MCP Server Quality Scores

Independent quality analysis of 69365 public MCP servers

69365
Discovered
→
33980
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 28 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
40951
Kaka-123-D
shippage Claim
Enables publishing HTML, markdown, text, ZIP files, and static folders to Shipp…
— ○ ⏳ — — — — — —
40952
yksanjo
An MCP server that allows AI agents to monitor and interact with Codex sessions…
— ○ ⏳ — N/A N/A — — —
40953
cryptopilot-tools
Connects Claude Desktop to crypto and brokerage portfolio data via Coinbase and…
— ○ ⏳ — N/A N/A — — —
40954
MongLong0214
Local MCP server for stateful, fail-closed Logic Pro control and live project r…
— ○ ⏳ — N/A N/A — — —
40955 — ○ ⏳ — N/A N/A — 95 —
40956
PritamPatil2603
Enables AI assistants to extract and structure content from documents (PDFs, im…
— ○ ⏳ — N/A N/A — — —
40957
fabienbutz
A Model Context Protocol (MCP) server that provides tools for interacting with …
— ○ ⏳ — N/A N/A — — —
40958
Kogollones
Extended MCP server for Discord with advanced server management capabilities in…
— ○ ⏳ — — — — — —
40959
bugzy-ai
Enables AI assistants to search, create, update, and manage work items in Azure…
— ○ ⏳ — N/A N/A — — —
40960
Bourdon Claim
Recognition-first cross-agent memory federation. One shared memory across all y…
— ○ ⏳ — N/A N/A — 95 —
40961
abchahal
qa-ai-agents Claim
Enables automated QA testing by running a pipeline of AI agents that generate t…
— ○ ⏳ — N/A N/A — — —
40962
MCP server for Yandex Tracker API.
— ○ — N/A N/A — 81 —
40963
mfukushim
An MCP server that provides a Reversi game where the AI cannot cheat because ga…
— ○ ⏳ — — — — — —
40964
ZebpayRajesh
MCP server for ZebPay crypto exchange — fetch prices, balances, and manage orde…
— ○ ⏳ — N/A N/A — 75 —
40965
flammafex
openzim-mcp Claim
MCP server for reading and searching ZIM archives, optimized for single-user de…
— ○ ⏳ — N/A N/A — — —
40966
mplogas
mitm-mcp Claim
MCP server for network-level TLS interception and IoT security testing. Orchest…
— ○ ⏳ — N/A N/A — — —
40967
respond-io
Enables seamless integration with Respond.io API for contact management, messag…
— ○ ⏳ — — — — — —
40968
muammar-yacoob
kicad-mcp Claim
Enables natural language control of KiCad PCB design software through Claude De…
— ○ ⏳ — N/A N/A — — —
40969
Store-next
Read-only Model Context Protocol server for Microsoft SQL Server. Enables safe …
— ○ ⏳ — — — — — —
40970
TylerFlar
MCP server for Piazza Q&A platform, enabling course management, post creation, …
— ○ ⏳ — — — — — —
40971
mambalabsdev
Detects GTM hiring activity from company career pages via Greenhouse, Lever, As…
— ○ ⏳ — N/A N/A — 83 —
40972
fastmcp-me
Enables building, running unit tests, and instrumented tests for Android projec…
— ○ ⏳ — N/A N/A — — —
40973
JaimeCernuda
vMCP Claim
A unified gateway for Model Context Protocol servers, enabling access to multip…
— ○ ⏳ — N/A N/A — — —
40974
QalaLabs
MCP server for daily payment reconciliation between Razorpay and Odoo, with Wha…
— ○ ⏳ — — — — — —
40975
ifmelate
Universal MCP server for extracting text from various document formats includin…
— ○ ⏳ — N/A N/A — — —
40976
marlondivino
Refines development prompts and stores semantic memory to save tokens in comple…
— ○ ⏳ — — — — — —
40977
dbuxton
litmos-mcp Claim
Read-only MCP server for Litmos LMS that exposes user profiles, course results,…
— ○ ⏳ — N/A N/A — — —
40978
accoutmissing
Enables users to leverage a mixture-of-agents architecture where multiple AI mo…
— ○ ⏳ — — — — — —
40979
schplitt
mc8yp Claim
An MCP server that gives AI agents access to the full Cumulocity API surface th…
— ○ ⏳ — — — — — —
40980
Jake-Mok-Nelson
Helps support engineers find similar GitHub issues to speed up troubleshooting …
— ○ ⏳ — N/A N/A — 95 —
40981
BuyWhere
catalog-api Claim
Agent-native product catalog: 300M+ products across US+SEA. Search, compare, de…
— ○ ⏳ — — — — — —
40982
Flyger1an
Find Nexez sellers, inspect offers, and validate checkout or negotiation before…
— ○ ⏳ — — — — — —
40983
vidofy
Vidofy Claim
Generate video, images, audio and speech with Vidofy — Veo 3.1, Kling 3.0, Flux…
— ○ ⏳ — — — — — —
40984
paragraph-xyz
MCP server that connects AI agents to your Paragraph publication, enabling post…
— ○ ⏳ — — — — — —
40985
eGain
Enables AI clients to interact with eGain Knowledge, supporting portal browsing…
— ○ ⏳ — — — — — —
40986
NicolasAEV
Multi-stack scaffolding engine for generating production-ready module structure…
— ○ ⏳ — N/A N/A — — —
40987
freddy24-7
Exposes Spotify controls as MCP tools for playback, playlist management, and AI…
— ○ ⏳ — — — — — —
40988
MPP32
Payment layer for AI agents. One MCP, five protocols, thousands of paid APIs yo…
— ○ ⏳ — N/A N/A — — —
40989
GarphenGate
moltline-mcp Claim
Bridge to Moltline Studio's hosted MCP servers: code review, agent governance, …
— ○ ⏳ — — — — — —
40990
bettyguo
obsidian-mcp Claim
An MCP server that enables AI agents to read, search, write, and link notes in …
— ○ ⏳ — N/A N/A — — —
40991
microsoft
test_mcp ✓ Claim
— ○ ⏳ — N/A N/A — 95 —
40992
sitisambal
pid Claim
— ○ ⏳ — N/A N/A — 95 —
40993
work-samirk
Enables appending content to Google Docs and creating Gmail drafts with interac…
— ○ ⏳ — N/A N/A — — —
40994
Create and manage Planform UML diagrams, nodes, and links. For VS Code and Curs…
— ○ — N/A N/A — 81 —
40995
Riffmax2030-hub
Enables natural language management of MetaTrader 5 accounts, including checkin…
— ○ ⏳ — N/A N/A — — —
40996
creschendo
obsidianMCP Claim
Provides Claude with read, search, and write access to an Obsidian vault throug…
— ○ ⏳ — N/A N/A — — —
40997
henu-wang
Enables scanning websites for AI search readiness, generating fixes like llms.t…
— ○ ⏳ — — — — — —
40998
gallaghern51-art
Author and validate Calaf workspace seeds against the app's real importer. No a…
— ○ ⏳ — — — — 67 —
40999
philippesaade-wmde
WikidataMCP Claim
Model Context Protocol for Wikidata
— ○ ⏳ — N/A N/A — 95 —
41000
Cnd-North
Admissions data & match scores for law, medical, dental, MBA, pharmacy, vet, op…
— ○ ⏳ — — — — — —
Showing 40951–41000 of 69365 servers
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