MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31851
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 15 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
39851
ciaran-finnegan
Enables governed agent access to Cortex XSIAM security operations APIs, includi…
39852
hollaugo
Analyze stocks with summaries, SEC filings, analyst targets and recommendations…
N/A N/A 95
39853
Kumaravel-V10
MCP server for AI agents to execute the complete NevioServiceCenter flight book…
39854
Slyke
A LAN-hosted MCP server for safely querying and managing OPNsense Dnsmasq DHCP …
39855
Fulviuus
Enables AI agents to interact with the Godot game engine, including project ins…
N/A N/A
39856
Agostynah
Wraps GitLab Duo CLI as an MCP tool for code review, enabling agents to get str…
N/A N/A
39857
yhgun31
erpdevdb Claim
N/A N/A 95
39858
tao-izm
devpulse-mcp Claim
Zero-config MCP server that gives AI coding assistants a real-time diagnostic s…
N/A N/A
39859
ostinatocc
Bridges Aionis execution memory to MCP clients, enabling governed memory contex…
N/A N/A
39860
emreycolakoglu
TaskForge Claim
MCP server that enables AI agents to manage tasks, boards, lists, and comments …
39861
gdmkonsult
mcp.office Claim
Combined MCP server for Euro-Office DocumentServer enabling Word and PDF editin…
39862
zackbissell
A powerful AI-driven tool that helps developers create beautiful, modern UI com…
81
39863
adebayojuwon200-pixel
layergen-mcp Claim
Layergen 3D model generation, retexture, and repair — for Claude Desktop and an…
N/A N/A
39864
Pulkitgupta17
ClauseIQ Claim
A multi-agent AI system that reads Indian contracts, flags unfair clauses with …
39865
byrn-baker
Enhanced Nautobot 3.1.0 integration for NetClaw with GraphQL reads, REST writes…
39866
cablate
Enables AI agents to store and recall persistent long-term memories across sess…
N/A N/A
39867
blackbirdai-team
Enables LLMs to access Blackbird AI's services through the Model Context Protoc…
39868
ahmedselimmansor-ctrl
A Model Context Protocol server for managing Oracle Cloud Infrastructure servic…
N/A N/A
39869
nextbillion-ai
Provides geolocation, routing, and navigation tools including geocoding, place …
39870
pipeworx-io
Enables AI agents to search, query, and retrieve metadata from Mesa, Arizona's …
39871
MangoByteLabs
LiLBrain Claim
Instant codebase knowledge graph MCP server. It auto-detects languages, indexes…
N/A N/A
39872
CodeAwareness
Team-aware memory for AI coding assistants that tracks intent, records decision…
N/A N/A
39873
GerritCodeReview
Enables interaction with Gerrit code review system via REST API, allowing langu…
N/A N/A
39874
strommy76
agent-broker Claim
Enables multi-agent communication workflows with consensus arbitration, peer me…
39875
AxT-Team
Uapi Mcp Claim
Official MCP server for the uapis.cn API platform, providing over 100 endpoints…
N/A N/A
39876
lleontor705
Resilient multi-CLI orchestration server for AI agents that routes tasks to Cla…
N/A N/A
39877
sandersouza
Enables MCP-compatible agents to interact with Grafana instances for searching,…
39878
brian-bfz
Enables querying and retrieving webpage content from websites by parsing sitema…
81
39879
First-party funnel, rage-click, checkout, A/B test, and page-speed CRO intellig…
N/A N/A 81
39880
MrJamescot
A lightweight MCP server for interacting with CTFd instances, enabling AI tools…
39881
thundersoft-td
MCP server integrating VolcEngine for automatic speech recognition (ASR) and te…
39882
Yash-synergy
A simple MCP server that provides basic calculator operations such as add, subt…
N/A N/A
39883
Sergio-72
Unifies LAN agent memory (Postgres + pgvector + Ollama) with an Obsidian vault …
39884
lars-dreier
A Model Context Protocol server that exposes DuckDuckGo web and image search to…
39885
brack101
Enables AI assistants to interact with Aspen Plus process simulations through a…
N/A N/A
39886
FLock-io
Provides comprehensive access to Ethereum blockchain data through the Etherscan…
39887
ThambimuthuAnush24
Enables resume parsing, querying, and email notifications via MCP tools.
39888
melihbirim
Pipetable Claim
Query local CSV, Parquet, JSON and TSV files with real SQL via DuckDB. Gives yo…
N/A N/A
39889
bird
sandbox-mcp Claim
Provides a local, isolated Linux VM sandbox for AI agents using Apple's Virtual…
N/A N/A
39890
devanshtb
Read-only MCP server with hybrid search combining dense semantic and sparse key…
39891
rjlopezai
VERITAS Claim
Multi-model consensus verification for AI agent pipelines. 5 MCP tools: verify_…
N/A N/A 95
39892
clevertechca
Provides Canadian government data for AI agents, including property assessments…
39893
clint419
Enables web search through Exa or Parallel APIs for MCP-compatible AI clients l…
39894
The-40-Thieves
Provides access to 61 public digital libraries through a single unified interfa…
N/A N/A
39895
obrien-matthew
mcp-steam Claim
MCP server for Steam that enables LLM agents to manage gaming libraries, achiev…
39896
YMZDS
niscope-mcp Claim
Enables AI assistants to directly control NI oscilloscopes (e.g., PXIe-5160/516…
N/A N/A
39897
codeMaestro78
Enables managing and searching markdown notes with semantic search, question an…
N/A N/A
39898
sjgant80-hub
Exposes foldkit primitives (7-prime spine, κ-bands, and 6 fold operations) as M…
39899
tgzx
Enables ChatGPT to control a Windows PC remotely via OpenAI Secure MCP Tunnel, …
N/A N/A
39900
xy200303
A local MCP server for spec-driven development, enabling users to create, revie…
N/A N/A
Showing 39851–39900 of 66534 servers
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