MCP Server Quality Scores

Independent quality analysis of 43459 public MCP servers

43459
Discovered
29461
Scored
2111
Verified
16952
Complete

Last updated 1 hour, 35 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
41151
ksturgeon-td
tdsql-mcp Claim
An MCP server that turns Teradata Vantage into a full-stack analytics agent pla…
41152
ExigerDev
Enables querying PostgreSQL and MySQL databases using natural language, with RE…
41153
jaey-p
An enhanced MCP server for Superthread with comprehensive CRUD operations and o…
41154
occirank
Enables SEO analysis by interacting with the Haloscan API, providing keyword re…
41155
serversmx
alexa-mcp Claim
An MCP server that lets LLMs control Amazon Alexa devices, including announceme…
N/A N/A
41156
fashionmascherine-svg
Convert PDFs to structured JSON. Extract invoices, bank statements, contracts, …
41157
owrede
vault-memory Claim
Local-first agentic knowledge layer over Obsidian notes, enabling MCP-aware age…
N/A N/A
41158
applehell
MCP server providing persistent, searchable memory management for AI workflows,…
41159
sublimnl
ffdecmcp Claim
MCP wrapper for JPEXS Free Flash Decompiler (FFDec) that exposes SWF decompilat…
N/A N/A
41160
flagify-com
UniMCPSim Claim
A universal MCP simulator that dynamically simulates API interfaces for various…
41161
ironflowsh
mcp Claim
Tick-level Hyperliquid market data: fills, L4 book, funding, liquidations, smar…
N/A N/A 83
41162
bekatechnology
Enables AI assistants like Claude to deploy apps, manage databases, and operate…
41163
mpress001
Enables Claude Desktop to interact with Hacker News, fetching articles, searchi…
41164
npow
Enables coding agents to interact with Metaflow workflows, including querying f…
N/A N/A
41165
ershiyidian
Enables repository context packing, file/symbol ranking, task-relevant selectio…
N/A N/A
41166
Jimmy974
Enables interaction with Qdrant vector database for storing, searching, and man…
41167
VectorInstitute
Enables querying and exporting phenology data from the USA National Phenology N…
41168
gdorsi44
Enables users to retrieve, validate, and analyze XSD files from URLs or local p…
N/A N/A
41169
MacHu-GWU
mcp-ohmy-sql Claim
An MCP server that bridges AI assistants with SQL databases, enabling natural l…
N/A N/A
41170
mberjans
Enables automation of Google Jules AI coding assistant through task creation, c…
81
41171
indiamcp
razorpay Claim 1
MCP server for Razorpay API.
N/A N/A 83
41172
7grounds
fedlex-mcp Claim
Swiss Federal Law (Fedlex) — search and retrieve articles from 11 federal laws.
N/A N/A 95
41173
fabdendev
Scans Git repositories, identifies interesting engineering work, and generates …
41174
maflot
Provides access to the Allen Institute for Brain Science API, enabling queries …
41175
@jalpp
ChessAgine Claim
A comprehensive chess analysis (MCP) server that provides advanced chess analys…
81
41176
loonghao
DCC-MCP-IPC Claim
Multi-protocol IPC adapter layer for integrating DCC software (Maya, Houdini, B…
41177
saya6k
Enables interaction with Grocy's API through MCP, allowing management of grocer…
41178
cyanheads
Search books and authors, fetch editions, browse subjects, and resolve cover im…
41179
marfago
Enables AI assistants to search, download, and access arXiv papers with local s…
N/A N/A
41180
albinjal
Facilitates structured multi-agent debates with arguments, rebuttals, and judgm…
41181
mindsdb
Enables LLMs to interact with Minds through the Minds SDK, supporting resource …
41182
0010aor
A Model Context Protocol server that generates pull request descriptions, commi…
N/A N/A
41183
p-l-ta
Calendar.app Claim
List, search, and manage calendar events via macOS Calendar.app across all conf…
N/A N/A
41184
OAuthBringer
Enables task, project, section, label, and comment management via Todoist's API…
41185
connxio
Provides tools for managing Connxio integrations, code components, environment …
41186 N/A N/A 95
41187
simplebytes-com
rdap-mcp Claim
Enables domain lookups using the RDAP protocol, returning structured registrati…
41188
Samp2Alex
Auxen Claim
Provision private AI model endpoints on dedicated GPUs (Llama, Qwen, Mistral). …
41189
roscoej
Enables AI agents to create shipments, track packages, get rates, validate addr…
41190
jojoprison
MCP server for downloading and processing audio from SoundCloud and other sourc…
41191
lazymac2x
Cloudflare Workers MCP server: api-payload-auditor
41192
tlemmons
junto-memory Claim
A shared memory and coordination server for multiple AI coding agents, built on…
41193
dtannen
Enables AI agents to manage projects, epics, and tasks with atomic locking, rea…
N/A N/A
41194
jarvisxiong2022-hue
Enables searching for nearby points of interest (POIs) like restaurants and bus…
41195
ali-rajabpour
Enables users to capture real MetaTrader 5 chart snapshots with custom indicato…
N/A N/A
41196
clauxel
Remote MCP for Universal Cart merchant readiness MCP, structured receipts, audi…
41197
wernerglinka
Provides tools for scaffolding, validating, and maintaining Metalsmith plugins …
41198
WilliamAvHolmberg
Enables managing KanbanFlow boards, tasks, and workflows directly from Cursor/C…
41199
suoyuan666
gdbmcp Claim
Exposes GDB operations over the Model Context Protocol, allowing management of …
41200
0xK3vin
vikunja-mcp Claim
Connect your AI assistant to Vikunja, the open-source task manager. This MCP se…
Showing 41151–41200 of 43459 servers
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