MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 48 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53501
aperswal
Motus Claim
Enables agents to search airports and find group meetup flights for multiple tr…
53502
feruzfauzi
Provides tools to access Facebook Ads campaign data, insights, and account spen…
53503
CPT-Rabbit
Konsilium Claim
Enables privacy-first medical document analysis with multi-perspective AI revie…
53504
Prajwalprasanna
Deploy a remote MCP server on Cloudflare Workers without authentication. Easily…
53505
ddtlxc001
aspen-mcp Claim
Enables natural language control of Aspen Plus for chemical process simulation,…
N/A N/A
53506
ReplicantArmy
Search and license 217,000+ authentic vintage 8mm home movie clips from the 193…
81
53507
Joel-hanson
Enables interaction with Kafka clusters via MCP, supporting topic management (l…
53508
peroxide-dev
Local MCP server that uses Playwright browser automation to enable Claude Code …
N/A N/A
53509
cenmiao
A Model Context Protocol server for unified database access and management, sup…
N/A N/A
53510
Larshiensch99
Warden Claim
Register every AI agent, log every action, prove it. EU AI Act compliance built…
53511
CodedVibesX
MCP server that verifies restaurant booking outcomes by reconciling API claims …
N/A N/A
53512
Dhevenddra
Persistent code knowledge graph + 9 composite MCP tools for AI coding agents.
N/A N/A
53513
NatrixAi
roistat-mcp Claim
Enables Claude Desktop to interact with Roistat analytics, orders, statistics, …
N/A N/A
53514
dhyabi2
MCP server for NANO cryptocurrency operations, enabling AI agents to generate w…
53515
miapre
Translate HTML prototypes into Figma using your design system's real components…
N/A N/A 95
53516
gabrimatic
Persistent memory server for MCP clients that stores structured facts as JSON a…
N/A N/A
53517
Virul360
Enables AI assistants to search, download, and analyze Google images via SerpAP…
N/A N/A
53518
vyshnavi-nandyala
A Model Context Protocol server providing tools for DB queries, API calls, file…
N/A N/A
53519
mdonnalley
A local stdio MCP concierge that aggregates multiple remote MCP servers, forwar…
N/A N/A
53520
pipeworx-io
Enables querying the EBI Expression Atlas for gene expression data across speci…
53521
pathcourse-health
Cheaper LLM inference, USDC agent payments via x402, agent identity / reputatio…
N/A N/A
53522
venchuian
Enables interaction with Feishu (Lark) via MCP for sending messages, managing c…
53523
konid Claim 1
Three translation options per phrase, casual to formal, with register context a…
N/A N/A 81
53524
TPEmist
pop-pay Claim
Project Point One Percent - Agent Pay \[pop-pay] is a payment guardrail and one…
81
53525
sjgant80-hub
MCP server for foldkit that exposes 7-prime spine, 7 κ-bands, and 6 fold operat…
N/A N/A
53526
groupdocs-signature
MCP server for GroupDocs.Signature — sign, search and verify document signature…
N/A N/A
53527
GhostlyGawd
codeweb Claim
Your agents break less code and burn fewer tokens — a deterministic call graph …
N/A N/A
53528
matharrismma
concordance Claim
Deterministic claim verification with receipts across ~60 domains. No model in …
53529
tribal-memory
tribal Claim
Self-hosted semantic memory server, served over MCP, for an engineering team's …
N/A N/A
53530
jlavoieca
An MCP server protected by Cloudflare Access, validating JWTs to conditionally …
53531
enelyse
Bridges the Model Context Protocol to the Tabular Object Model, enabling natura…
N/A N/A
53532
rccola990-cloud
Enables AI agents to check whether AI assistants recommend a brand and audit a …
53533
digitalcore
Free service management tools — playbooks, benchmarks, and instant service heal…
81
53534
Semondora
A foundation for building interactive applications using the Model Context Prot…
N/A N/A 95
53535
fetchsandbox
mcp Claim
Stateful OpenAPI sandbox for AI agents to validate API integrations end-to-end.
N/A N/A
53536
RenoLu
mcp-poc Claim
A minimal MCP server with four tools (add, greet, text_stats, divide) demonstra…
N/A N/A
53537
BusyBee3333
Provides 50+ tools for interacting with Rippling's HR platform, including emplo…
53538
bistin
max-mcp Claim
An MCP server for the MAX Exchange (MaiCoin) V3 REST API, enabling market data …
53539
AIops-tools
Governed Nutanix Prism Central v4 ops: clusters/VMs/storage/DR/LCM/RCA, ETag-sa…
N/A N/A
53540
coveo-labs
Enables AI agents to query Coveo's unified index for search, passage retrieval,…
53541
appwrite
mcp Claim
MCP (Model Context Protocol) server for Appwrite
53542
openclaw
Peekaboo Claim
A macOS automation tool that provides high-fidelity screen capture, AI analysis…
N/A N/A
53543
Sendmux
AI email inbox and sending tools with attachments, search, live events, and web…
53544
clauxel
Permission boundary receipts for ChatGPT agents.
53545
luogangan7-lgtm
memory Claim
Persistent long-term memory for AI agents: semantic search, knowledge graph, an…
53546
jokull
agent-cms Claim
Agent-first headless CMS running as a Cloudflare Worker, providing MCP servers …
N/A N/A
53547
1036007003-wq
Automates LinkedIn B2B marketing tasks such as profile search, company analysis…
53548
Hassan-Butt4356
MCP server that provides 8 local RAG tools using LlamaIndex and Ollama, enablin…
N/A N/A
53549
mindcase-co
Mindcase Claim
Access 30+ data collection agents from Claude with natural language.
N/A N/A 83
53550
JayOfemi
byakugan Claim
Private, on-device AI-text analysis including detection, AI-tell spans, and reu…
N/A N/A
Showing 53501–53550 of 66502 servers