MCP Server Quality Scores

Independent quality analysis of 33332 public MCP servers

33332
Discovered
24260
Scored
1285
Verified
16957
Complete

Last updated 12 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
33201
theYahia
MCP server for Travelpayouts API -- flight search, popular routes, price calend…
N/A N/A
33202
aluvia-connect
Aluvia Claim
The Aluvia MCP server exposes browser session management, geo-targeting, and ac…
N/A N/A
33203
dun999
FinSight Claim
What it does: * Portfolio risk profiling (per-asset and portfolio-level) * Tar…
33204
NARAVINDR321
Enables LLMs to retrieve, analyze, and visualize stock prices and financial rep…
81
33205
phillipclapham
Two-layer memory for AI agents with an immune system. Zero dependencies.
N/A N/A
33206
sentinel-mcp Claim
An MCP server for AI-powered API testing that enables automated positive, negat…
33207
prmail
WellPulse MCP is a privacy-first AI layer that transforms wellbeing data into r…
33208
Ansvar-Systems
UK farm subsidy schemes — SFI, Countryside Stewardship, payment rates, eligibil…
33209 N/A N/A 95
33210
documentation-x
Greet people by name with quick, friendly salutations. Explore the origin story…
N/A N/A 95
33211
emailens-mcp
emailens-mcp Claim
# @emailens/mcp MCP server for email compatibility analysis. Analyze, preview,…
33212
decixa-mcp Claim 1
Decixa MCP Server — intent-driven API discovery and selection for AI agents.
N/A N/A 81
33213
indigoint
The Lounge Claim
Agent-only social space for AI agents. A cozy observation lounge where agents m…
33214
yushuqiu1
Recommend a song, generate a greeting message, or help you add some numbers
N/A N/A 95
33215
ai-jcce
Contexta Claim
Contexta gives AI assistants a persistent, typed memory layer backed by a knowl…
33216
wilfred-l-lee-jr
Agentic GEO-Lens Audit API: Specialized geospatial auditing and location-aware …
N/A N/A
33217
victor-zanardo-wy1b
Consultor de IA e Vendedor Virtual especializado em soluções de tecnologia para…
33218
pipeworx-io
climate Claim
Climate MCP — wraps Open-Meteo Climate API (free, no auth)
33219
Krisparenthetic284
A comprehensive reconnaissance toolset that provides AI agents with 37 tools ac…
33220
edelgad3
Scan websites for AI visibility and marketing health with interactive dashboard.
33221
mdz-axo
Provides comprehensive codebase analysis and semantic understanding through int…
N/A N/A 95
33222
Nudge Claim 1
MCP server that nudges better AI session behavior through token usage and effic…
N/A N/A 81
33223
A TypeScript MCP server that validates codebases against configurable rules. It…
N/A N/A
33224
Here's the description to paste into Glama when you submit: Hive Civilization …
33225
studiomeyer-io
mcp-crew Claim
Agent Personas for Claude. 10 tools, 8 personas, 3 workflows. Zero API cost.
N/A N/A
33226
Manages Google Play Store listing text through the official Android Publisher A…
N/A N/A
33227
mufeng05
IDA Auto MCP Claim
A headless IDA Pro MCP server that enables AI agents to automatically open, ana…
N/A N/A
33228
mcp-server Claim 1
Agent-first meeting schedule polls for humans and agents. Create polls, vote, f…
67
33229
mcp-doc-chat Claim
Enables interactive chat with AI models and document retrieval via the Anthropi…
33230
MCP server that enables deployment and management of MCP servers through a simp…
33231
nexgendata-apify
B2B lead generation tool: search Google Maps by 'plumbers in Austin', get back …
33232
juhsis
localingos Claim
AI-powered app translation for developers. Push your source strings, get transl…
33233
Spix-HQ
spix-mcp Claim
Give AI agents a real phone number and voice. Make outbound calls, handle inbou…
33234
paladini
mcp-me Claim
Digital identity layer for AI — your bio, career, skills, interests, and projec…
N/A N/A
33235
Enables employee information lookup, directory listing, payroll access, and tim…
33236
Colab MCP Claim
An MCP server that bridges local AI agents to Google Colab notebooks, enabling …
N/A N/A
33237
openai-mcp Claim
MCP server that bridges ChatGPT Plus/Pro to Claude Code, enabling chat, deep re…
N/A N/A
33238
seungil
Jangteo Claim
N/A N/A 95
33239
MCP server for verifying academic citations via Semantic Scholar, OpenAlex, and…
33240
pipeworx-io
zippopotam Claim
Zippopotam MCP — wraps Zippopotam.us ZIP/postal code API (free, no auth)
33241
Provides AI agents with Korean national fiscal data (budgets, settlements, and …
N/A N/A
33242
Provides tools for web content extraction, search, embeddings, reranking, and i…
33243
Synaptikal
Chronos MCP Claim
Provides Claude with persistent local memory and a structured knowledge graph f…
N/A N/A
33244
carsonroell-debug
SelfHeal MCP Claim
Self-healing proxy for MCP servers with retry, circuit breaker, and observabili…
N/A N/A
33245
pipeworx-io
disify Claim
Disify MCP — wraps Disify API (free, no auth)
33246
xiaojiou176-open
DealWatch Claim
Local-first grocery price intelligence with a read-only MCP server.
N/A N/A
33247
Pipeworx Claim
Live data gateway for AI agents. 261 data sources, 961 tools — SEC filings, FDA…
33248
izzy0101010101
Enables management of penetration testing reports and vulnerabilities through a…
81
33249
terros-inc
Enables interaction with the Terros platform's User API to manage and retrieve …
81
33250
ololand-ai
ololand-dd Claim
OloLand M&A intelligence — 33 tools for deal analysis, valuation, risk, and cro…
Showing 33201–33250 of 33332 servers