MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33946
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44951
JiteshPL
grocery-mcp Claim
MCP server for grocery-related web automation using Playwright, enabling AI ass…
— ○ ⏳ — N/A N/A — — —
44952
manavgup
A FastMCP server for analyzing outstanding local git changes that haven't made …
— ○ ⏳ — N/A N/A — — —
44953
YatharthLakhera
Enables Google Drive file operations (search, read, create, download, etc.) thr…
— ○ ⏳ — — — — — —
44954
limowan
An interactive feedback MCP server with a web UI, enabling AI-driven developmen…
— ○ ⏳ — — — — — —
44955
fastmcp-me
mcp-grep Claim
A grep server implementation that exposes grep functionality through the Model …
— ○ ⏳ — N/A N/A — — —
44956
pipeworx-io
Enables searching and querying City of Detroit GIS open geospatial datasets (pa…
— ○ ⏳ — — — — — —
44957
mk-imagine
canvas-mcp Claim
A teacher-facing MCP server that wraps the Canvas LMS REST API, enabling AI ass…
— ○ ⏳ — N/A N/A — — —
44958
nikolay-new
A TypeScript template for building MCP servers with Streamable HTTP transport, …
— ○ ⏳ — — — — — —
44959
renewly-dev
Renewly Claim
Read contracts, track renewals, surface vendor leverage, and draft cancellation…
— ○ ⏳ — — — — — —
44960
Marcwarn
This MCP server provides critical evidence assessment for organization-design, …
— ○ ⏳ — — — — — —
44961
zhang-firmware
Enables reading UART logs from Windows serial ports and sending text to the UAR…
— ○ ⏳ — N/A N/A — — —
44962
FallDownTheSystem
Enables Claude to chat with various AI models and obtain multi-model consensus …
— ○ ⏳ — — — — — —
44963
AIops-tools
MySQL AIops Claim
Governed MySQL/MariaDB DBA ops: slow-query, lock-wait, replication & fragmentat…
— ○ ⏳ — N/A N/A — — —
44964
pm990320
Comprehensive MCP server for Google Workspace with 95+ tools to manage Docs, Sh…
— ○ ⏳ — N/A N/A — — —
44965
astein91
StackSherpa Claim
Compare API providers based on real-time pricing, performance benchmarks, and k…
— ○ ⏳ — — — — 81 —
44966
vodavafrike
Enables AI agents to search and discover data across SQLite and CSV sources thr…
— ○ ⏳ — N/A N/A — — —
44967
prmichaelsen
An MCP server that provides comprehensive event management and ticketing capabi…
— ○ ⏳ — N/A N/A — — —
44968
schrepa
Graft Claim
Enables building agent-ready APIs that expose tools as both HTTP and MCP endpoi…
— ○ ⏳ — — — — — —
44969
Personalcreativelda
A TypeScript implementation of a Model Context Protocol server that uses Server…
— ○ ⏳ — N/A N/A — 95 —
44970
sandervanscheepen
Validates AI-generated PHP code against Silverstripe 6 patterns, catching migra…
— ○ ⏳ — N/A N/A — — —
44971
daggubatikundan
GitMCP Claim
Transforms any GitHub repository into a documentation hub for AI assistants, en…
— ○ ⏳ — — — — — —
44972
peak-agent
json-sanity Claim
Deterministic JSON validation and repair for AI agents. Validates, repairs, sch…
— ○ ⏳ — — — — — —
44973
gcorroto
MCP server for semantic code indexing using vector embeddings, enabling AI agen…
— ○ ⏳ — N/A N/A — — —
44974
chatre7
An MCP server that provides tools to interact with the JSONPlaceholder fake RES…
— ○ ⏳ — — — — — —
44975
xiaobenyang-com
