MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 14 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
32801
iamredmh
MCP server for automating Weavy.ai creative workflows. It provides tools to man…
N/A N/A
32802
huiseo
Enables LLMs to interact with Outline wiki for document management, search, col…
81
32803
markbsigler
Enables LLMs to manage mainframe source code and deployment workflows via BMC C…
N/A N/A
32804
adityaidev
Connects AI assistants to Twitter/X using cookie-based authentication to read t…
81
32805
apiclaw
Real-time Amazon data API built for AI agents. 200M+ products, 1B+ reviews, liv…
81
32806
DevNexsler
Enables any MCP-compatible AI assistant to search, filter, and retrieve informa…
32807
FlyDocs Claim 1
Spec-driven development workflow for AI agents: issue lifecycle, sessions, proj…
N/A N/A 81
32808
okareo-ai
Okareo Claim
Simulation, evaluation and monitoring for voice agents.
32809
QYmag1c
Extends IDA Pro with multi-instance support and vulnerability scanning for AI-a…
N/A N/A
32810
advaitgore
AgentPay Claim
AgentPay is the authorization layer between an AI agent and real spending. You …
32811
jabberjabberjabber
Enables LLMs to search, download, and extract information from YouTube music vi…
N/A N/A 95
32812
uidaho-nsummers
An MCP server that wraps the TeamDynamix Web API, enabling AI assistants to sea…
32813
markhaines
dockhand-mcp Claim
Exposes the Dockhand Docker management API as tools for LLMs, enabling containe…
N/A N/A
32814
Perufitlife
Web search, clean page reading & one-call research dossiers for AI agents. No A…
N/A N/A
32815
michaeljfazio
koios-mcp Claim
An MCP server that provides LLMs with access to 95 tools covering the Koios Car…
32816
amr05008
Enables LLMs to access a user's personal writing context—voice, style, opinions…
N/A N/A
32817
joinmassive
Gives AI agents real-time web access with JS rendering, captcha solving, and ge…
32818
rajeswaran140
crowvault Claim
327 dev tools via REST API and MCP. Generate Dockerfiles, schemas, K8s, APIs, a…
32819
EvidInvest
Hybrid search over SEC filings, earnings transcripts, and a third-party data ma…
N/A N/A
32820
kmalakoff
mcp-pdf Claim 1
MCP server for PDF generation using PDFKit
N/A N/A 95
32821
sejongjeong
Enables LLM agents to control NVIDIA Run:AI infrastructure by dynamically searc…
N/A N/A
32822
Typeless-Git
fabrx Claim 1
MCP server for Fabrx - Build APIs from documents in your IDE
N/A N/A 95
32823
helloamper
Enables natural language-driven DeFi operations including swaps, lending, bridg…
32824
celigo
Celigo Claim
Manage your Celigo integrator.io account: integrations, flows, connections, err…
32825
wealth29
Wraps common web penetration testing tools in a Docker container and exposes th…
N/A N/A
32826
christian-ramos
MCP server that exposes the Amazon Selling Partner API to Claude Desktop and an…
32827
Srclight Claim 1
Deep code indexing for AI agents. SQLite FTS5 + tree-sitter + embeddings + MCP.
N/A N/A 81
32828
AION-Analytics
Indian macro-event and sector impact intelligence for MCP workflows.
N/A N/A
32829
cartaorobbin
pyramid-mcp Claim
Exposes Pyramid web application endpoints as Model Context Protocol (MCP) tools…
32830
SoftInstigate
restheart Claim
The Agent-Ready Backend for MongoDB.
N/A N/A
32831
HUANGCHIHHUNGLeo
Let any LLM actually watch a video: scene-aware keyframes plus a timestamped tr…
N/A N/A
32832
govbase
Govbase Claim
Govbase provides U.S. federal policy data — search bills, executive orders, loo…
81
32833
willwade
AAC-MCP Claim
A TypeScript template for creating Model Context Protocol servers with stdio an…
N/A N/A
32834
agoradigest
MCP server that connects your AgoraDigest A2A agent to MCP-compatible clients, …
32835
citarium
The Laws of the Game and world football's major competitions, every claim cited…
32836
JKGzenna
A lightweight MCP server that enables AI assistants like Cursor and Claude to c…
N/A N/A
32837
lubo3395
MCP server for reading and writing Excel (xlsx) files using SheetJS, providing …
N/A N/A
32838
soulyamo
screen-mcp Claim
Captures screen, detects text regions, and runs OCR to return a compact JSON wi…
N/A N/A
32839
Heretek-RE
re-vtil Claim
Lifts machine code to VTIL intermediate language and emits pseudo-C for VM hand…
N/A N/A
32840
JayOfemi
shikamaru Claim
Provably correct day-count, calendar, business-day, and schedule math, verified…
N/A N/A
32841
yakuphanycl
WinstonRedGuard monorepo bridge for MCP agents — governance, pipelines, memory,…
N/A N/A 75
32842
Heretek-RE
re-gdb Claim
MCP server wrapping GDB and GEF for dynamic analysis, enabling interactive debu…
N/A N/A
32843
chiaha-ai
DiscreteRate Claim
Run DRS demos (Fast-Slow Drain, Hamburger Duo, Valdez Tanker) and explore the p…
32844
RoscoNL
DNS and email security: check SPF, DKIM, DMARC, DNSSEC, DANE and build the reco…
32845
CSOAI-ORG
lead-scoring-ai-mcp MCP server by MEOK AI Labs
N/A N/A
32846
loganriebel
Mako Metrics Claim
Competitor Meta ads intelligence reports. List plans, create orders, Stripe che…
32847
chocoboy-dev
Mi-Mi-Mi MCP Claim
Adds emotional reactions (emojis, text, sounds) to code generation in opencode,…
N/A N/A
32848
dimple2626
Enables Claude to query Microsoft Clarity analytics remotely via HTTP, with bea…
32849
shahhoseini
masnavi Claim
Rumi's complete Masnavi (25,635 beyts) — search, quote, verify and explain. Fre…
32850
hypernaturalai
Hypernatural Claim
Create and edit AI videos from chat: plan shots, generate scenes, and export st…
Showing 32801–32850 of 67181 servers
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