MCP Server Quality Scores

Independent quality analysis of 69182 public MCP servers

69182
Discovered
→
33868
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
51851
mjmarrazzo
Spectacle Claim
An MCP server that lets Claude query, search, and explore OpenAPI specification…
— ○ ⏳ — N/A N/A — — —
51852
eugeneoh04
Enables LLMs to autonomously query AWS CloudWatch Logs and perform structured r…
— ○ ⏳ — — — — — —
51853
DrEjazAhmed
14 utility tools via the PublicSoftTools API: QR code generation, PDF compress/…
— ○ ⏳ — — — — — —
51854
chibitek
Mochii work graph: projects, tasks, meetings. Stiki OAuth. Not Nexus memory.
— ○ ⏳ — — — — — —
51855
Conceptual-Machines
Enables AI assistants to search and retrieve detailed documentation for Trackti…
— ○ ⏳ — N/A N/A — — —
51856
aashnakunk
fastf1-mcp Claim
A local MCP server that gives Claude (or any MCP-compatible AI client) access t…
— ○ ⏳ — N/A N/A — — —
51857
Shudufhadzo
A server that allows users to interact with PostHog analytics platform through …
— ○ ⏳ — — — — 81 —
51858
oskar
peek-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
51859
leemwood
A file management MCP server enabling complete file and directory operations, i…
— ○ ⏳ — N/A N/A — — —
51860
zeative
zaileys-mcp Claim
Enables AI agents to control WhatsApp, including sending messages and media, re…
— ○ ⏳ — N/A N/A — — —
51861
Hzzy2O
Generate high-quality images using AI with seamless integration into your appli…
— ○ ⏳ — N/A N/A — 95 —
51862
jeremyclee
Provides real-time Dexcom CGM glucose data to MCP clients via the unofficial Sh…
— ○ ⏳ — N/A N/A — — —
51863
prak16
Install + verify the panini-connector SDK on self-hosted sites, driven by AI ag…
— ○ ⏳ — N/A N/A — — —
51864
pipeworx-io
Jina AI Reader/Search MCP that turns any URL into clean LLM-ready markdown and …
— ○ ⏳ — — — — — —
51865
guillermo-salas
Ask the Market Anything. Stock & ETF Scoring Get the Danelfin AI Score (1–10) …
— ○ ⏳ — — — — 81 —
51866
MCP server for Gearlynx Atari Lynx emulator
— ○ — N/A N/A — 81 —
51867
lucaluca-04
A read-only Model Context Protocol server for Hyperliquid that exposes over 30 …
— ○ ⏳ — — — — — —
51868
gu-dsan6725
Exposes World Bank development data to AI agents via local CSV resources and li…
— ○ ⏳ — — — — — —
51869
0xthaner
reputa Claim
Reputa: wallet risk & security plus DeFi cover (insurance) analyses, paid via x…
— ○ ⏳ — N/A N/A — — —
51870
darkw3bb
Enables AI-assisted GameMaker project development in Cursor IDE, allowing users…
— ○ ⏳ — N/A N/A — — —
51871
danielsimonjr
Enables interaction with Substack publications through natural conversation, al…
— ○ ⏳ — — — — 81 —
51872
ZachHandley
Connects Blender to Claude AI through the Model Context Protocol for AI-assiste…
— ○ ⏳ — N/A N/A — — —
51873
DiversioTeam
gemini-mcp Claim
A Model Context Protocol server that wraps the Gemini CLI, enabling AI assistan…
— ○ ⏳ — N/A N/A — — —
51874
babasida246
Intelligent multi-model orchestrator with dynamic routing that optimizes AI cos…
— ○ ⏳ — — — — 81 —
51875
sevesogit
Provides real-time access to Montreal's Bixi bike-sharing data through the GBFS…
— ○ ⏳ — — — — — —
51876
Buxiulei
nbdpsy-mcp Claim
MCP server for managing Xiaohongshu (Little Red Book) account matrix operations…
— ○ ⏳ — — — — — —
51877
datakoot
CVE lookups (NVD) and dependency-manifest audits (OSV) for AI agents. No API ke…
— ○ ⏳ — — — — — —
51878
geniuskey
Enables AI assistants to create, edit, and view GDS layout files using KLayout,…
— ○ ⏳ — N/A N/A — — —
51879
Apageoflove
Enables document-based Q&A with multi-modal RAG, hybrid retrieval, knowledge gr…
— ○ ⏳ — N/A N/A — — —
51880
luke-fairbanks
Enables AI agents to discover, configure, and manage local development servers.…
— ○ ⏳ — N/A N/A — — —
51881
NguyenTrinh3008
Auto-converts FastAPI endpoints into MCP tools for semantic search, data ingest…
— ○ ⏳ — — — — 81 —
51882
dashw00d
Connects AI agents to anonymous strangers for asking and answering questions in…
— ○ ⏳ — N/A N/A — — —
51883
lleontor705
MCP server for multi-agent AI systems providing mailbox messaging, A2A task del…
— ○ ⏳ — N/A N/A — — —
51884
xiaobenyang-com
whois-mcp Claim
Look up domain registration details across 1,260+ TLDs, including registrar, re…
— ○ ⏳ — N/A N/A — 95 —
51885
dealenx
shadcn Claim
This MCP server provides tools to install and manage shadcn/ui components direc…
— ○ ⏳ — N/A N/A — — —
51886
danioni
Scheduling, availability, clients, billing and CRM for appointment-based servic…
— ○ ⏳ — — — — — —
51887
yifanyifan897645
codescan-mcp Claim
Scans codebases for TODOs, FIXMEs, code complexity, file stats, and dependencie…
— ○ ⏳ — N/A N/A — — —
51888
golden-horizon
Enables SOC analysts to analyze security incidents, map to MITRE ATT&CK, calcul…
— ○ ⏳ — N/A N/A — 95 —
51889
tamasPetki
Local-first crypto portfolio aggregation across exchanges (Bybit, Binance), EVM…
— ○ ⏳ — — — — — —
51890
xiaobenyang-com
db-map Claim
— ○ ⏳ — N/A N/A — 95 —
51891
Umeshmalik
Search Umesh Malik's blog, fetch posts as Markdown, list topics, get his profil…
— ○ ⏳ — — — — — —
51892
linkrobins
Provides MCP-compatible AI clients with full access to a Flarum forum's API, en…
— ○ ⏳ — — — — — —
51893
jobspipe
JobsPipe Claim
Live job postings from 30+ ATS feeds and job boards, one schema. Live results n…
— ○ ⏳ — — — — — —
51894
XingtongCai
A framework that supports stdio, streamable HTTP, and SSE protocols for MCP ser…
— ○ ⏳ — — — — — —
51895
JigsawStack
Generate images from text using advanced AI models. Learn more about jigsawstac…
— ○ ⏳ — N/A N/A — 95 —
51896
preangelleo
Enables AI-powered Ghost CMS blog management through Claude Desktop with conten…
— ○ ⏳ — — — — 81 —
51897
rendi-febrian
Enables AI assistants to explore MySQL database schema — tables, columns, forei…
— ○ ⏳ — — — — — —
51898
drolosoft
go-docs-mcp Claim
Multi-format document MCP server — read, search, OCR, and extract from PDF, TXT…
— ○ ⏳ — N/A N/A — — —
51899
carrasquelalex1
Fetch any URL and get clean Markdown. Web scraping for AI agents.
— ○ ⏳ — — — — — —
51900
timememe
Shared voxel world for AI agents. Extend First Light at the world centre over H…
— ○ ⏳ — — — — — —
Showing 51851–51900 of 69182 servers