MCP Server Quality Scores

Independent quality analysis of 33537 public MCP servers

33537
Discovered
26731
Scored
1664
Verified
16957
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
30951
Arkya-AI
Anchor MCP Claim
Provides persistent, local-first long-term memory for LLMs using Voronoi-partit…
N/A N/A 95
30952
shoumikdc
Say Hello Claim
Create personalized greetings for anyone by name. Switch on Pirate Mode for fun…
N/A N/A 95
30953
pipeworx-io
temperature-random MCP — wraps StupidAPIs (requires X-API-Key)
30954
@Ruiren1
mcp_project Claim
N/A N/A 95
30955
axel-belfort
Color palette generation API for AI agents. Generate harmonious palettes from a…
81
30956
amrinder847
An MCP server exposing 8 Solana, crypto, and macro tools to any MCP client (Cla…
N/A N/A
30957
ngcdan
An MCP server that enables Claude to directly access and manage email through I…
30958
ai-caseylai
Enables seamless integration with WhatsApp through the Model Context Protocol, …
81
30959
davisdiehl
Enables browser automation and debugging through the Riddle API, including taki…
81
30960
An i18n github action for language translate
N/A N/A 72
30961
jbutcher21
Enables entity resolution capabilities through the Senzing SDK, allowing AI ass…
N/A N/A 95
30962
williamzujkowski
nexus-agents Claim
nexus-agents makes your AI coding tools work together intelligently. It coordin…
30963
yahia
branddev Claim
N/A N/A 95
30964
MCP server for Gearlynx Atari Lynx emulator
N/A N/A 81
30965
optimusbasti
Enables users to manage CRM leads, opportunities, projects, tasks, and sales re…
30966
Open-Scout
OnePager Claim
Create and publish one-pagers and boards for your organization. Upload images f…
N/A N/A 95
30967
pickstar-2002
Enables comprehensive video file metadata management including reading, editing…
N/A N/A 95
30968
josephtandle
Enables AI assistants to download TikTok videos without watermarks, analyze cre…
30969
valente5000
bravelabs Claim
N/A N/A 95
30970
shark-bot-0118
An MCP server that automatically generates static websites from natural languag…
N/A N/A 95
30971
parnerkarsharang
swarmhaul Claim
Multi-agent coordination protocol on Solana. AI agents self-organize into swarm…
81
30972
axel-belfort
CSV parsing API for AI agents. Convert CSV data to JSON array with auto-detecti…
30973
gul-tekinmuhendislik
Ürünler, projeler, blog yazıları, markalar, hizmetler ve kategoriler için okuma…
N/A N/A 95
30974
Beerspitnight
Enables Claude Code CLI or Desktop to interact with Spotify for playlist curati…
N/A N/A
30975
mcp-developers Claim 1
Gaudio Lab Audio AI — Stem Separation, DME Separation, AI Text Sync
N/A N/A 69
30976
camcarre
hevymcp Claim
N/A N/A
30977
junct-bot
Hyperliquid - 2 tools for perpetuals, options, and position data
30978
MeeraMendhe
MCP Chat Claim
A command-line interface application enabling interactive chat with AI models v…
30979
0xUXDesign
pharaoh Claim
Hosted MCP server that parses TypeScript and Python codebases into Neo4j knowle…
81
30980
pipeworx-io
artic Claim
Art Institute of Chicago MCP — wraps the ARTIC public API (free, no auth)
30981 N/A N/A 95
30982
MichaelLJessop
DeepMap AI Claim
Multi-hazard geophysical risk scoring, prediction, weather, insurance, and clim…
N/A N/A 83
30983
jinpyo.yi
ask_her Claim
N/A N/A 95
30984
keremurat
JSON Diff Claim
Compare two JSON files deeply, ignoring order, to surface every difference. Get…
N/A N/A 95
30985
kontakt-qy0g
"Semantic search over 50,000+ recipes using hybrid dense+sparse retrieval with …
81
30986
bughide010
hide12131232 Claim
N/A N/A 95
30987
tpptrafficpump
LeafEngines is an agricultural intelligence MCP server that provides comprehens…
N/A N/A
30988
anki-mcp-server Claim 1
MCP server enabling LLMs to interact with Anki flashcard software through AnkiC…
N/A N/A 81
30989
rajabohemia94729
fdfd Claim
N/A N/A 95
30990
seanshin0214
QualAI Claim
AI-powered qualitative research analysis server that provides 20 specialized to…
N/A N/A 95
30991 N/A N/A
30992
benedikt-mh4x
AI cover letter generation for agents. 5 composable tools that analyze job post…
81
30993
Nexus-Digital-Automations
A comprehensive Node.js server implementing Model Context Protocol (MCP) that e…
81
30994
fellgar246
hr-faq-rag Claim
MCP server that enables querying an HR FAQ document via RAG, returning accurate…
N/A N/A
30995
kb_mcp
biai Claim
N/A N/A
30996
oliver-charles-rene-grabner-hju9
Composer Claim
<p align="center"> <img src="https://github.com/OliverGrabner/composer-mcp/ra…
N/A N/A
30997
marcserrat
Provides AI assistants with access to the SoftwareOne Marketplace API, enabling…
81
30998
ackbarguppi-ai
Enables AI assistants to manage Thinkific sites through the REST Admin API, pro…
30999
gott150
obsidian Claim
N/A N/A 95
31000
FAR Oracle Claim 1
Search Federal Acquisition Regulations (FAR) for government contracting.
N/A N/A 81
Showing 30951–31000 of 33537 servers
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