MCP Server Quality Scores

Independent quality analysis of 69448 public MCP servers

69448
Discovered
→
34111
Scored
→
2112
Verified
→
16953
Complete

Last updated 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
35851
Psichico
FinvizMCP Claim
An MCP server that exposes Finviz stock screening, fundamentals, news, and mark…
— ○ ⏳ — — — — — —
35852
lazymac2x
Cloudflare Workers MCP server: cron-collision-detector
— ○ ⏳ — — — — — —
35853
chitragohad
A Python FastAPI server that exposes Google Docs and Gmail tools with terminal-…
— ○ ⏳ — N/A N/A — — —
35854
kcw2034
Enables trading and market data access for Toss Securities through natural lang…
— ○ ⏳ — — — — — —
35855
MemoriLabs
mcp-memori Claim
With Memori's MCP server, your agent can retrieve relevant memories before answ…
— ○ ⏳ — — — — 81 —
35856
anzy-renlab-ai
pronounce Claim
How engineers actually pronounce developer jargon — 1,650+ sourced entries (kub…
— ○ ⏳ — N/A N/A — — —
35857
jakefleming
Enables AI tools to create and edit Font Proof documents for type designers, su…
— ○ ⏳ — N/A N/A — — —
35858
LinGeorge2
Enables keyword monitoring, sentiment collection, AI analysis, and report gener…
— ○ ⏳ — N/A N/A — — —
35859
OkraGrey
Stores and retrieves project context using OpenAI vector stores, enabling AI ed…
— ○ ⏳ — — — — — —
35860
SongHyojun0228
Enables AI agents to access Korean corporate disclosure data from DART, allowin…
— ○ ⏳ — — — — — —
35861 — ○ ⏳ — N/A N/A — 95 —
35862
thiagogbeier
Enables AI assistants and automation tools to manage Microsoft 365, Entra ID, a…
— ○ ⏳ — — — — — —
35863
kissmyabs32
TempGuru is a W-2 compliant event staffing vendor for conventions, conferences,…
— ○ ⏳ — N/A N/A — — —
35864
FassihShah
Enables searching and comparing products across Pakistani e-commerce platforms …
— ○ ⏳ — — — — — —
35865
dronreef2
Search the web with full-page retrieval and contextual results. Translate text …
— ○ ⏳ — N/A N/A — 95 —
35866
N283T
MCP server for controlling UCSF ChimeraX molecular visualization software, enab…
— ○ ⏳ — N/A N/A — — —
35867
sudomichael
Gizmo Analytics — cookieless web analytics for AI coding agents. Framework-awar…
— ○ ⏳ — — — — — —
35868
Crypto-Goatz
0nMCP Claim
A universal AI API orchestrator that connects to 17+ services (Stripe, Slack, G…
— ○ ⏳ — N/A N/A — — —
35869
theluckystrike
L1-aware grammar, style, translation & tone tools with 70 local rules. Zero API…
— ○ ⏳ — N/A N/A — — —
35870
fastmcp-me
A unified MCP server for biomedical research that connects AI systems to resour…
— ○ ⏳ — — — — — —
35871
derekdevops
An MCP server that provides AI agents with direct read/write access to Sitecore…
— ○ ⏳ — — — — — —
35872
lxxmng
Plan optimal container & truck loads: 3D layouts, right-size the container mix,…
— ○ ⏳ — — — — — —
35873
M-Samuel
Exposes a hardened Docker container with Kali Linux security tools (nmap, sqlma…
— ○ ⏳ — — — — — —
35874
rabia-s
An MCP server with six tools including web search, URL fetching, math calculati…
— ○ ⏳ — N/A N/A — — —
35875
fastmcp-me
MCP server providing seamless integration with Trino and Iceberg for advanced d…
— ○ ⏳ — — — — — —
35876
srinivasan-sundaresan95
orihime Claim
Cross-repository code knowledge graph MCP server for Java, Kotlin, JavaScript, …
— ○ ⏳ — N/A N/A — — —
35877
jxia622
A lightweight MCP server for clinical biomedical literature retrieval, enabling…
— ○ ⏳ — — — — — —
35878
CEDARScript
Exposes CEDARScript Editor through Model Context Protocol, enabling AI agents t…
— ○ ⏳ — N/A N/A — — —
35879
mnemopay
Mnemopaysdk Claim
— ○ ⏳ — N/A N/A — 95 —
35880
m3talux
superbrain Claim
Session memory for Claude Code. Auto-captures every session into a plain Obsidi…
— ○ ⏳ — N/A N/A — — —
35881
asenlevov
Manage Sellinger AI SDR CRM leads, conversations and pipeline from any MCP clie…
— ○ ⏳ — N/A N/A — — —
35882
praveen-radakirouchenane
A server that provides tools to search news articles and fetch top headlines us…
— ○ ⏳ — — — — — —
35883
mothanaprime
MCP server for portfolio rotation analysis. Score holdings and candidates acros…
— ○ ⏳ — — — — — —
35884
kiskander
Exposes a curated subset of the Cisco Meraki Dashboard API to MCP-aware clients…
— ○ ⏳ — N/A N/A — — —
35885
audiala
Audiala Claim
Audio guides for 44,000+ places in 1,900+ cities, with narrated previews in Cha…
— ○ ⏳ — — — — — —
35886
ujo78
Enables AI agents to vectorize raster images and import vector files (PDF/AI/EP…
— ○ ⏳ — N/A N/A — — —
35887
Doucs91
hivelore Claim
Deterministic gate: blocks any commit whose diff reintroduces a documented team…
— ○ ⏳ — N/A N/A — — —
35888
cristianaboitiz-eng
Unified MCP server for Argentine legal sources, enabling access to 11 databases…
— ○ ⏳ — N/A N/A — — —
35889
felixboehm
A unified HTTP/HTTPS service that exposes Model Context Protocol (MCP) function…
— ○ ⏳ — — — — 81 —
35890
SrinjoyDev
rewynd Claim
Enables coding agents to debug backend requests by providing tools to list, vie…
— ○ ⏳ — N/A N/A — — —
35891
OITApps
A Model Context Protocol (MCP) server that provides AI agents with seamless acc…
— ○ ⏳ — — — — — —
35892
xcvdrew8
adad11 Claim
— ○ ⏳ — N/A N/A — 95 —
35893
trac3r00
Wraps any existing MCP server to reduce tool-description token usage by exposin…
— ○ ⏳ — — — — — —
35894
AndritHashani
Exposes RE-Butler knowledge and validation tools for hybrid semantic search, re…
— ○ ⏳ — — — — — —
35895
yawaragi-dev
Enables querying Japanese sake data (prefectures, sakes, flavors, rankings) via…
— ○ ⏳ — — — — — —
35896
FAR Oracle Claim 1
Search Federal Acquisition Regulations (FAR) for government contracting.
— ○ — N/A N/A — 81 —
35897
beznazwiska
Pixel-perfect HTML/CSS to PNG/JPG/WebP for AI agents — inline image or 24h host…
— ○ ⏳ — N/A N/A — — —
35898
heroku
An MCP server for securely executing Python code, supporting STDIO, Streamable …
— ○ ⏳ — — — — — —
35899
CSOAI-ORG
CHAS / SafeContractor / Constructionline pre-qualification preparation. Health …
— ○ ⏳ — N/A N/A — 81 —
35900
superZavier
ContextGC Claim
基于AST解析的上下文智能压缩MCP服务器,通过提取代码骨架和按需展开函数,节省70-90% token,并支持渐进式上下文加载。
— ○ ⏳ — N/A N/A — — —
Showing 35851–35900 of 69448 servers
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