MCP Server Quality Scores

Independent quality analysis of 69400 public MCP servers

69400
Discovered
→
34016
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 42 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
38501
jamaljsr
Model Context Protocol (MCP) server for Polar Lightning that enables AI assista…
— ○ ⏳ — N/A N/A — — —
38502
Hobbydefiningdoctory
capman-mcp Claim
Exposes capman capability manifests as typed, governed MCP tools for use with C…
— ○ ⏳ — N/A N/A — — —
38503
mhqamx
X-MCP Claim
A Node.js MCP server for X/Twitter that enables user profile queries, tweet sea…
— ○ ⏳ — N/A N/A — — —
38504
Zuga-luga
MCP Sentinel Claim
Runtime call-chain anomaly monitor for MCP servers that detects emergent attack…
— ○ ⏳ — — — — — —
38505
arrrnmp
discord-mcp Claim
Control your Discord server with AI. Lets you manage channels, roles, members, …
— ○ ⏳ — — — — — —
38506
pierreosbeck-cmd
A local MCP server for managing SaaS projects with planning, operations, and se…
— ○ ⏳ — N/A N/A — — —
38507
letsship
SHIP Claim
Assign Linear, Jira or GitHub issues to an AI coding agent team that plans, bui…
— ○ ⏳ — — — — — —
38508
mariakasimceva0305-ux
Local service for currency rates and conversion using MCP and agent layer. Acce…
— ○ ⏳ — — — — 81 —
38509
weekend-project-space
Enables RSS feed management using the Fever API, supporting retrieval of feeds,…
— ○ ⏳ — — — — — —
38510
Rentalot-ai
MCP server for the Rentalot API. Manage rental properties, contacts, showings, …
— ○ ⏳ — — — — — —
38511
Bigred97
aemo-mcp Claim
Query the AEMO NEM in plain English — 5-min prices, demand, generation, rooftop…
— ○ ⏳ — N/A N/A — — —
38512
fritzprix
yfin-mcp Claim
An enhanced Yahoo Finance MCP server with pagination, caching, and LLM-optimize…
— ○ ⏳ — — — — — —
38513
yingkiat
Enables natural language querying of Microsoft Fabric Data Warehouses with inte…
— ○ ⏳ — — — — 81 —
38514 — ○ ⏳ — N/A N/A — 95 —
38515
kofujimura
tctc-mcp Claim
Exposes ERC-7303 token-controlled roles to AI agents, enabling permission check…
— ○ ⏳ — — — — — —
38516
makkoncept
Enables analysis of FitNotes workout data through an LLM, providing insights on…
— ○ ⏳ — N/A N/A — — —
38517
codician-team
growmos Claim
Living knowledge graph for your repo: query with citations, remember/link facts…
— ○ ⏳ — N/A N/A — — —
38518
Kart-ing
Provides a find_solution tool that retrieves verified, compressed coding soluti…
— ○ ⏳ — N/A N/A — — —
38519
goshippo
Shippo Claim
Multi-carrier shipping for AI agents: compare rates, buy labels, track packages…
— ○ ⏳ — — — — — —
38520
svgicons-com
320K+ open-source SVG icons: 12 tools, anonymous metadata search; SVG, exports,…
— ○ ⏳ — — — — — —
38521
mambalabsdev
Build a company list from live hiring data or from US SEC filings mentioning a …
— ○ ⏳ — N/A N/A — — —
38522
ViGi-P
lucide-mcp Claim
Enables searching Lucide icons by keyword tags, returning best-matching icon na…
— ○ ⏳ — N/A N/A — — —
38523
zz6zz666
Enables agent-style remote development over SSH with file operations and comman…
— ○ ⏳ — N/A N/A — — —
38524
corralimited
mcp Claim
Visual-diff & change-detection tools that catch agentic UI drift for coding age…
— ○ ⏳ — N/A N/A — — —
38525
attilad
