MCP Server Quality Scores

Independent quality analysis of 69343 public MCP servers

69343
Discovered
→
33980
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 15 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
28501
matifema
Provides tools for web content extraction, search, embeddings, reranking, and i…
B 70 3⁄4 ◔ ⏳ 72 — — 53 81 —
28502
masonicGIT
An MCP server that lets AI agents autonomously buy physical hats using USDC on …
B 70 3⁄4 ◔ ⏳ 69 — — 57 81 —
28503
Decodo
mcp-server Claim
Enable your AI agents to scrape and parse web content dynamically, including ge…
B 70 3⁄4 ◔ ⏳ 78 N/A N/A 44 81 —
28504
airfloats
gdb_mcp ⚡ Claim 2
An MCP server that enables AI assistants to control GDB debugging sessions, inc…
B 70 3⁄4 ◔ ⏳ 71 — — 52 81 —
28505
WinstonFrankBot
subnetaiq Claim
Bittensor subnet intelligence — mineability scores, 1-click deploy scripts, mom…
B 70 3⁄4 ◔ ⏳ 90 — — 21 81 —
28506
novgorodskii
Enables AI assistants to interact with the Worksection project management platf…
B 70 3⁄4 ◔ ⏳ 72 — — 53 81 —
28507
perceptdot
percept ⚡ Claim
AI-powered observability platform for agents. Auto-discovers and recommends MCP…
B 70 3⁄4 ◔ ⏳ 78 — — 41 81 —
28508
lobster-kit
MCP server for LobsterMail — gives AI agents email tools. Create inboxes, send …
B 70 3⁄4 ◔ ⏳ 59 — — 73 81 —
28509
deepcodes7
MCP Weather Server ⚡ Claim
Enables AI agents to retrieve real-time weather conditions and forecasts via Op…
B 70 3⁄4 ◔ ⏳ 84 — — 30 81 —
28510
theYahia
PayFast MCP ⚡ Claim
Enables interaction with the South African PayFast payment gateway to manage tr…
B 70 3⁄4 ◔ ⏳ 72 — — 53 81 —
28511
Launchelion Claim 1
Daily leaderboard of newly-launched AI tools with real launch dates and Stripe-…
B 70 2⁄5 ◔ — — 74 — 67 —
28512
marksoulier
Connects Claude to the Lever financial planning app, allowing users to fetch an…
B 70 3⁄4 ◔ ⏳ 86 — — 30 81 —
28513
bailangcheng818
docx-comparison-mcp ⚡ Claim 1
Generates Word documents for comparison tables and specifications from structur…
B 70 3⁄4 ◔ ⏳ 84 — — 32 81 —
28514
anotherben
Transforms static coding standards into a queryable live data store for AI agen…
B 70 3⁄4 ◔ ⏳ 62 — — 69 81 —
28515
AyanoT1
tiny-notion-mcp ⚡ Claim 1
A lightweight Notion MCP server that minimizes token usage by returning Markdow…
B 70 3⁄4 ◔ ⏳ 86 — — 27 81 —
28516
zw008
VMware NSX security — Distributed Firewall policies/rules, Security Groups, Tra…
B 70 3⁄4 ◔ ⏳ 72 — — 54 81 —
28517
knportal
formfill-mcp Claim
FormFill MCP — AI-powered web form automation. Fill out any online form by desc…
B 70 3⁄4 ◔ ⏳ 72 — — 54 81 —
28518
the-radiativity-company
ucon-mcp ⚡ Claim
Verified unit conversion and dimensional analysis for AI agents. 190+ units, 31…
B 70 3⁄4 ◔ ⏳ 56 — — 77 81 —
28519
WilliamMo101
lark-hermes-mcp Claim 1
An MCP server that exposes Feishu/Lark capabilities as function tools to MCP-co…
B 70 3⁄4 ◔ ⏳ 69 — — 58 81 —
28520
rawveg
Provides access to the APIs.guru directory of 3,000+ OpenAPI specs and supports…
B 70 3⁄4 ◔ ⏳ 60 — — 70 81 —
28521
zas
Enables AI assistants to query the MusicBrainz music database for artists, albu…
B 70 3⁄4 ◔ ⏳ 76 — — 47 81 —
28522
dachienit
An MCP server that enables seamless communication between ABAP systems and MCP …
B 70 3⁄4 ◔ ⏳ 69 — — 58 81 —
28523
Tunzaa
Enables AI agents to integrate Tunzaa Payments by generating accurate boilerpla…
B 70 3⁄4 ◔ ⏳ 82 — — 35 81 —
28524
litopys-dev
litopys Claim
Persistent graph-based memory for AI agents, stored as plain markdown — no vect…
B 70 3⁄4 ◔ ⏳ 60 — — 73 81 —
28525
incu6us
loki-mcp-server Claim 1
An MCP server for querying Grafana Loki directly with a discovery-first workflo…
