MCP Server Quality Scores

Independent quality analysis of 69199 public MCP servers

69199
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
19651
Aquariosan
veyra-forms ⚡ Claim 1
Form builder and response collector for AI agents. Reads are free, writes requi…
B 81 3⁄3 ◐ ⏳ 90 N/A N/A 48 95 —
19652
fullread
deepadb ⚡ Claim
Full-featured ADB MCP server — 204 tools across 45 modules, from UI to baseband.
B 81 3⁄3 ◐ ⏳ 72 N/A N/A 79 95 —
19653
alexpota
cloudscope ⚡ Claim 1
Azure + GCP cost management: spending, forecasts, anomalies, budgets, idle reso…
B 81 3⁄3 ◐ ⏳ 82 N/A N/A 86 75 —
19654
pipepie
pipepie Claim
Self-hosted webhook relay and tunnel with Noise NK encryption. 13 MCP tools to …
B 81 3⁄3 ◐ ⏳ 72 N/A N/A 77 95 —
19655
OctoMind-dev
octomind-mcp ⚡ Claim
lets your preferred AI agent create & run fully managed [Octomind](https://www.…
B 81 4⁄4 ◐ ⏳ 96 66 — 79 78 —
19656
Silung
scholar-search-mcp ⚡ Claim 2
An MCP server for academic paper search that integrates with AI assistants (e.g…
B 81 3⁄3 ◐ ⏳ 79 N/A N/A 65 95 —
19657
gabrielcerutti
eToro MCP Server ⚡ Claim
MCP server connecting AI assistants to eToro for portfolio analysis, market res…
B 81 3⁄3 ◐ ⏳ 82 — — 76 83 —
19658
lleontor705
forgespec-mcp ⚡ Claim
Forgespec MCP facilitates Spec-Driven Development (SDD) by providing tools for …
B 81 3⁄3 ◐ ⏳ 72 N/A N/A 78 95 —
19659
VIKAS9793
Context Fabric ⚡ Claim
Context sync layer for AI agents. Ensures continuity and eliminates memory drif…
B 81 3⁄3 ◐ ⏳ 72 N/A N/A 77 95 —
19660
daedalus
mcp-psycopg2 ⚡ Claim
MCP server that exposes PostgreSQL database operations via psycopg2, including …
B 81 3⁄3 ◐ ⏳ 78 — — 67 95 —
19661
agustindiezdb
projectx-mcp ⚡ Claim 1
Enables users to manage time entries and log hours on the ProjectX platform usi…
B 81 3⁄3 ◐ ⏳ 90 N/A N/A 46 95 —
19662
KVANTRA-dev
Nouz ⚡ Claim 2
Unified MCP Server for Obsidian - graph-based note management with semantic cla…
B 81 3⁄3 ◐ ⏳ 80 N/A N/A 65 95 —
19663
codefuturist
email-mcp ⚡ Claim
IMAP/SMTP email MCP server with 42 tools for reading, searching, sending, sched…
B 81 4⁄3 ◐ ⏳ 76 72 — 90 90 —
19664
razroo
state-trace ⚡ Claim
Graph-native bounded working memory for coding agents with typed memories, caus…
B 81 3⁄3 ◐ ⏳ 72 N/A N/A 77 95 —
19665
crunchtools
Secure MCP server for Cloudflare DNS, Transform Rules, and Page Rules
B 81 4⁄3 ◐ ⏳ 84 76 N/A 66 95 —
19666
aegisx-platform
AegisX MCP ⚡ Claim 1
Provides AI assistants with access to AegisX UI components, CRUD generator comm…
B 81 4⁄4 ◐ ⏳ 100 67 — 70 80 —
19667
TheMrGU
passoff Claim
Enables handoff of context between AI coding agents like Claude Code, Cursor, C…
B 80 3⁄3 ◐ ⏳ 78 N/A N/A 62 95 —
19668
kfy123bot
Enables AI assistants to perform Electronic Design Automation (EDA) tasks inclu…
B 80 3⁄3 ◐ ⏳ 96 N/A N/A 35 95 —
19669
Loctree
loctree-mcp Claim
Structural code intelligence for AI agents. Scan once, query everything — dead …
B 80 3⁄3 ◐ ⏳ 64 N/A N/A 86 95 —
19670
tsviz
ActionsPulse ⚡ Claim 1
Real-time GitHub Actions observability through VS Code with GitHub Copilot, pro…
B 80 4⁄3 ◐ ⏳ 94 66 — 76 81 —
19671
ficus33
Connects AI assistants to the TrackingTime API v4 for managing projects, tasks,…
B 80 4⁄4 ◐ ⏳ 88 75 — 71 81 —
19672
lacausecrypto
Datamuse MCP ⚡ Claim 2
MCP server for Datamuse word-finding API
B 80 3⁄3 ◐ ⏳ 71 N/A N/A 73 95 —
19673
andylbrummer
quantum-mcp ⚡ Claim
GPU-accelerated MCP server: quantum mechanics, wavefunction evolution, Schrodin…
B 80 4⁄3 ◐ ⏳ 96 50 N/A 76 95 —
19674
neo4j-labs
Neo4j MCP Canary — The canary goes first so the rest of us know what's coming
B 80 3⁄3 ◐ ⏳ 86 N/A N/A 75 75 —
19675
jordan-huffman
Enables comprehensive interaction with Airtable bases including record manageme…
B 80 4⁄4 ◐ ⏳ 78 76 — 86 80 —
19676
oychao1988
OZON MCP Server ⚡ Claim 1
Enables automated login and price monitoring for OZON seller platform using QQ …
B 80 3⁄3 ◐ ⏳ 84 N/A N/A 52 95 —
19677
xiaojiou176-open
OpenUI MCP Studio ⚡ Claim
Local stdio MCP for UI briefs to React + shadcn with review, proof, and ship.