An MCP server that integrates with the BoardGameGeek XML API, allowing Claude t…
— ○ ⏳ — — — — 81 —
38526
patrickfreyer
Enables LLMs to directly query and interact with Snowflake databases, supportin…
— ○ ⏳ — — — — — —
38527
kht6163
Enables code analysis of JavaScript, TypeScript, TSX, Python, and Rust files us…
— ○ ⏳ — N/A N/A — — —
38528
DrishtantKaushal
Model Context Protocol server for Langfuse observability. Query traces, analyze…
— ○ ⏳ — — — — — —
38529
ruandwrd
Enables LLMs to fetch and process web page contents by providing tools to retri…
— ○ ⏳ — — — — — —
38530
ssjunior
0-mcp Claim
Turns Django models into MCP tools and a REST API from a single class, and can …
— ○ ⏳ — — — — 81 —
38531
yusaaztrk
Provides tools to get random zoo animals, search by name, and filter by type, r…
— ○ ⏳ — — — — 81 —
38532
UniProt MCP Claim 1
Read-only UniProtKB via MCP (entries, sequences, features, GO, taxonomy, ID map…
— ○ — N/A N/A — 81 —
38533
kwhittenberger
A Model Context Protocol server for Huly issue tracking with full CRUD support,…
— ○ ⏳ — — — — — —
38534
nexus-xyz
Enables AI agents to interact with the Nexus blockchain, providing tools for qu…
— ○ ⏳ — N/A N/A — 95 —
38535
ysthink
Node.js server implementing Model Context Protocol (MCP) for filesystem operati…
— ○ ⏳ — N/A N/A — — —
38536
sakshi-rumsan
MCP Quadrant Claim
Enables document storage and semantic search with geospatial filtering using Qd…
— ○ ⏳ — N/A N/A — — —
38537
111-test-111
A Python-based MCP server providing mathematical computation tools and plotting…
— ○ ⏳ — N/A N/A — — —
38538
team23gm
Honest monetary data for AI agents. Inflation, M2 vs CPI, Bitcoin vs dollar. No…
— ○ ⏳ — N/A N/A — — —
38539
TocharianOU
jira-mcp Claim
Enables issue search, creation, updates, comments, status transitions, and proj…
— ○ ⏳ — — — — — —
38540
dwin-gharibi
MCP server wrapping Roshan AI's Fahm Persian language service, enabling chat, t…
— ○ ⏳ — — — — — —
38541
signaltech-org
Discover and call every paid API on the bolthub marketplace with automatic L402…
— ○ ⏳ — N/A N/A — — —
38542
stephen37
Enables LLMs to interact with Milvus vector database for search, query, and col…
— ○ ⏳ — — — — — —
38543
merciless-artist
serverclaude Claim
— ○ ⏳ — N/A N/A — 95 —
38544
valentin-harrang
Enables scaffolding and managing Clean Architecture in Next.js projects, provid…
— ○ ⏳ — N/A N/A — — —
38545
DenUsenko
Connects Claude Desktop to real-time stock market data via Finnhub API, enablin…
— ○ ⏳ — — — — — —
38546
anomal3
Local, free MCP server for brand logo search and shadcn/ui component search & s…
— ○ ⏳ — N/A N/A — — —
38547
islobodan
Cruncher Claim
Scientific calculator MCP server with 43 tools: arithmetic, trig, stats, unit c…
— ○ ⏳ — N/A N/A — 95 —
38548
rishbjain1
studio-mcp Claim
Enables LLM agents to orchestrate a film production pipeline from brief to fina…
— ○ ⏳ — N/A N/A — — —
38549
seekr-sh
Enables web search through Google and Wikipedia plus content extraction from an…
— ○ ⏳ — — — — 81 —
38550
Find verified appliance repair, HVAC, and plumbing technicians by location and …
— ○ — N/A N/A — 81 —
Showing 38501–38550 of 69400 servers
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