MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
20751
artgas1
robokassa-mcp ⚡ Claim 1
Comprehensive MCP server for the Robokassa payment gateway (18 tools, full API …
B 73 3⁄3 ◐ ⏳ 84 N/A N/A 64 67 —
20752
sharozdawa
ai-visibility ⚡ Claim
Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Visibili…
B 73 3⁄3 ◐ ⏳ 66 N/A N/A 57 95 —
20753
gjenkins20
webmin-mcp-server ⚡ Claim 2
MCP server for Webmin with 61 tools for Linux system administration: services, …
B 73 4⁄4 ◐ ⏳ 75 68 — 72 78 —
20754 B 73 4⁄3 ◐ ⏳ 86 45 N/A 59 95 —
20755
daedalus
MCP server exposing MySQL database functionalities as tools
B 73 3⁄3 ◐ ⏳ 60 N/A N/A 67 95 —
20756
klapaudius
A Symfony package designed for building secure servers based on the Model Conte…
B 73 3⁄3 ◐ ⏳ 54 N/A N/A 76 95 —
20757
daedalus
mcp-delonghi-ecam ⚡ Claim 1
MCP server for DeLonghi ECAM espresso coffee machines via local network
B 73 3⁄3 ◐ ⏳ 57 N/A N/A 71 95 —
20758
chaelynet
chainmemory ⚡ Claim 1
Permanent blockchain memory for AI agents.
B 73 3⁄3 ◐ ⏳ 78 N/A N/A 35 95 —
20759
aruuhii2yo
Join us at the frontier of efficiency. This hardware-level optimization suite, …
B 73 3⁄3 ◐ ⏳ 78 N/A N/A 35 95 —
20760
openkash
ABAP Accelerator ⚡ Claim 2
MCP server for SAP ABAP development with 15 tools for ABAP objects, syntax, ATC…
B 73 3⁄3 ◐ ⏳ 69 N/A N/A 67 83 —
20761
FunseaAI
stdio bridge for the local Unity Editor MCP server from FunseaAI/unity-mcp.
B 73 3⁄3 ◐ ⏳ 54 N/A N/A 75 95 —
20762
itunified-io
Cloudflare MCP Server — 84 tools for DNS, Tunnels, WAF, Zero Trust, R2, KV & Wo…
B 73 4⁄3 ◐ ⏳ 75 75 N/A 56 83 —
20763
CSOAI-ORG
meok-governance-engine-mcp MCP server by MEOK AI Labs
B 73 3⁄3 ◐ ⏳ 76 N/A N/A 39 95 —
20764
webaesbyamin
agent-receipts ⚡ Claim
Cryptographic accountability for AI agents. Ed25519-signed receipts for every M…
B 73 3⁄3 ◐ ⏳ 54 N/A N/A 76 95 —
20765
miller-joe
comfyui-mcp ⚡ Claim 1
MCP server for ComfyUI — text-to-image, variations, img2img refine, upscale, im…
B 73 3⁄3 ◐ ⏳ 57 — — 78 90 —
20766
geeks-accelerator
inbed Claim
AI agent dating — personality matching, compatibility scoring, and real convers…
B 73 3⁄3 ◐ ⏳ 72 N/A N/A 61 83 —
20767
Writbase
writbase Claim
MCP-native task management for AI agent fleets with scoped permissions and prov…
B 73 4⁄4 ◐ ⏳ 60 71 — 85 82 —
20768
elagerway
magpipe Claim
Manage AI voice agents, calls, SMS, contacts, and phone numbers via Magpipe.
B 73 4⁄3 ◐ ⏳ 90 72 N/A 38 81 —
20769
rog0x
i18n ⚡ Claim
Locale detect, translations, plurals for AI agents
B 73 3⁄3 ◐ ⏳ 76 N/A N/A 37 95 —
20770
chrischall
skylight-mcp ⚡ Claim
Skylight Calendar for Claude — family events, chores, and rewards.
