MCP Server Quality Scores

Independent quality analysis of 69199 public MCP servers

69199
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 15 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
19451
cliwant
mcp-sam-gov ⚡ Claim
Keyless MCP — 36 tools for SAM.gov, USAspending, Federal Register, eCFR, Grants…
B 83 3⁄3 ◐ ⏳ 84 N/A N/A 82 83 —
19452
1102tools
USASpending.gov federal contracts, subawards, recipients, agencies. 55 tools.
B 83 3⁄3 ◐ ⏳ 84 N/A N/A 64 95 —
19453
qmediat
ideogram-mcp ⚡ Claim
Ideogram V3 API — generate, edit, remix, reframe, replace background, upscale i…
B 83 3⁄3 ◐ ⏳ 82 N/A N/A 84 83 —
19454
swarmclawai
swarmclaw ⚡ Claim
Open-source self-hosted AI agent runtime and multi-agent framework for autonomo…
B 83 3⁄3 ◐ ⏳ 72 N/A N/A 86 95 —
19455
henryhawke
reasonsuite ⚡ Claim
B 83 3⁄3 ◐ ⏳ 96 N/A N/A 47 95 —
19456
oviron
openrouter-admin ⚡ Claim 1
MCP server for OpenRouter management API: credits, key CRUD, activity drill-dow…
B 83 3⁄3 ◐ ⏳ 73 N/A N/A 82 95 —
19457
rog0x
color ⚡ Claim 1
Color convert, palette, contrast checker for AI agents
B 83 3⁄3 ◐ ⏳ 94 N/A N/A 47 95 —
19458
codedrop-codes
Refactory Claim
Hybrid code decomposition — AI plans module boundaries, deterministic engine ha…
B 83 3⁄3 ◐ ⏳ 90 N/A N/A 57 95 —
19459
agirails
Payment rails for AI agents — escrow, settlement, discovery, and disputes from …
B 83 3⁄3 ◐ ⏳ 90 N/A N/A 56 95 —
19460
mnemoverse
mcp-memory-server ⚡ Claim
Hosted memory that learns and forgets — feedback re-ranks what helps, recall fa…
B 83 3⁄3 ◐ ⏳ 84 — — 83 83 —
19461 B 83 3⁄3 ◐ ⏳ 84 — — 66 95 —
19462
jarvisassistantux
loopsense ⚡ Claim
MCP server that closes the feedback loop for AI coding agents — CI monitoring, …
B 83 3⁄3 ◐ ⏳ 90 N/A N/A 55 95 —
19463
masondelan
selvedge ⚡ Claim 1
Change tracking for AI-era codebases. AI agents call it to log structured chang…
B 83 3⁄3 ◐ ⏳ 78 N/A N/A 76 95 —
19464
CrowdStrike
Connects AI agents with CrowdStrike Falcon for security analysis and automation.
B 83 4⁄4 ◐ ⏳ 94 63 N/A 93 82 —
19465
Sealjay
mcp-hey Claim 1
Local MCP server for Hey.com email. Read, search, send, reply, and manage the s…
B 83 3⁄3 ◐ ⏳ 94 N/A N/A 49 95 —
19466
Strom-Capital
mcp-server-db2i ⚡ Claim
Enables AI assistants to query and inspect IBM DB2 for i databases using read-o…
B 83 4⁄4 ◐ ⏳ 96 71 — 79 81 —
19467
modelmycontext
mmc-mcp Claim
MCP server that lets AI agents execute structured business processes by exposin…
B 83 3⁄3 ◐ ⏳ 96 N/A N/A 47 95 —
19468
yafeiaa
Piskel MCP Server ⚡ Claim
Enables AI assistants to create and manipulate pixel art by providing tools for…
B 83 3⁄3 ◐ ⏳ 88 N/A N/A 59 95 —
19469
kunwarVivek
a mcp server to manage github project's functionality
B 83 4⁄3 ◐ ⏳ 85 66 N/A 93 90 —
19470
YawLabs
SSH MCP Server ⚡ Claim
Enables secure remote command execution and file operations over SSH/SFTP with …
B 83 3⁄3 ◐ ⏳ 78 N/A N/A 75 95 —
19471
cyanheads
git-mcp-server ⚡ Claim 1
Comprehensive Git MCP server enabling native git tools including clone, commit,…
B 83 4⁄3 ◐ ⏳ 100 75 N/A 66 83 —
19472
makafeli
AI assistant integration for n8n workflow automation through Model Context Prot…
B 83 4⁄3 ◐ ⏳ 94 75 N/A 72 87 —
19473
voidly-ai
@voidly/mcp-server ⚡ Claim 1
MCP server providing 124 tools for censorship intelligence, encrypted agent mes…
B 83 3⁄3 ◐ ⏳ 90 — — 57 95 —
19474
ShunsukeHayashi
Miyabi MCP Bundle ⚡ Claim
A comprehensive all-in-one MCP server with 172 tools across 21 categories inclu…
B 83 4⁄3 ◐ ⏳ 96 56 N/A 82 95 —
19475 B 83 3⁄3 ◐ ⏳ 92 N/A N/A 51 95 —
19476
bats64mgutsi
nextrole-mcp-proxy ⚡ Claim
