MCP Server Quality Scores

Independent quality analysis of 68965 public MCP servers

68965
Discovered
→
33703
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
1651
SebastianBaltes
Enables Claude Code to interact with Linux X11 desktops by performing mouse act…
B 79 5⁄5 ◉ ⏳ 78 91 N/A 27 95 89
1652
gesslar
FluffOS MCP Server ⚡ Claim
Enables AI assistants to validate LPC code and examine compiled bytecode using …
B 79 5⁄4 ◉ ⏳ 78 56 N/A 69 95 100
1653
Piotr1215
Provides secure, direct file system access to Obsidian vault files, enabling se…
B 79 5⁄4 ◉ ⏳ 96 63 N/A 34 95 94
1654
vargahis
monarch-mcp ⚡ Claim 2
Comprehensive Monarch Money integration with read and write support for account…
B 79 5⁄5 ◉ ⏳ 53 82 — 71 95 98
1655
YonasValentin
Searches top design platforms like Dribbble and Behance to provide UI inspirati…
B 79 5⁄4 ◉ ⏳ 88 65 — 58 89 90
1656
DMontgomery40
mcp-server-birdstats ⚡ Claim 1
Cross-reference your BirdNET-Pi data with eBird observations using natural lang…
B 79 5⁄5 ◉ ⏳ 78 82 — 54 80 93
1657
j0hanz
code-lens ⚡ Claim
Gemini-powered MCP server for automated code review, analysis, and documentatio…
B 79 5⁄4 ◉ ⏳ 92 61 N/A 53 95 87
1658
kelvin6365
plane-mcp-server ⚡ Claim
🏎️ 🏠 This MCP Server will help you to manage projects and issues through [Plane…
B 79 5⁄4 ◉ ⏳ 84 67 N/A 50 90 97
1659
wso2
fhir-mcp-server ⚡ Claim
Model Context Protocol server for Fast Healthcare Interoperability Resources (F…
B 79 5⁄5 ◉ ⏳ 84 66 — 72 83 91
1660
hrishirc
Task Orchestration
B 79 5⁄4 ◉ ⏳ 100 61 N/A 43 92 87
1661
alwank
Chhart-MCP ⚡ Claim 1
MCP for https://chhart.app to easily create flowcharts or sankey diagram
B 79 5⁄5 ◉ ⏳ 94 62 N/A 62 82 91
1662
idoyudha
mcp-keycloak ⚡ Claim
Managing Keycloak identity and access management
B 79 5⁄5 ◉ ⏳ 76 82 — 60 81 93
1663
OilpriceAPI
mcp-server ⚡ Claim
Real-time oil, gas & commodity prices. 26 tools: spot, history, futures, alerts…
B 79 5⁄4 ◉ ⏳ 72 72 N/A 70 83 99
1664
mcp-servers-for-revit
Revit MCP ⚡ Claim
Allows AI to interact with Autodesk Revit via the MCP protocol, enabling retrie…
B 79 5⁄5 ◉ ⏳ 74 100 — 58 80 77
1665
operantlabs
operant-mcp ⚡ Claim
Security testing MCP server with 51 tools for penetration testing, network fore…
B 79 4⁄4 ◉ ⏳ 72 — — 55 95 90
1666
Ansvar-Systems
portuguese-law-mcp ⚡ Claim
Portuguese legislation via MCP — full-text search across statutes and provisions
B 79 5⁄4 ◉ ⏳ 71 93 N/A 35 95 90
1667
Bigsy
shadow-cljs-mcp ⚡ Claim 1
A Model Context Protocol server that monitors shadow-cljs builds and provides r…
B 79 5⁄5 ◉ ⏳ 79 87 — 40 81 100
1668
antoinedelorme
gravity-swarm ⚡ Claim
Agent reputation network — compute tasks, submit proofs, earn ELO via Nostr MCP
B 79 5⁄5 ◉ ⏳ 72 100 N/A 27 95 87
1669
unrelated-ai
mcp-gateway Claim
Transform any HTTP endpoint into an MCP server. Aggregate multiple MCP servers,…
B 79 5⁄4 ◉ ⏳ 100 38 N/A 84 95 76
1670
shackleai
memory ⚡ Claim 1
Persistent memory for AI coding tools. 11 tools for any MCP-compatible AI tool.
B 79 5⁄5 ◉ ⏳ 66 100 N/A 78 92 56
1671
aquarius-wing
Provides dual-perspective analysis through alternating actor (creator/performer…
B 79 5⁄4 ◉ ⏳ 90 67 N/A 42 92 91
1672
fawdyinc
shellguard Claim
MCP server that gives LLM agents read-only shell access over SSH
B 79 5⁄4 ◉ ⏳ 76 58 N/A 73 95 97
1673
ttommyth
RAG Memory MCP ⚡ Claim 1
An advanced MCP server providing RAG-enabled memory through a knowledge graph w…
B 79 5⁄5 ◉ ⏳ 84 75 N/A 43 95 90
1674
abhishekbhakat
airflow-mcp-server ⚡ Claim 1
An MCP server for Apache Airflow
B 79 5⁄4 ◉ ⏳ 77 67 N/A 69 83 100
1675
gpartin
WaveGuardClient ⚡ Claim 1
Physics-based anomaly detection via MCP. Uses Klein-Gordon wave equations on GP…
B 79 6⁄6 ◉ ⏳ 96 66 73 75 80 82
1676
jsonallen
Perplexity MCP Server ⚡ Claim 1
A server facilitating web search functionality by utilizing Perplexity AI's API…
B 79 5⁄5 ◉ ⏳ 94 65 — 53 80 94
1677
mlorentedev
hive ⚡ Claim
On-demand Obsidian vault access via MCP. Adaptive context loading (67-82% token…
B 79 5⁄5 ◉ ⏳ 70 82 N/A 83 80 83
1678
prismism-dev
Prismism ⚡ Claim 1
Upload any file, get a tracked shareable link. DocSend for AI agents.
