MCP Server Quality Scores

Independent quality analysis of 62421 public MCP servers

62421
Discovered
30118
Scored
2112
Verified
16953
Complete

Last updated 40 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
33551
gkanogiannis
An MCP server that interfaces with Gigwa for genotyping data import, analysis, …
N/A N/A
33552
FunplayAI
stdio bridge for the local Godot Editor MCP server from FunplayAI/funplay-godot…
N/A N/A
33553
markusvankempen
Connect AI assistants to IBM Code Engine for project, app, build, job, and runt…
N/A N/A
33554
LinGeorge2
Enables keyword monitoring, sentiment collection, AI analysis, and report gener…
N/A N/A
33555
cyanheads
Search, compare, and analyze U.S. college data — costs, earnings, programs, and…
N/A N/A
33556
deermakov
MCP server that provides tools to read JSON files and query data using jsonPath…
N/A N/A
33557
in-memoria Claim 1
Persistent codebase intelligence that gives AI assistants memory across sessions
N/A N/A 69
33558
abrahamADSK
fpt-mcp Claim
MCP server for Autodesk Flow Production Tracking (ShotGrid) enabling AI assista…
N/A N/A
33559
skeeminator
MCP server for the Overlord C2 framework that gives AI agents 66+ tools for man…
N/A N/A
33560
kokohbudi
Enables AI agents to securely authenticate with Google Tasks and perform full C…
N/A N/A
33561
salus-ryan
Virtualize Claim
Free, cross-platform VM orchestration for AI workflows with built-in MCP integr…
N/A N/A
33562
sebastian1747
Search for local businesses worldwide. Structured data optimized for AI agents.…
81
33563
llmops-pro
nwc-mcp Claim
MCP server exposing a Lightning wallet to LLM agents over Nostr Wallet Connect …
33564
centkim177-debug
sex Claim
N/A N/A 95
33565
myNameArnav
adb-mcp Claim
MCP server for controlling Android devices over ADB, using direct commands and …
N/A N/A
33566
Angeltooth
Enables Claude to search, analyze, and provide detailed information about gambl…
N/A N/A
33567
avellane-snit922
MCP server for the RustChain blockchain and BoTTube video platform, enabling AI…
N/A N/A
33568
techskies11
datadog-mcp Claim
Enables AI assistants to search logs, query metrics, manage dashboards, analyze…
33569
delt4d
Enables AI models to search and read topics from the Sankhya community discussi…
N/A N/A
33570
afikrim
x-mcp-server Claim
Enables reading public X (Twitter) content like profiles, tweets, and search re…
33571
lovelyXiaoQi
An MCP server that captures and analyzes function-level profiling data from Net…
N/A N/A
33572
ouzlifaneyassine1-dot
onyx MCP Claim
Local MCP server that gives AI agents 44 engine tools to build, run, and debug …
N/A N/A
33573
gagandeeppra
MCP server for querying logs from observability platforms with unified search a…
N/A N/A 83
33574
varnierg
MCP server that enables AI assistants to manage Azure DevOps resources includin…
N/A N/A
33575
ContentWriterco
Compabase Claim
MCP server for 3M+ Polish companies — KRS & CEIDG financials, ownership, and in…
33576
Bequall
Enables AI assistants to provide information about Bequall's services for real …
33577
darrengruber
fsastore-mcp Claim
Enables AI agents to search FSA-eligible products on fsastore.com, add them to …
33578
NexusX-MCP
An MCP server for interacting with the Twitter/X API v2, enabling AI assistants…
33579
DemandSphereDev
Connects AI assistants to the DemandSphere search intelligence platform, enabli…
N/A N/A
33580 N/A N/A 95
33581
tjwodud04
mcp-tour Claim
Integrates the Korea Tourism Organization's API to provide tourist spot recomme…
33582
aserper
spark-mcp Claim
MCP server for the Spark Membership platform enabling class scheduling, booking…
33583
dholliday3
Running-first MCP server for COROS that allows authoring, editing, and scheduli…
N/A N/A
33584
Tchoow
Enables querying and managing Rybbit Analytics directly from Claude Code, with …
N/A N/A
33585
Leonfinn
Exposes Together AI's inference endpoints (chat, image generation, vision, embe…
N/A N/A
33586
proofjson
A local MCP server that integrates ProofJSON to assess invoices before payment,…
N/A N/A
33587
mateusoliveirab
Acts as a unified dispatch hub for local coding agent CLIs, supporting capabili…
N/A N/A
33588
NomadsResearch
Provides a memory layer for personal agents, enabling MCP-compatible agents to …
33589
lyw405
An MCP server that recommends UI components and utility methods from private co…
N/A N/A
33590
sysarmy
Provides information about Nerdearla events, speakers, and sessions, enabling n…
33591
skjortan23
Enables management and analysis of AWS security groups, S3 buckets, and VPC con…
33592
skax-joonho-park
Configurable MCP server for cafeteria menu lookup.
33593
SnipMCP
thinchain Claim
MCP server that sanitizes bad broker data and compresses options chains 95% for…
N/A N/A
33594
cics-bridge-mcp Claim 1
Bridge IBM CICS mainframe transactions to ONE OS — parse, map, govern (SOX / PC…
N/A N/A 81
33595
chris-trag
MCP server for integrating Common Room API with Amazon Q CLI and Claude Code, e…
33596
Matheuscruztj
Provides personalized travel recommendations by analyzing climate, currency exc…
N/A N/A
33597
koalyptus
ls-apis-mcp Claim
MCP server for searching and discovering 4,000+ public APIs
N/A N/A
33598
rahulrajaram
gptqueue Claim
Enables AI agents to discover each other and exchange typed messages through a …
N/A N/A
33599
elfensky
apple-mcp Claim
A unified MCP server for macOS native apps, currently supporting Calendar and R…
N/A N/A
33600
spedas
spedas-mcp Claim
Unified SPEDAS-oriented MCP server for Claude Code and Codex agents, providing …
N/A N/A
Showing 33551–33600 of 62421 servers
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