MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32311
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
38601
Bigsupe55
Inspect a site's AI-search readiness: AI crawler access, llms.txt, schema marku…
N/A N/A 95
38602
Galb-collab
A comprehensive MCP server for rekordbox database management with real-time dat…
N/A N/A
38603
bblietz
brs-mcp Claim 1
An MCP server that scaffolds runnable Roku channels from a validated AppSpec, z…
N/A N/A 95
38604
Hustada
MCP server for persistent, semantic memory across AI sessions
N/A N/A
38605
srishtivverma
allai Claim
N/A N/A 95
38606
letuhao
Self-hosted web search and page fetch service using SearXNG metasearch and Scra…
38607
Donatoni
Accela MCP Claim
A Model Context Protocol server that wraps the Accela Construct API as a curate…
N/A N/A
38608
lj22503
investbrain Claim
Investment discipline MCP server with RAG, behavior detection, journaling, and …
N/A N/A
38609
Arodoid
UnityMCP Claim
Integrate AI assistants seamlessly into your Unity projects. Monitor editor sta…
N/A N/A 95
38610
coderifts
An MCP server providing risk-aware API governance tools for AI agents. Agents c…
38611
CSOAI-ORG
csoai-governance-crosswalk-mcp MCP server by MEOK AI Labs
N/A N/A
38612
Strand-AI
MCP server for controlling Figma Slides — create, edit, and screenshot slides f…
N/A N/A
38613
ramaibrm
Provides tools for AI assistants to access Amanahfy APIs, enabling campaign det…
38614
mangobanaani
Fetches and parses METAR/TAF aviation weather data from NOAA with caching and h…
N/A N/A
38615
pipeworx-io
St. Louis County GIS — St. Louis County, Missouri open geospatial data (ArcGIS)…
38616
pipeworx-io
Enables AI agents to search and query Lee County GIS open geospatial datasets (…
38617
stagsz
A Model Context Protocol server that provides read-only access to Firebird data…
38618
Motasaith
Enables image upscaling, face enhancement, and background removal via public im…
N/A N/A
38619
dvcrn
Enables AI tools like Cline to manage Linear issues, projects, and teams via th…
38620
RyutoYoda
Enables Claude Desktop to interact with freee accounting API for expense regist…
N/A N/A
38621
Jonnyton
Workflow Claim
Create, browse, remix, collaborate on, and run durable AI workflow nodes from M…
38622
cgoinglove
Provides location-based place recommendations in South Korea using the Kakao Ma…
38623
axel-belfort
CSV parsing API for AI agents. Convert CSV data to JSON array with auto-detecti…
81
38624
NARAVINDR321
Enables LLMs to retrieve, analyze, and visualize stock prices and financial rep…
81
38625
nitrocloudofficial
NitroStack Claim
A Python framework for building MCP servers with modular architecture, dependen…
38626
CSOAI-ORG
git-helper-ai-mcp MCP server by MEOK AI Labs
N/A N/A
38627
cbuntingde
A local-first MCP server for generating production-ready React UI components en…
N/A N/A 95
38628
Dhi13man
oorep-mcp Claim
MCP server and TypeScript SDK for OOREP homeopathic repertory and materia medic…
N/A N/A
38629
pipeworx-io
mcp-uniprot Claim
Provides access to UniProt protein sequence and function knowledge base, enabli…
38630
john-walkoe
A high-performance MCP server for the USPTO Patent File Wrapper API with contex…
N/A N/A
38631
gautamrajur
MCP server for Splitwise. Enables creating and managing expenses, splits, and g…
38632
nikan
elorus-mcp Claim
MCP server for the Elorus invoicing and accounting platform, enabling AI assist…
38633
sandersouza
Enables MCP-compatible agents to interact with Grafana instances for searching,…
38634
octoparse
Official Octoparse MCP server for template discovery, cloud tasks, and structur…
38635
HYPD-AI
Read-only MCP server for the OpenAI Ads API: campaigns, ad groups, ads, and ins…
N/A N/A
38636
Marsmanleo
MarsNMe Claim
Agent-agnostic memory backend that preserves continuity between humans and AI o…
N/A N/A
38637
ardev-lab
Transparent rule-based GitHub fake-star detector — LOW/MEDIUM/HIGH with per-rul…
N/A N/A
38638
jean-johnson-zwix
arm-code-mcp Claim
MCP server for Arm64 Linux performance: parse perf output, suggest NEON intrins…
N/A N/A
38639
openstockdata
MCP server exposing 43 financial data tools for A-share, HK, US stocks, crypto,…
38640
abyssbugg
Provider-neutral Vision MCP Server — image analysis via 10 inference providers …
38641
Unfold-it
Connect AI assistants to Unfold It -- create goals with AI-generated plans, age…
38642
ohneben
Enables AI assistants to manage BuchhaltungsButler bookkeeping through all 48 A…
38643
CSOAI-ORG
habit-tracker-ai-mcp MCP server by MEOK AI Labs
N/A N/A
38644
maksdizzy
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
38645
mw-jeong
MCP server for natural language analysis of baseball league data, enabling team…
N/A N/A
38646 N/A N/A 95
38647
cs50victor
claude-teams Claim
MCP server that enables multi-agent collaboration with task lists, inter-agent …
N/A N/A
38648
GT-dinuo
Server ops MCP: logs, monitoring, code edit, Nginx & certs. Local + SSH, confir…
N/A N/A
38649
thinktraveller
Unifies academic literature retrieval from multiple sources like Scopus, ArXiv,…
95
38650
plori-ai
plori Claim
Create and drive plori cloud agents and workflows over MCP; each agent has its …
Showing 38601–38650 of 67181 servers
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