MCP Server Quality Scores

Independent quality analysis of 69343 public MCP servers

69343
Discovered
→
33980
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 24 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
28401
deepakjdp
A browser-accessible Model Context Protocol server that enables AI assistants t…
B 72 3⁄4 ◔ ⏳ 92 — — 27 81 —
28402
catoncat
Enables Notion AI to interact with local files, execute shell commands, and del…
B 72 3⁄4 ◔ ⏳ 72 — — 60 81 —
28403
HemmaBo-se
Host-owned vacation-rental direct booking via VRP. Signed offers, 0% commission…
B 72 3⁄5 ◔ ⏳ — 76 78 — 61 —
28404
slashdevcorpse
Oura MCP Server ⚡ Claim
Enables AI assistants to access Oura Ring health data including sleep, readines…
B 72 3⁄4 ◔ ⏳ 84 — — 42 81 —
28405
pdf-generator Claim 1
Generate PDFs from Markdown or HTML. Zero-auth, agent-native. Returns base64-en…
B 72 3⁄5 ◔ — 100 49 — 67 —
28406
alexfleetcommander
Cryptographic provenance, bilateral blind reputation scoring, and tamper-eviden…
B 72 3⁄4 ◔ ⏳ 72 — — 62 81 —
28407
infersports Claim 1
Sharp Asian odds + opening-line (初盘) movement for agents: 6 Asian books + Pinna…
B 72 3⁄5 ◔ — 66 84 — 67 —
28408
damocjwj
Minecraft Ops MCP ⚡ Claim 1
An MCP server for managing and operating Minecraft servers through multiple bac…
B 72 3⁄4 ◔ ⏳ 73 — — 60 81 —
28409
catrinmdonnelly
royalmail-mcp ⚡ Claim
Book, label, track and cancel Royal Mail and Parcelforce shipments. 33 UK and i…
B 72 3⁄4 ◔ ⏳ 72 — — 61 81 —
28410
Search and book appointments at service businesses across Uzbekistan.
B 72 2⁄5 ◔ — — 76 — 67 —
28411
fmepm
Connect AI agents to Oracle EPM Cloud (Planning, PBCS, EPBCS) via REST APIs. Au…
B 72 3⁄4 ◔ ⏳ 76 — — 54 81 —
28412
entroute
EntRoute ⚡ Claim 2
Discover and call pay-per-request (x402) APIs, ranked by reliability, latency a…
B 72 3⁄4 ◔ ⏳ 81 — — 45 81 —
28413
Mozaika Claim 1
Design references for coding agents: real product screens, sections and decoded…
B 72 3⁄5 ◔ — 62 86 — 67 —
28414
annondeveloper
ui-kit ⚡ Claim
Native Claude Code integration for @annondeveloper/ui-kit — a zero-dependency R…
B 72 3⁄4 ◔ ⏳ 60 — — 81 81 —
28415
ggqshuai-hub
A2A Market MCP Server ⚡ Claim 1
Connect AI agents to A2A Market — publish procurement intents, discover supplie…
B 72 3⁄4 ◔ ⏳ 88 — — 35 81 —
28416
Historical crypto investment and retirement calculators with cited market data.
B 72 2⁄5 ◔ — — 78 — 67 —
28417
Search US colleges and compare historical admissions, costs and aid using publi…
B 72 2⁄5 ◔ — — 78 — 67 —
28418
henryurlo
FIX MCP Server ⚡ Claim 1
A production-grade MCP server for FIX protocol trading operations that enables …
B 72 3⁄4 ◔ ⏳ 90 — — 29 81 —
28419
josephtandle
Newsletter Tools ⚡ Claim
A utility MCP server providing 10 specialized tools for newsletter content prep…
B 72 3⁄4 ◔ ⏳ 86 — — 35 81 —
28420
m-ai-geXR
maige-3d-mcp Claim
Enables AI agents to control and manipulate live 3D scenes across frameworks li…
B 72 3⁄4 ◔ ⏳ 90 — — 30 81 —
28421
Musheer360
aws-calculator-mcp ⚡ Claim
Enables creating AWS cost estimates through natural language, generating sharea…
B 72 3⁄4 ◔ ⏳ 76 — — 52 81 —
28422
mcp Claim 1
Geekflare MCP server for scraping, search, screenshots, broken links, DNS looku…
B 72 3⁄5 ◔ — 66 95 — 55 —
28423
AlexAI-MCP
OpenCrab ⚡ Claim
OpenCrab provides an MCP interface for the MetaOntology OS, enabling structured…
B 72 3⁄4 ◔ ⏳ 90 — — 32 81 —
28424
saurabhjambure-pixel
vibe-prompt-mcp ⚡ Claim
Fix your vibe coding prompts before they reach the AI. Scores and rewrites acro…
B 72 3⁄4 ◔ ⏳ 66 — — 69 81 —
28425
camel-ai
Camel-toolkits-mcp ⚡ Claim 1