B 73 3⁄3 ◐ ⏳ 66 N/A N/A 70 83 —
20771
vbzvibin
A 'Server of Servers' architecture that aggregates domain-specific financial da…
B 73 3⁄3 ◐ ⏳ 84 N/A N/A 27 95 —
20772
DmitriyGolub
Three.js DevTools MCP ⚡ Claim 1
Inspect and edit Three.js scenes, materials, shaders, lights in real time from …
B 73 4⁄3 ◐ ⏳ 90 31 N/A 77 90 —
20773
szhygulin
vaultpilot-mcp ⚡ Claim 3
Safety first. Hardware-verified DeFi for AI agents — designed for when the AI c…
B 73 3⁄3 ◐ ⏳ 84 N/A N/A 61 67 —
20774
akkylab
litra-paper-search ⚡ Claim 1
MCP server for Litra.ai – AI-powered academic paper search with relevance scori…
B 73 3⁄3 ◐ ⏳ 73 N/A N/A 59 83 —
20775
Jialong-zhong
wpa-mcp ⚡ Claim 2
An MCP server that converts Windows WPR .etl performance traces into structured…
B 73 3⁄3 ◐ ⏳ 71 N/A N/A 47 95 —
20776
zelentsov-dev
asc-mcp Claim
App Store Connect API server with 208 tools for managing apps, builds, TestFlig…
B 73 3⁄3 ◐ ⏳ 58 N/A N/A 69 95 —
20777
alxubuntu
Enables management of Hostinger services, allowing users to deploy WordPress si…
B 73 4⁄4 ◐ ⏳ 96 47 — 55 82 —
20778
Imsxm15
job-searchoor ⚡ Claim 1
B 73 3⁄3 ◐ ⏳ 78 N/A N/A 34 95 —
20779
MABAAM
mcp-research ⚡ Claim 1
Enables AI assistants to perform comprehensive web research through tiered sear…
B 73 3⁄3 ◐ ⏳ 60 N/A N/A 64 95 —
20780
stacklok
ToolHive's registry catalog of MCP servers
B 73 4⁄3 ◐ ⏳ 68 52 N/A 80 95 —
20781
orneryd
Provides AI assistants with persistent graph database memory using Neo4j, enabl…
B 73 4⁄4 ◐ ⏳ 94 37 — 78 80 —
20782
thegridwork
aiact ⚡ Claim
Scan codebases for AI usage, classify risk, generate EU AI Act compliance repor…
B 73 3⁄3 ◐ ⏳ 76 N/A N/A 37 95 —
20783
thegridwork
siteaudit ⚡ Claim
Audit websites for accessibility, performance, SEO, design, and mobile. 47 WCAG…
B 73 3⁄3 ◐ ⏳ 76 N/A N/A 37 95 —
20784
tkmawarire
SQL Server monitoring and diagnostics for AI agents using Extended Events. No O…
B 73 3⁄3 ◐ ⏳ 58 N/A N/A 67 95 —
20785
bjenkinsgit
Apple Notes, Reminders, and Contacts for AI assistants. BERT semantic search. m…
B 73 3⁄3 ◐ ⏳ 64 N/A N/A 58 95 —
20786
hiphopanda
Control Windows desktop via MCP: mouse, keyboard, screenshots, clipboard, and a…
B 73 3⁄3 ◐ ⏳ 78 N/A N/A 34 95 —
20787
RobithYusuf
MCP Camoufox ⚡ Claim
A stealth browser MCP server with 69 tools for undetectable web automation. It …
B 73 3⁄3 ◐ ⏳ 66 N/A N/A 54 95 —
20788
mozg31337
CloudStack MCP Server ⚡ Claim 1
Enables comprehensive management of CloudStack infrastructure through natural l…
B 73 4⁄4 ◐ ⏳ 96 66 — 37 80 —
20789
runreal
unreal-mcp Claim
MCP server for Unreal Engine that uses Unreal Python Remote Execution
B 73 4⁄3 ◐ ⏳ 84 48 N/A 60 95 —
20790
JayceeTran1995
Integrates Firecrawl web scraping capabilities, enabling web content extraction…
B 73 4⁄4 ◐ ⏳ 78 70 — 56 81 —
20791
mjrestivo16
Proxmox MCP Server ⚡ Claim
Enables comprehensive management of Proxmox Virtual Environment through 35 tool…
B 73 4⁄4 ◐ ⏳ 94 61 — 42 81 —
20792
dsouza-anush
Enables LLMs and AI agents to access real-time web data, search websites, and n…
B 73 4⁄4 ◐ ⏳ 80 71 — 55 81 —
20793
leadpipe-com
Leadpipe MCP ⚡ Claim
Provides access to Leadpipe's intent and data APIs for topic discovery, audienc…
B 73 3⁄3 ◐ ⏳ 72 — — 63 83 —
20794
Eliveral
Enables AI video automation pipeline: ComfyUI image-to-video, FFmpeg processing…
B 73 3⁄3 ◐ ⏳ 66 N/A N/A 54 95 —
20795
ricardo-hdrn
mcp-await ⚡ Claim
Condition watcher for AI assistants — wait for ports, files, URLs, processes, a…
B 73 4⁄3 ◐ ⏳ 60 75 N/A 73 87 —
20796
summer521521
CONTAM MCP Claim
A Windows-based MCP server that exposes NIST's CONTAM simulation tools and Cont…
B 73 3⁄3 ◐ ⏳ 66 N/A N/A 55 95 —
20797
daedalus
mcp-mdns ⚡ Claim 1
MCP server for mDNS (Multicast DNS) service discovery
B 73 3⁄3 ◐ ⏳ 57 N/A N/A 71 95 —
20798
varaprasadreddy9676
remote-bridge ⚡ Claim
Sync code to remote servers via SSH/rsync and deploy from any AI IDE.
B 73 3⁄3 ◐ ⏳ 78 N/A N/A 36 95 —
20799
Muhammed-AbdelGhany
rest_api_mcp ⚡ Claim 2
MCP server for authenticated REST API calls — auto-login, token caching, 2FA/OT…
B 73 3⁄3 ◐ ⏳ 69 N/A N/A 49 95 —
20800
FunplayAI
stdio bridge for the local Unity Editor MCP server from FunplayAI/funplay-unity…
B 73 3⁄3 ◐ ⏳ 54 N/A N/A 77 95 —
Showing 20751–20800 of 69224 servers
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