time-zone Claim
查询任意时区的当前时间,并在不同时区之间快速转换。轻松规划跨地域会议与行程。避免时差换算失误,提升协作效率。
— ○ ⏳ — N/A N/A — 95 —
44976
Benrishty
A Model Context Protocol (MCP) server for SQL Server / Azure SQL that enables q…
— ○ ⏳ — — — — — —
44977
kieranklaassen
farmbot-agent Claim 1
An MCP server and CLI for controlling FarmBot hardware, enabling AI agents to m…
— ○ ⏳ — — — — 81 —
44978
marcelohensantos
garmin-mcp Claim
Exposes Garmin Connect data and workout management to AI agents, supporting too…
— ○ ⏳ — N/A N/A — — —
44979
shashank-sn
Turns any GitHub repository into your organisation's persistent context layer, …
— ○ ⏳ — — — — — —
44980
Rikka-Botan
Provides fast static embedding, similarity, and search capabilities via MCP too…
— ○ ⏳ — N/A N/A — — —
44981
Loreian23
Enables AI agents to discover, join, and participate in AgentDebate debates via…
— ○ ⏳ — — — — — —
44982
vaultry
Encrypted token store for Claude Code sessions, providing MCP tools for secure …
— ○ ⏳ — N/A N/A — — —
44983
Heretek-RE
re-angr Claim
MCP server for angr — symbolic execution + CFG + reaching-definitions.
— ○ ⏳ — N/A N/A — — —
44984
dejo1307
enola Claim
enola - MCP Architectural Snapshot Server and Knowledge Graph
— ○ ⏳ — N/A N/A — — —
44985
pieeee
DocMCP Claim
Index any documentation website and search it from AI coding assistants via the…
— ○ ⏳ — N/A N/A — — —
44986
thryxagi
obsd-launchpad Claim 1
MCP server for AI agents to deploy tokens on Base. One command launch, earn OBS…
— ○ ⏳ — N/A N/A — 75 —
44987
dihannahdi
Enables AI assistants to search and analyze Google Scholar publications, author…
— ○ ⏳ — N/A N/A — — —
44988
eggfriedrice24
stargate-mcp Claim
Integrates Asana, GitHub, and Slack into MCP-compatible clients like Claude and…
— ○ ⏳ — — — — — —
44989
soulnai
Enables accessing and querying Dutch government open datasets from CBS and data…
— ○ ⏳ — — — — — —
44990
sjgant80-hub
MCP server for foldkit that exposes the 7-prime spine, 7 κ-bands, and 6 fold op…
— ○ ⏳ — — — — — —
44991
lakshmidevi2016
A modular MCP server exposing tools for integrating with services like GitHub, …
— ○ ⏳ — — — — — —
44992
kkrizka
Enables searching for movies and TV shows and retrieving streaming availability…
— ○ ⏳ — — — — 81 —
44993
elfenlieds7
Enables AI assistants to generate photorealistic 3D scenes, indoor environments…
— ○ ⏳ — N/A N/A — 95 —
44994
tzervas
A lightweight MCP server that enables querying a project's corpus (docs, decisi…
— ○ ⏳ — N/A N/A — — —
44995
aminvishvam
Comprehensive MCP server for Fluent UI React v9 development, providing componen…
— ○ ⏳ — N/A N/A — — —
44996
atomicstrata
atomicmemory Claim
Portable semantic memory for AI agents: core engine, TypeScript SDK, framework …
— ○ ⏳ — N/A N/A — — —
44997
ImRonAI
telnyx-ai Claim
— ○ ⏳ — N/A N/A — 95 —
44998 — ○ ⏳ — N/A N/A — 95 —
44999
nathanielecon
arrivia-recs Claim
Provides AI-driven, partner-aware travel recommendations with auditability, int…
— ○ ⏳ — — — — — —
45000
DakshBeep
CashBFF MCP Claim
CashBFF is a personal-finance MCP server for Claude. Connect your bank through …
— ○ ⏳ — — — — — —
Showing 44951–45000 of 69261 servers
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