A lightweight server that exports CAMEL framework toolkits as MCP-compatible to…
B 72 3⁄4 ◔ ⏳ 86 — — 36 81 —
28426
vertical-mcp
grant-mcp ⚡ Claim 2
MCP server for searching research grants across NSF (US), ERC (EU), and KRF/NRF…
B 72 3⁄4 ◔ ⏳ 79 — — 48 81 —
28427
Fakturai — German E-Invoice (ZUGFeRD
KoSIT-verified German e-invoices: generate & validate ZUGFeRD, Factur-X, XRechn…
B 72 3⁄5 ◔ — 62 86 — 67 —
28428
One key, 100+ models: chat with any LLM, generate images and speech. Live model…
B 72 3⁄5 ◔ — 66 83 — 67 —
28429
tyrrestrup
ssis-adf-agent ⚡ Claim 2
An MCP server that enables automated analysis and conversion of SSIS packages i…
B 72 3⁄4 ◔ ⏳ 81 — — 45 81 —
28430
MyrikLD
Memlord ⚡ Claim
Self-hosted MCP memory server for personal use and teams
B 72 3⁄4 ◔ ⏳ 66 — — 71 81 —
28431
paladini
36 zero-auth developer utilities: MD5/SHA/bcrypt hashing, Base64/hex/URL encodi…
B 72 3⁄4 ◔ ⏳ 66 N/A N/A 70 81 —
28432
Whatp
steam-mcp ⚡ Claim 1
MCP server that enables searching Steam games, fetching user reviews with filte…
B 72 3⁄4 ◔ ⏳ 84 — — 41 81 —
28433
shaikhspeare
wanderlog-mcp ⚡ Claim 2
MCP server for Wanderlog that lets AI clients read and edit trip itineraries th…
B 72 3⁄4 ◔ ⏳ 75 — — 57 81 —
28434
places Claim 1
Places worth a detour, from Wikidata: search, nearby lookup, fame rankings, sta…
B 72 3⁄5 ◔ — 59 89 — 67 —
28435
LatLong Maps Claim 1
Turn CSV or Excel data into styled choropleth and categorical maps of India fro…
B 72 3⁄5 ◔ — 66 83 — 67 —
28436
chatmaid
@chatmaid/mcp ⚡ Claim 1
Enables sending WhatsApp messages and managing Chatmaid account from any MCP-co…
B 72 3⁄4 ◔ ⏳ 90 — — 30 81 —
28437
sekrdcom
Enables deep security auditing of web applications directly from AI IDEs includ…
B 72 3⁄4 ◔ ⏳ 90 — — 30 81 —
28438
Svanik-yan
disvr Claim
Tool search engine for AI agents. One API call to discover the best MCP server …
B 72 3⁄4 ◔ ⏳ 72 — — 60 81 —
28439
securecheckio
Enables searching over 5,400 Solana hackathon projects and 84,000 crypto archiv…
B 71 3⁄4 ◔ ⏳ 78 — — 45 81 —
28440
Luckkyyy23
56 pay-per-call MCP endpoints for AI agents. Market signals, macro economics, c…
B 71 3⁄4 ◔ ⏳ 84 — — 35 81 —
28441
maximeallanic
tdarr-mcp ⚡ Claim 1
MCP server for interacting with Tdarr, a distributed transcoding system. Provid…
B 71 3⁄4 ◔ ⏳ 75 — — 50 81 —
28442
sarduine13-star
botguard-pro Claim
Detects bot traffic and wasted spend. Input: site_id. Returns trigger and USD l…
B 71 3⁄5 ◔ ⏳ — 66 67 — 81 —
28443
tom-viviano
Enables AI assistants to query and explore distributed data across EdgeLake nod…
B 71 3⁄4 ◔ ⏳ 92 — — 24 81 —
28444
Time-90
SAP RFC MCP Server ⚡ Claim 1
An enterprise-grade MCP server that enables AI agents to execute SAP RFC functi…
B 71 3⁄4 ◔ ⏳ 78 — — 45 81 —
28445
DEPRECATED — this server is no longer maintained.
B 71 3⁄5 ◔ — 56 91 — 67 —
28446
AgentStandard
AgentStandard ⚡ Claim 1
Certified AI agent package marketplace. Browse and install verified packages fo…
B 71 3⁄4 ◔ ⏳ 90 — — 28 81 —
28447
kratsg
ami-mcp ⚡ Claim 2
An MCP server that allows ATLAS physicists to query the ATLAS Metadata Interfac…
B 71 3⁄4 ◔ ⏳ 65 — — 67 81 —
28448
zw008
VMware-Aria ⚡ Claim
VMware Aria Operations monitoring — performance metrics, alarms, capacity analy…
B 71 3⁄4 ◔ ⏳ 76 — — 49 81 —
28449
anima-labs-ai
Anima MCP Server ⚡ Claim
Provides 77 tools for AI agent communication, enabling agents to manage emails,…
B 71 3⁄4 ◔ ⏳ 78 — — 48 81 —
28450
hel Claim 1
Instant pricing for French land-registry documents (etat hypothecaire, deeds). …
B 71 2⁄5 ◔ — — 75 — 67 —
Showing 28401–28450 of 69343 servers
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