B 80 3⁄3 ◐ ⏳ 60 N/A N/A 92 95 —
19678
S2TConsulting
accelerators ⚡ Claim
Vector embeddings, CloudFormation generation, and OAuth validation for AI workf…
B 80 4⁄3 ◐ ⏳ 96 65 N/A 71 83 —
19679
GHSix
AverbePorto ⚡ Claim 1
Integrate with AverbePorto to streamline authentication and document submission…
B 80 3⁄3 ◐ ⏳ 86 N/A N/A 51 95 —
19680
PiaoyangGuohai1
CLI server for Zotero 7/8/9 — let AI manage your library. 70+ CLI commands for …
B 80 3⁄3 ◐ ⏳ 76 N/A N/A 68 95 —
19681
frishtik
printify-mcp ⚡ Claim
B 80 3⁄3 ◐ ⏳ 84 N/A N/A 54 95 —
19682
MABAAM
Parses and generates Nuke (.nk), MaterialX (.mtlx), and USD ASCII (.usda) files…
B 80 3⁄3 ◐ ⏳ 76 N/A N/A 68 95 —
19683
anomalous3
ahk-mcp Claim
Enables AI agents to control Windows systems using AutoHotkey v2 and the UI Aut…
B 80 3⁄3 ◐ ⏳ 90 N/A N/A 43 95 —
19684
mdfifty50-boop
agent-security ⚡ Claim
Security scanning and threat detection for AI agents
B 80 3⁄3 ◐ ⏳ 96 N/A N/A 34 95 —
19685
AppControlLabs
AppControl MCP is a local server connecting AI agents and IDEs like Claude, Cur…
B 80 3⁄3 ◐ ⏳ 82 N/A N/A 57 95 —
19686
Ruya-AI
Cozempic ⚡ Claim
2-5x longer Claude Code sessions before compaction. Saves 30-40% on input token…
B 80 3⁄3 ◐ ⏳ 72 N/A N/A 74 95 —
19687
standardbeagle
dart-query ⚡ Claim 1
Dart AI task management MCP with batch operations, DartQL selectors, CSV import…
B 80 4⁄3 ◐ ⏳ 90 71 N/A 74 81 —
19688
CrossPad
crosspad-mcp ⚡ Claim
Development workflow server for CrossPad — build, test, run, screenshot, and na…
B 80 3⁄3 ◐ ⏳ 80 N/A N/A 60 95 —
19689
Muratkus
QA Radar ⚡ Claim
Tells AI agents which files to test first — churn, coverage, and test mapping a…
B 80 3⁄3 ◐ ⏳ 72 N/A N/A 74 95 —
19690
sweir1
obsidian-brain ⚡ Claim 1
A standalone Node MCP server that provides semantic search, knowledge graph, an…
B 80 3⁄3 ◐ ⏳ 76 N/A N/A 83 83 —
19691
seojeom
seojeom-mcp ⚡ Claim
Local-first MCP server for Claude/Codex project wiki and graph workflows
B 80 3⁄3 ◐ ⏳ 72 N/A N/A 75 95 —
19692
oso95
domain-suite-mcp ⚡ Claim
Full domain lifecycle management: availability checking (zero config), registra…
B 80 4⁄4 ◐ ⏳ 82 76 N/A 82 80 —
19693
yifanyifan897645
mcp-checkup ⚡ Claim
Analyze your MCP setup: token costs, grades, duplicates, and optimization tips
B 80 3⁄3 ◐ ⏳ 82 N/A N/A 55 95 —
19694
selfmd
Expose a decentralized P2P agent as an MCP server so Claude Code and other AI t…
B 80 3⁄3 ◐ ⏳ 96 N/A N/A 32 95 —
19695
equinix-labs
Equinix Docs MCP Server returns relevant documentation from docs.equinix.com.
B 80 3⁄3 ◐ ⏳ 86 N/A N/A 51 95 —
19696
arinspunk
A Model Context Protocol (MCP) that allows Claude Desktop and other AI tools (C…
B 80 4⁄3 ◐ ⏳ 88 58 N/A 80 90 —
19697
skivuha
An MCP server that connects Claude to the USAJobs API, enabling natural languag…
B 80 3⁄3 ◐ ⏳ 84 N/A N/A 70 83 —
19698
Business-Maps
@businessmaps/mcp ⚡ Claim
An MCP bridge server that allows AI tools to call functions and execute code di…
B 80 3⁄3 ◐ ⏳ 82 N/A N/A 57 95 —
19699
Indhar01
memograph ⚡ Claim 1
Graph-based memory system for LLMs with knowledge graphs and semantic search.
B 80 3⁄3 ◐ ⏳ 64 N/A N/A 85 95 —
19700
djclarkson
Integrates ClickUp tasks with AI applications, enabling natural language manage…
B 80 4⁄4 ◐ ⏳ 100 63 — 66 82 —
Showing 19651–19700 of 69199 servers
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