MCP Server Quality Scores

Independent quality analysis of 41157 public MCP servers

41157
Discovered
29273
Scored
2095
Verified
16952
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
37201
muhammadchhota
MCP server integrating with PocketBase to manage tasks and projects. Enables AI…
37202
CAIT Claim 1
Core AI Toolkit - a modular MCP server that extends AI assistants with practica…
N/A N/A 81
37203
fastmcp-me
uniprot-mcp Claim
Provides seamless access to UniProtKB protein data, enabling querying of protei…
37204
MCP-Mirror
Enables AI assistants to interact with Gmail through natural language, supporti…
81
37205
Yuchen20
ContextCrumb Claim
ContextCrumb compresses long text, local files, and MCP catalog descriptions in…
N/A N/A
37206
pipeworx-io
statfin-fi Claim
Enables querying Statistics Finland's public statistical database using PxWeb A…
37207
pipeworx-io
mcp-boe-uk Claim
Enables querying Bank of England statistical data including Bank Rate, SONIA, a…
37208
windboyk0
Converts Excel table definitions to structured JSON and exposes them to LLMs vi…
N/A N/A
37209
dpup
meshcore-mcp Claim
A Model Context Protocol server that exposes a MeshCore node and the mesh reach…
N/A N/A
37210
indigokarasu
mcp-plu-upc Claim
MCP server for looking up product information by UPC, EAN, GTIN barcodes and PL…
37211
lm203688
Enables AI to safely view and operate Redis databases with read-only mode by de…
37212
Complete SSH terminal for Linux with AI/user control and dual-stream visibility
N/A N/A 81
37213
ver0-project
mcp-git Claim
Provides comprehensive Git operations as tools for AI assistants and applicatio…
N/A N/A 95
37214
lailai258
An MCP-only server that launches AI CLI tasks (Claude, Codex, Gemini, Forge, Op…
N/A N/A
37215
FAR Oracle Claim 1
Search Federal Acquisition Regulations (FAR) for government contracting.
N/A N/A 81
37216
drolosoft
go-docs-mcp Claim
Multi-format document MCP server — read, search, OCR, and extract from PDF, TXT…
N/A N/A
37217
SoftInstigate
restheart Claim
The Agent-Ready Backend for MongoDB.
N/A N/A
37218
smithery-ai
GitLab Claim
Enable project management and file operations with GitLab.
N/A N/A 95
37219
kage1020
docs-mcp Claim
Indexes documentation sites by base URL and serves keyword search, optional sem…
N/A N/A
37220
MCP server for Appium mobile automation on iOS and Android devices with test cr…
N/A N/A 81
37221
ambermem
Amber Claim
Gives your AI persistent memory across conversations. Stores facts automaticall…
37222
svharivinod
Enables natural language interaction with TallyPrime accounting software via Cl…
37223
Shin-sibainu
Provides programmatic access to Google Search Console API data through Claude C…
37224
malamutemayhem
110+ tools for AI agents spanning social media, finance, gaming, music, AU-spec…
N/A N/A
37225
anthropics
claude-ai-mcp Claim
Report issues related to MCP integration with Claude here.
N/A N/A
37226
pipeworx-io
Provides Mapbox geocoding, routing, isochrones, map matching, and static map im…
37227
springdo
mcp-cookbook Claim
Enables browsing recipes, searching by category, and viewing detailed recipe in…
37228
rubychilds
MCP server that enables AI coding agents to read and write to a local-first HTM…
N/A N/A
37229
Ausium
Enables chaos engineering on Kubernetes clusters by providing tools to inject f…
37230
CharityDEX
Enables VoiceOS to read and write Discord messages through Composio's DISCORDBO…
37231
michielinksee
cockpit-mcp Claim
Accounting automation MCP server for Japanese tax firms. Two-stage classifier (…
N/A N/A
37232
amichae2
Exposes a broad mathematics toolkit including symbolic algebra, calculus, numer…
N/A N/A
37233
chenkumi
Enables AI assistants to inspect and query a MySQL database through safe, struc…
N/A N/A
37234
cgmzfy
mcp111 Claim
N/A N/A 95
37235
xiaobenyang-com
drand Claim
Fetch publicly verifiable randomness from the drand quicknet. Retrieve the late…
N/A N/A 95
37236
lfhillesheim
32 ferramentas MCP de cálculo fiscal/trabalhista BR (CLT, INSS, IRRF, PJ, finan…
N/A N/A
37237
OmarArias-Gaguancela
vmd-mcp Claim
Enables control of VMD2 for molecular dynamics analysis through natural languag…
N/A N/A
37238
hectortemich
Talk to your DeonPay merchant account from any MCP-compatible AI host. Enables …
37239
jrolstad
ambient-mcp Claim
An MCP server that wraps the Ambient Weather REST API. Query your personal weat…
37240
flowing-abyss
Hybrid search over your Obsidian vault – CLI and MCP server
N/A N/A
37241
Skeego
opendata-mcp Claim
Enables interaction with the OpenData Platform API by dynamically exposing all …
37242
abhineet34
Local LinkedIn MCP server for posting to LinkedIn from Claude. 9 tools — create…
N/A N/A
37243
pras-labs
bichon-mcp Claim
MCP server that enables AI agents to search and read locally-archived emails vi…
N/A N/A
37244
sravannerella
An MCP server for MuleSoft Anypoint Platform that enables AI assistants to inte…
37245
xiaqijun
AF_MCP Claim
Enables automated device blocking and unblocking operations with authentication…
N/A N/A
37246
aurekai
aurekai-mcp Claim
Aurekai MCP server for akai doctor, manifests, artifacts, feature queries, and …
N/A N/A
37247
needhuman
NeedHuman Claim
Human-in-the-loop MCP server. When your agent is blocked by CAPTCHA, identity v…
81
37248 N/A N/A 95
37249
rsutana
rocks-db Claim
Enables executing SQL queries (SELECT, INSERT, UPDATE, DELETE) and database int…
N/A N/A
37250
axnet
swap Claim
Axnet Solana (x402 Execution Gateway) By integrating Axnet, your AI agent gain…
81
Showing 37201–37250 of 41157 servers
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