B 70 3⁄4 ◔ ⏳ 61 N/A N/A 69 81 —
28526
deepdiver4ai
Look up Gulf Arabic words with pronunciation, example sentences, and cultural c…
B 70 3⁄4 ◔ ⏳ 84 — — 30 81 —
28527
hypark5540
cloudcraft-mcp ⚡ Claim
Enables Claude Desktop and other MCP clients to list, read, export, and create …
B 70 3⁄4 ◔ ⏳ 68 — — 60 81 —
28528
liliangshan
A standalone MCP server for API debugging, login authentication, API configurat…
B 70 3⁄4 ◔ ⏳ 84 — — 30 81 —
28529
kiwuuu
claude-handoff-mcp ⚡ Claim 2
An MCP server that fetches and extracts Claude Design handoff bundles from URLs…
B 70 3⁄4 ◔ ⏳ 75 — — 49 81 —
28530
Pingfyr
Pingfyr ⚡ Claim
Schedule reminders for AI agents via email, webhook, Slack, Discord, Telegram, …
B 70 3⁄4 ◔ ⏳ 72 — — 50 81 —
28531
catrinmdonnelly
apc-mcp ⚡ Claim 1
MCP server for APC Overnight. Book, label, track and cancel UK parcel shipments…
B 70 3⁄4 ◔ ⏳ 57 — — 76 81 —
28532
IntegSec
TurboPentest ⚡ Claim 1
MCP server for TurboPentest — run AI-powered penetration tests and review findi…
B 70 3⁄4 ◔ ⏳ 69 — — 58 81 —
28533
coffee-fuelled-code
Answer a few questions. Get clean, jurisdiction-aware privacy policies and term…
B 70 3⁄4 ◔ ⏳ 72 — — 53 81 —
28534
AnchorRegistry
ar-mcp Claim
Resolves AR-IDs, manifest hashes, and provenance trees from any MCP-compatible …
B 70 3⁄4 ◔ ⏳ 72 — — 53 81 —
28535
alveyautomation
sellercloud-mcp ⚡ Claim
The first Model Context Protocol server for SellerCloud. Plug Claude into your …
B 70 3⁄4 ◔ ⏳ 72 — — 53 81 —
28536
Vamerli
Elementify MCP Claim 1
An MCP server and WordPress plugin that enables AI assistants to manage Element…
B 70 3⁄4 ◔ ⏳ 57 — — 77 81 —
28537
Deconstruct2021
Connects AI assistants to live CryptoPunks data for looking up individual punks…
B 70 3⁄4 ◔ ⏳ 84 — — 30 81 —
28538
sumitdeyonline
A full-stack AI application implementing a Model Context Protocol server for re…
B 70 3⁄4 ◔ ⏳ 72 — — 53 81 —
28539
rekko-ai
Prediction market intelligence for Kalshi, Polymarket, and Robinhood. 25 MCP to…
B 70 3⁄4 ◔ ⏳ 72 — — 51 81 —
28540
indratjhai
xendit-mcp Claim
A read-only MCP server for securely accessing Xendit payment platform data. It …
B 70 3⁄4 ◔ ⏳ 72 — — 53 81 —
28541
bhayanak
PokeAPI MCP Server ⚡ Claim
Give your AI assistant access to the entire Pokémon universe
B 70 3⁄4 ◔ ⏳ 72 — — 51 81 —
28542
optimize-overseas
lob-mcp ⚡ Claim 1
A Model Context Protocol server that enables LLMs to interact with the Lob.com …
B 70 3⁄4 ◔ ⏳ 75 — — 48 81 —
28543
AI Alt Finder Claim 1
Alternatives to well-known AI tools, with revenue verified through Stripe, neve…
B 70 2⁄5 ◔ — — 73 — 67 —
28544
prakhar1605
OpenCollab MCP ⚡ Claim
Enables developers to find personalized open-source contributions by analyzing …
B 70 3⁄4 ◔ ⏳ 72 — — 53 81 —
28545
zw008
VMware-NSX ⚡ Claim
VMware NSX network management — Segments, Tier-0/Tier-1 Gateways, NAT rules, st…
B 70 3⁄4 ◔ ⏳ 70 — — 54 81 —
28546
XBTFX
Enables AI agents to trade forex, metals, indices, and cryptocurrencies via the…
B 70 3⁄4 ◔ ⏳ 72 — — 53 81 —
28547
Algodev-Studio
Provides 50+ tools for comprehensive Algorand blockchain development including …
B 70 3⁄4 ◔ ⏳ 84 — — 31 81 —
28548
cpaggen
Enables interaction with Cisco NX-OS devices through CLI commands via NX-API. S…
B 70 3⁄4 ◔ ⏳ 78 — — 40 81 —
28549
HasData
hasdata-mcp Claim 1
Remote MCP server providing structured data APIs for Google (Search, Maps, Tren…
B 70 3⁄4 ◔ ⏳ 70 — — 57 81 —
28550
scamverifyai
AI-powered scam and threat verification MCP server. Check phone numbers, URLs, …
B 70 3⁄4 ◔ ⏳ 72 — — 53 81 —
Showing 28501–28550 of 69343 servers
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