MCP proxy server for NextRole CV tailoring services
B 83 3⁄3 ◐ ⏳ 90 N/A N/A 55 95 —
19477
Aquariosan
veyra-contacts ⚡ Claim 1
Contact manager for AI agents with company, tags, and full-text search. Reads a…
B 83 3⁄3 ◐ ⏳ 94 N/A N/A 48 95 —
19478
felixAnhalt
Figma To Code MCP ⚡ Claim
Transforms Figma design data into a compact, LLM-friendly format for code gener…
B 83 3⁄3 ◐ ⏳ 84 — — 81 83 —
19479
crunchtools
MCP Wordpress ⚡ Claim
Secure MCP server for WordPress content management
B 83 4⁄3 ◐ ⏳ 88 75 N/A 72 95 —
19480
Bigsy
mcpmu Claim
TUI-based MCP server multiplexer, configure all your MCP's in a single MCP with…
B 83 3⁄3 ◐ ⏳ 78 N/A N/A 74 95 —
19481
GravityKit
Gravity MCP ⚡ Claim
Enables interaction with WordPress Gravity Forms through natural language, allo…
B 83 4⁄4 ◐ ⏳ 96 71 — 81 80 —
19482
ivnvxd
mcp-server-odoo ⚡ Claim
Connect AI assistants to Odoo ERP systems for business data access, record mana…
B 83 4⁄4 ◐ ⏳ 90 71 — 91 82 —
19483
Geralt1983
clickup-mcp-server ⚡ Claim
B 83 4⁄3 ◐ ⏳ 100 68 N/A 65 92 —
19484
opensourceops
Canny MCP Server ⚡ Claim
A Model Context Protocol (MCP) server for Canny feedback management. Enables ma…
B 82 4⁄3 ◐ ⏳ 88 66 — 76 95 —
19485
aayoawoyemi
ori-cli ⚡ Claim
Agentic coding harness with persistent memory and a REPL body. Built on Ori Mne…
B 82 3⁄3 ◐ ⏳ 90 N/A N/A 53 95 —
19486
cmendezs
Italian e-invoicing: FatturaPA XML/SDI v1.2.3, 27 tools. UBL 2.1 and CII wire f…
B 82 3⁄3 ◐ ⏳ 88 N/A N/A 53 95 —
19487
yongzhe-wang
Apple Calendar MCP ⚡ Claim
Enables Claude and other MCP clients to directly interact with macOS Calendar.a…
B 82 3⁄3 ◐ ⏳ 80 N/A N/A 67 95 —
19488
corbym
memoryweb Claim 1
An MCP server that gives AI agents persistent, narrative memory: concepts as no…
B 82 3⁄3 ◐ ⏳ 79 N/A N/A 70 95 —
19489
rishimeka
genesys-memory ⚡ Claim 1
Causal graph memory engine for AI agents. Scores memories using relevance × con…
B 82 3⁄3 ◐ ⏳ 90 N/A N/A 78 75 —
19490
aakashH242
mcp-playwright ⚡ Claim
🚀 Active Fork of executeautomation/mcp-playwright This repository is an activel…
B 82 4⁄3 ◐ ⏳ 90 66 N/A 78 92 —
19491
sralli
agendum ⚡ Claim
Project memory and scoping engine for AI coding agents. It gives any agent pers…
B 82 3⁄3 ◐ ⏳ 76 N/A N/A 75 95 —
19492
aj-geddes
Discord Agent MCP ⚡ Claim 1
Provides comprehensive Discord bot automation with 71 tools for messaging, chan…
B 82 4⁄4 ◐ ⏳ 100 75 — 64 82 —
19493
kaizen-yutani
Playwright E2E test runner with deep debugging— action capture, DOM snapshots, …
B 82 3⁄3 ◐ ⏳ 96 N/A N/A 40 95 —
19494
kwanLeeFrmVi
mcp-git ⚡ Claim 1
Enables Git repository interaction and automation via LLMs, providing tools to …
B 82 3⁄3 ◐ ⏳ 94 N/A N/A 46 95 —
19495
muhannad-hash
mcp-shield ⚡ Claim
Security scanner for MCP servers. Detects backdoors, exfiltration code, obfusca…
B 82 3⁄3 ◐ ⏳ 90 N/A N/A 53 95 —
19496
benteigland11
Cartograph ⚡ Claim 1
Local-first reusable implementation registry for AI agents and versioned widget…
B 82 3⁄3 ◐ ⏳ 90 N/A N/A 50 95 —
19497
mwhesse
Enables comprehensive Microsoft Dataverse schema management through the Dataver…
B 82 4⁄4 ◐ ⏳ 96 70 — 74 81 —
19498
HewlettPackard
HPE GreenLake workspaces MCP Server
B 82 3⁄3 ◐ ⏳ 84 N/A N/A 60 95 —
19499
fastmcp-me
OpenDataMCP ⚡ Claim 1
Connects open data to LLMs via MCP, enabling easy access to public datasets and…
B 82 3⁄3 ◐ ⏳ 94 N/A N/A 45 95 —
19500
Beledarian
mcp-local-memory ⚡ Claim 1
A lightweight, powerful local memory server for AI agents supporting text, enti…
B 82 3⁄3 ◐ ⏳ 88 N/A N/A 55 95 —
Showing 19451–19500 of 69199 servers
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