MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 32 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20351 |
Long-term memory system for AI agents that accumulates domain expertise through…
|
B 75 3⁄3 | ||||||||
| 20352 |
EU AI Act Article 50 watermarking + transparency compliance MCP. Built for the …
|
B 75 3⁄3 | ||||||||
| 20353 |
Read-only MCP over a vault's typed knowledge graph: concept search, contradicti…
|
B 75 3⁄3 | ||||||||
| 20354 |
Enables AI assistants to manage Google Tasks through natural language interacti…
|
B 75 4⁄4 | ||||||||
| 20355 |
D365 F&O MCP Server
Claim
Enables AI-assisted X++ development for Dynamics 365 Finance and Operations by …
|
B 75 4⁄3 | ||||||||
| 20356 |
An MCP server that launches a lightweight localhost UI for interactive AI-assis…
|
B 75 3⁄3 | ||||||||
| 20357 |
A reference MCP server for clinic scheduling and intake, demonstrating producti…
|
B 75 3⁄3 | ||||||||
| 20358 |
dbdense
Claim
Offline database schema context for LLM agents. Extract once, serve via MCP — n…
|
B 75 3⁄3 | ||||||||
| 20359 |
A server that integrates with Claude Desktop to enable real-time web research c…
|
B 75 4⁄3 | ||||||||
| 20360 |
MCP server for generating and configuring development containers from devcontai…
|
B 75 3⁄3 | ||||||||
| 20361 |
Official MCP server for Conan C/C++ package manager. Create projects, manage de…
|
B 75 4⁄3 | ||||||||
| 20362 |
|
B 75 4⁄3 | ||||||||
| 20363 |
Coordination layer for AI coding agents working on the same codebase. Adds file…
|
B 75 3⁄3 | ||||||||
| 20364 |
mcp-a11y-service
Claim
Enables automated WCAG 2.2 AA accessibility audits of Figma designs and webpage…
|
B 75 3⁄3 | ||||||||
| 20365 |
NornicDB
Claim
Nornicdb is a distributed low-latency, Graph+Vector, Temporal MVCC with all sub…
|
B 75 4⁄3 | ||||||||
| 20366 |
Read-only MCP for OpenVibeCoding runs, workflows, proof, queue, replay, and inc…
|
B 75 3⁄3 | ||||||||
| 20367 |
Code linting and style checking tools for AI agents, exposed as an MCP server. …
|
B 75 3⁄3 | ||||||||
| 20368 |
Enables LLMs to interact with the Tulip manufacturing platform, providing acces…
|
B 75 4⁄4 | ||||||||
| 20369 |
54 robust financial calculators based on deterministic mathematical principles.
|
B 75 3⁄3 | ||||||||
| 20370 |
Federal + state government contracts, awards, jobs, and B2B subcontracting for …
|
B 75 3⁄3 | ||||||||
| 20371 |
Sephera
Claim
Fast local-first Rust CLI for codebase metrics, AST-compressed LLM context bund…
|
B 75 3⁄3 | ||||||||
| 20372 |
Enables comprehensive chess analysis through Stockfish engine integration, posi…
|
B 75 4⁄4 | ||||||||
| 20373 |
google maps for vibecoders.
|
B 75 3⁄3 | ||||||||
| 20374 |
Provides system information through a single tool that returns platform details…
|
B 75 3⁄3 | ||||||||
| 20375 |
Connects Claude to your Strava account for analyzing training, predicting race …
|
B 75 3⁄3 | ||||||||
| 20376 |
A local-first, no-API-key MCP server that enables LLMs to search the web, fetch…
|
B 75 3⁄3 | ||||||||
| 20377 |
Git and GitHub operations — repo status, diffs, branches, stashes, PRs, issues,…
|
B 75 3⁄3 | ||||||||
| 20378 |
backlog-mcp
Claim
MCP server that gives AI agents structured read/write access to a story-based p…
|
B 75 3⁄3 | ||||||||
| 20379 |
Wireshark MCP
Claim
Exposes Wireshark/tshark packet capture, analysis, threat detection, and report…
|
B 75 3⁄3 | ||||||||
| 20380 |
Enables Claude to manage Gmail, Google Calendar, and Google Contacts through a …
|
B 75 3⁄3 | ||||||||
| 20381 |
Enables AI assistants to interact with Grafana dashboards, datasources, alerts,…
|
B 75 4⁄4 | ||||||||
| 20382 |
Decentralized Git with on-chain governance, bounties, and DAOs. Tools for repos…
|
B 75 3⁄3 | ||||||||
| 20383 |
Surface forgotten notes from markdown vaults using DMN-inspired replay cycle to…
|
B 75 3⁄3 | ||||||||
| 20384 |
Nextcloud MCP Server
|
B 75 4⁄4 | ||||||||
| 20385 |
📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve…
|
B 75 4⁄3 | ||||||||
| 20386 |
A personalized developer community reader that enables AI assistants to provide…
|
B 75 3⁄3 | ||||||||
| 20387 |
mcp-chat-studio
Claim
A powerful MCP testing tool with multi-provider LLM support (Ollama, OpenAI, Cl…
|
B 75 4⁄3 | ||||||||
| 20388 |
local-mcp
Claim
Native macOS MCP server — 82 tools for Mail, Calendar, Teams, OneDrive and more.
|
B 75 3⁄3 | ||||||||
| 20389 |
MCP server for Aruba Central that exposes access point, switch, and wireless cl…
|
B 75 3⁄3 | ||||||||
| 20390 |
Rust-powered PDF toolkit: create, read, and analyze PDFs; extract text and enti…
|
B 75 3⁄3 | ||||||||
| 20391 |
Cipher is an opensource memory layer specifically designed for coding agents. C…
|
B 75 3⁄3 | ||||||||
| 20392 |
Connect Claude to Microsoft Teams — read/send messages, list channels, search c…
|
B 75 3⁄3 | ||||||||
| 20393 |
Enables Claude to access and manage YouTube channel data through the YouTube Da…
|
B 75 3⁄3 | ||||||||
| 20394 |
digital-marketing-pro
Claim
Claude Code plugin: 115 commands, 25 agents, 64 scripts, 67 MCP servers, 143 re…
|
B 75 3⁄3 | ||||||||
| 20395 |
Enables AI assistants to autonomously execute over 200 open-source penetration …
|
B 75 3⁄3 | ||||||||
| 20396 |
Persistent 4-tier AI memory (episodic, semantic, project, procedural) with temp…
|
B 75 3⁄3 | ||||||||
| 20397 |
Enables LLMs to query and analyze PostgreSQL databases through a controlled int…
|
B 75 4⁄4 | ||||||||
| 20398 |
Monarch Money API client with 30 MCP tools for accounts, transactions, budgets,…
|
B 75 4⁄3 | ||||||||
| 20399 |
PocketLantern
Claim
Blocker-aware decision layer for AI coding agents. Adds source-linked, time-sen…
|
B 75 3⁄3 | ||||||||
| 20400 |
Ai friendly CLI music player
|
B 75 3⁄3 | ||||||||