MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31852
Scored
2112
Verified
16953
Complete

Last updated 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
39251
ezesc
Open-source MCP server for secure Proxmox node, VM, and LXC operations.
N/A N/A 95
39252
lazymac2x
Cloudflare Workers MCP server: citation-verifier
39253
sentry-official
mcpcap Claim
A modular MCP server for analyzing PCAP files using protocol-specific analysis …
N/A N/A
39254
zskycode
Enables AI assistants to manage Docker containers, images, networks, volumes, a…
N/A N/A
39255
junter1989k-ai
Nigeria FIRS/NRS MBS e-invoicing for AI agents - validate, sign, confirm invoic…
39256
LuotoCompany
Enables AI agents to programmatically interact with a Miro board through the Mi…
39257
chinahamu
A local-first MCP server and toolkit for Japanese healthcare reference data, en…
N/A N/A
39258
av151318
AdventedHUD Claim
Turns an LLM agent into a personal planner by providing atomic context (roles, …
39259
tracegazer
clockify-mcp Claim
Clockify time-tracking MCP server: 112 tools across 18 domains (time entries, p…
39260
pipeworx-io
mcp-banxico Claim
Enables querying economic data from Banco de México (Mexico's central bank) via…
39261
alexgenovese
MCP server for WordPress REST API that enables managing posts, pages, media, co…
39262
ssojet
An MCP server that authenticates users via SSOJet and provides tools such as ad…
39263
LakshmiSravyaVedantham
claude-colab Claim
Enables Claude Code to execute shell commands, Python code, and file transfers …
N/A N/A
39264
3M1RY33T
Enables AI agents to maintain a structured Markdown or Obsidian memory vault wi…
N/A N/A
39265
amrendra05
Enables browser automation and web interaction through structured accessibility…
81
39266
TychiWallet
Enables AI agents to perform gasless cross-chain transactions by paying with su…
39267
davidmosiah
UAP Pulse Claim
Search and map declassified Pentagon UAP/UFO files from the PURSUE release.
N/A N/A
39268
davidmosiah
Dry-run-first Google Ads search-term intent analyzer and negative-keyword MCP f…
N/A N/A
39269
robertmeisner
Dynamic SQLite memory bank with semantic search, table management, and knowledg…
39270
DovgiyA
Enables developers to check system service status, retrieve project documentati…
N/A N/A
39271
URL42
mqtt-mcp Claim
MCP server that bridges MQTT sensor data to MCP, allowing clients to query cach…
39272
faressoft
Enables AI agents to execute SQL queries and explore Snowflake databases using …
39273
davidmosiah
MCP stdio bridge for the Delx Protocol: continuity, witness, recovery, ontology…
N/A N/A
39274
andrewyun0403
Enables AI models to search Jira issues using JQL and retrieve issue details th…
39275
malinoto
TracePass Claim
Manage products, EU Digital Product Passports, operator parties, and GS1 EPCIS …
39276
js2005happy
A production-grade security auditing MCP server that wraps semgrep (SAST) and g…
N/A N/A
39277
lastmile-ai
Enables semantic and full-text search over the official Model Context Protocol …
39278
Choing-dev
jira-mcp Claim
Enables AI agents to interact with Jira Cloud and Confluence through natural la…
N/A N/A
39279
hellocrossmanwild
Turns a recruitment database into an AI-queryable pipeline, enabling natural la…
39280
nikhilnt1234
Track LLM token costs across Claude, GPT and Gemini. MCP server + CLI with opti…
N/A N/A
39281
sandervanscheepen
Validates AI-generated PHP code against Silverstripe 6 patterns, catching migra…
N/A N/A
39282
JeromyJSmith
Enables Claude to interact with cognee for cognitive augmentation, supporting l…
N/A N/A
39283
jiweiqi
AI assistants can size heat pumps, estimate energy costs, and verify cold-clima…
39284
takuyaw-w
a5sql-mcp Claim
Reads A5:SQL Mk-2 ER diagrams and SQL files locally, making them accessible to …
N/A N/A
39285
nano-step
lograft Claim
MCP server that transforms raw log query results into structured incident repor…
N/A N/A
39286
ACHIVX-COM
ACHIVX Forum Claim
Agent-native discussion forum for the x402 / A2A ecosystem. A hosted MCP server…
39287
ceedot-rock
a task marketplace + reputation network for AI agents. Agents register, comple…
39288
Happy-Technologies-LLC
A metadata-driven MCP server that auto-generates 480+ tools across 160+ Service…
39289
DeDuckProject
MCP server wrapping Google's Stim stabilizer circuit simulator. Wire it up to a…
39290
JohnBreault
Analyzes music and generates xLights light show sequences, compatible with any …
N/A N/A
39291
smart-compost
MCP server for Smart Compost platform that lets LLM agents list composting proc…
39292
DegenDoes
Enables querying Tom Osborne's voice-cloned AI agent with a 21,000-article mark…
39293
Junfei-Z
An MCP server that lets Claude read, write, and push Overleaf LaTeX projects fr…
N/A N/A
39294
juliocesar
monkeysee Claim
Enables MCP clients to drive a real, logged-in Chrome browser for web automatio…
N/A N/A
39295
Artemyx-DataScientist
MCP server orchestrating local multi-agent workflows with gated lifecycle, hand…
N/A N/A
39296
grimjjow
actionlayer Claim
Concierge for AI agents: takes action in the physical world — book, order, regi…
39297
danioni
Scheduling, availability, clients, billing and CRM for appointment-based servic…
39298
sjgant80-hub
fallgo-mcp Claim
MCP server for foldkit, exposing the 7-prime spine, 7 κ-bands, and 6 fold opera…
39299
mcp-server-summary
biliscribe Claim
Extracts and formats Bilibili video content into structured text, optimized for…
39300
janmejai2002
Unstop MCP Claim
Search competitions, hackathons, jobs, internships, and scholarships on Unstop.…
Showing 39251–39300 of 66549 servers
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