
A Python MCP server that exposes note management tools (create, search, update,…
— ○ ⏳ — N/A N/A — — —
57720
d11r
servo-mcp Claim
Enables AI agents to see and control your desktop with tools for screenshots, c…
— ○ ⏳ — N/A N/A — — —
57721
yangyue1974
kobox Claim
Enables controlling a Teenage Engineering EP-133 K.O. II via natural language, …
— ○ ⏳ — N/A N/A — — —
57722
joescaos
Provides current weather conditions and forecasts for any location using the Op…
— ○ ⏳ — — — — — —
57723
felixkwasisarpong
Incident Triage MCP is a Model Context Protocol (MCP) server for incident triag…
— ○ ⏳ — — — — — —
57724
vibesecurity
VS29081 Claim
— ○ ⏳ — N/A N/A — 95 —
57725
emily397
Enables AI agents to draft evidence-grounded cold-email openers, A/B variants, …
— ○ ⏳ — — — — — —
57726
KieranTou-AI
MCP server that exposes a price calculation tool (calculatePrice) for computing…
— ○ ⏳ — N/A N/A — — —
57727
roeybiran
Provides Xcode build, test, and package management operations through the Model…
— ○ ⏳ — N/A N/A — — —
57728
llt22
Gives vision-less LLMs the ability to recognize clipboard screenshots and image…
— ○ ⏳ — N/A N/A — — —
57729
pwelty
Brings your Trilium Notes knowledge base into Claude Desktop, enabling full-tex…
— ○ ⏳ — N/A N/A — — —
57730
RareSense
Nova3D Claim
Structured, part-aware 3D generation for AI agents. Named-part GLB, preview URL…
— ○ ⏳ — N/A N/A — — —
57731
docling-project
Docling MCP Claim
Provides tools for document conversion, processing, and generation, enabling PD…
— ○ ⏳ — — — — — —
57732
robbienorris
munimind-mcp Claim
Query 2,500+ NYC civic datasets (zoning, deeds, permits, violations, meetings) …
— ○ ⏳ — N/A N/A — 83 —
57733
Dream-AI-4444
Hanzo MCP Claim
Enables access to Hanzo APIs and Platform capabilities via MCP, along with deve…
— ○ ⏳ — N/A N/A — — —
57734
bernieweb3
taste-mcp Claim
MCP server that indexes and serves design skills, guides, and patterns from the…
— ○ ⏳ — — — — — —
57735
sungjin-ahn-dev
Exposes 219+ tools for Slack, Gmail, Google Workspace, Jira, Confluence, CRM, a…
— ○ ⏳ — N/A N/A — — —
57736
gangadharnitw
Semantic search and structured queries over IEEE 802.11 specifications, enablin…
— ○ ⏳ — N/A N/A — — —
57737
8z2wz746tv-png
Destiny MCP Claim
Manage your Destiny 2 inventory, weapons, and loadouts through AI. Integrates w…
— ○ ⏳ — N/A N/A — — —
57738
ClassiFinder
Scans text for leaked secrets and credentials, and redacts them before sending …
— ○ ⏳ — — — — — —
57739
connxio
Provides tools for managing Connxio integrations, code components, environment …
— ○ ⏳ — — — — — —
57740
rishabhg
groww Claim
— ○ ⏳ — N/A N/A — 95 —
57741
ricardopera
A TypeScript-based MCP server for generating custom images and icons using AI (…
— ○ ⏳ — N/A N/A — — —
57742
jxqxn
Captures real Godot UI screenshots and node metadata to enable a browser-annota…
— ○ ⏳ — N/A N/A — — —
57743
JuanCMPDev
Mediabox MCP Claim
Self-hosted media server with AI-powered management via MCP, providing tools fo…
— ○ ⏳ — — — — — —
57744
xyj2570
xhs-mcp Claim
A lightweight MCP server that provides read-only access to Xiaohongshu (Little …
— ○ ⏳ — — — — — —
57745
mdp18
telesign-mcp Claim
Enables AI assistants to send SMS messages, verify phone numbers via OTP, asses…
— ○ ⏳ — — — — — —
57746
MRajibH
Enables interacting with a Redmine instance via REST API, allowing issues, proj…
— ○ ⏳ — — — — — —
57747
1261752824
cq_mini Claim
— ○ ⏳ — N/A N/A — 95 —
57748
jameselkins
artemis-mcp Claim
Enables interaction with the Artemis API to retrieve crypto token metrics and g…
— ○ ⏳ — N/A N/A — — —
57749
contextium-io
MCP server for Contextium — pipe team SOPs, coding standards, agents, skills, a…
— ○ ⏳ — — — — — —
57750
lazymac2x
api-landing Claim
Cloudflare Workers MCP server: api-landing
— ○ ⏳ — — — — — —
Showing 57701–57750 of 69111 servers