B 79 6⁄6 ◉ ⏳ 75 86 90 33 81 99
1679
VelixarAi
memory ⚡ Claim
Persistent memory for AI assistants. Store, search, and recall across sessions.
B 79 5⁄4 ◉ ⏳ 90 68 N/A 58 83 91
1680
Brahim-Benzarti
Enables AI agents to interact with live Shopify stores through Admin and Storef…
B 79 5⁄5 ◉ ⏳ 90 72 — 61 80 88
1681
ThrownLemon
Medical MCP Server ⚡ Claim
Provides comprehensive medical information by querying authoritative sources in…
B 79 5⁄5 ◉ ⏳ 94 72 — 46 80 90
1682
davidculver
CVE MCP Server ⚡ Claim 1
Provides conversational access to a local CVE (Common Vulnerabilities and Expos…
B 79 5⁄5 ◉ ⏳ 90 91 N/A 45 95 60
1683
coingecko
Official CoinGecko API MCP Server for Crypto Price & Market Data. More detail…
B 79 5⁄5 ◉ ⏳ 84 61 — 87 81 87
1684
gleanwork
A Model Context Protocol server that provides AI assistants with access to Glea…
B 79 5⁄5 ◉ ⏳ 67 73 — 90 81 89
1685
baidu-maps
mcp ⚡ Claim
Baidu Map MCP Server
B 79 6⁄6 ◉ ⏳ 86 80 81 57 80 83
1686
Vvkmnn
claude-praetorian-mcp ⚡ Claim 1
⚜️ An MCP server for context compaction and recycling in Claude Code
B 79 5⁄4 ◉ ⏳ 90 61 N/A 51 92 93
1687
punkpeye
This server offers secure, read-only access to directory files via the MCP, sup…
B 79 5⁄4 ◉ ⏳ 84 63 N/A 57 95 93
1688
rowlando
Enables Claude to design strength workouts and push them directly to COROS watc…
B 79 5⁄5 ◉ ⏳ 78 73 — 68 81 93
1689
nieperdragon
MCP Login Server ⚡ Claim
Provides automated login functionality for localhost web applications using pre…
B 79 5⁄5 ◉ ⏳ 66 100 N/A 22 95 96
1690
n24q02m
mnemo-mcp ⚡ Claim
Persistent AI memory with SQLite hybrid search (FTS5 + semantic). Built-in Qwen…
B 79 5⁄4 ◉ ⏳ 76 68 N/A 83 83 90
1691
ExpertVagabond
photo-organizer ⚡ Claim
AI-powered organization for Google Photos and Drive - auto-organize, find dupli…
B 79 5⁄4 ◉ ⏳ 90 56 N/A 50 95 95
1692
kingdomseed
Enforces disciplined programming practices by requiring AI assistants to audit …
B 79 5⁄4 ◉ ⏳ 96 52 N/A 54 90 94
1693
jinwon-antbotcore
AntBot MCP Server ⚡ Claim
Enables integration with AntBot, an AI-based RPA platform, allowing users to li…
B 79 5⁄4 ◉ ⏳ 90 70 N/A 44 84 96
1694
marco-looy
Pega DX MCP Server ⚡ Claim
Transforms complex Pega Platform interactions into intuitive, conversational ex…
B 79 5⁄5 ◉ ⏳ 96 43 — 82 82 92
1695
admica
FileScopeMCP ⚡ Claim
Analyzes your codebase identifying important files based on dependency relation…
B 79 5⁄4 ◉ ⏳ 76 61 N/A 74 89 100
1696
richard-gyiko
autogen-ext-mcp ⚡ Claim 2
Turns Model Context Protocol server tools available in AutoGen >= v0.4
B 79 5⁄4 ◉ ⏳ 96 71 N/A 67 92 61
1697
savethepolarbears
Jules MCP Server ⚡ Claim
Integrates Google's Jules coding agent with AI assistants to delegate autonomou…
B 79 5⁄5 ◉ ⏳ 96 68 — 45 80 94
1698
vpro1032
Enables AI assistants to interact with Neo4j graph databases through natural la…
B 79 5⁄5 ◉ ⏳ 100 61 — 47 80 96
1699
AnEntrypoint
MCP-REPL ⚡ Claim 1
A secure JavaScript REPL server that enables executing code snippets in a sandb…
B 79 5⁄5 ◉ ⏳ 92 100 N/A 56 95 37
1700
ErgodicLabs
An MCP-based trivia game server where AI creates rounds with two true statement…
B 79 5⁄4 ◉ ⏳ 90 58 N/A 52 92 94
Showing 1651–1700 of 68965 servers
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