MCP Server Quality Scores
Independent quality analysis of 66502 public MCP servers
Last updated 3 hours, 48 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 50451 |
arcticdb-mcp
Claim
An MCP server for structured read/write access to ArcticDB, enabling AI assista…
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| 50452 |
riv-mcp
Claim
Riv MCP server — a thin shell over the Riv authorization API (authorize, get_ac…
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| 50453 |
Foghorn
Claim
Architectural decision tracker with staleness detection — records decisions and…
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| 50454 |
Vivado MCP
Claim
A Model Context Protocol server that lets AI clients operate AMD Vivado through…
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| 50455 |
PayHub MCP Server
Claim
Enables querying real disclosed salary data across 20 regions, with tools to se…
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| 50456 |
The WAF for agents. Pattern-based + heuristic firewall scans prompts, RAG docum…
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| 50457 |
VK Ads MCP
Claim
MCP server for VK Ads API: manage ad plans, ad groups, banners, and statistics.
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| 50458 |
gemini-cli-mcp
Claim
MCP server for Google's Gemini CLI with OAuth, enabling use of Gemini through C…
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| 50459 |
Refactor MCP
Claim
A Model Context Protocol (MCP) server for automated refactoring of Java and Typ…
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| 50460 |
Base dos Dados MCP
Claim
This MCP server provides AI-optimized access to Brazil's largest open data plat…
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| 50461 |
Enables interaction with a restaurant FastAPI backend for menu management, orde…
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| 50462 |
tca-mcp-server
Claim
Enables starting code analysis and obtaining code analysis reports via the MCP …
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| 50463 |
Malaysia LHDN MyInvois: AI agents submit, query and cancel e-invoices, stateles…
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| 50464 |
Provides AI agents with direct access to FileMaker databases through the FileMa…
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| 50465 |
fema-mcp-server
Claim
Query FEMA disaster declarations, public assistance grants, housing aid, and NF…
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| 50466 |
k8s-dev-mcp
Claim
Provides AI assistants with tools to access Kubernetes enhancement proposals (K…
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| 50467 |
gRPC Transport for MCP
Claim
Enables MCP servers and clients to communicate over gRPC using FastMCP, support…
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| 50468 |
commitment-tracker-mcp
Claim
Tracks commitments (promises made in conversations) and provides tools to add, …
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| 50469 |
fungenerators
Claim
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| 50470 |
Geocoding
Claim
Forward and reverse geocoding, place search, and distance via OpenStreetMap Nom…
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| 50471 |
Enables comprehensive search and analysis of Claude Code conversation history u…
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| 50472 |
mindvault-mcp
Claim
A privacy-first MCP server that converts messy multi-turn conversations into st…
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| 50473 |
Integrates OpenShift LightSpeed with Claude Code to provide AI-powered OpenShif…
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| 50474 |
Normalized GitHub-CLI bridge for Claude Code — 89 ops, 6 families incl. federat…
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| 50475 |
mcp_linux_ssh
Claim
Enables running commands over SSH on remote Linux hosts, with logging and stand…
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| 50476 |
npm-docs-server
Claim
Fetches metadata and README documentation for NPM packages, with local caching …
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| 50477 |
zombie-killer
Claim
Scans bank statements for zombie subscriptions and drafts cancellation, renegot…
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| 50478 |
brain-operator-mcp
Claim
A TypeScript MCP server that lets ChatGPT and other MCP clients read and safely…
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| 50479 |
jarbobo
Claim
Enables LLMs to draw interactive diagrams (architecture, sequence, class) insid…
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| 50480 |
An MCP server for autonomous quantum computing research that searches arXiv, in…
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| 50481 |
tibet-ipoll-mcp
Claim
MCP server for AI-to-AI messaging on the AInternet with TIBET provenance. Enabl…
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| 50482 |
devkits
Claim
12 local developer tools: JSON, Base64, JWT, regex, hash, UUID, Markdown, diff,…
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| 50483 |
DocsHub MCP Server
Claim
An MCP server that provides AI clients with access to developer documentation v…
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| 50484 |
mcp-ns-railways
Claim
MCP server for querying Dutch railway data via the NS API, with planned tools f…
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| 50485 |
Sociality MCP
Claim
Social media analytics, post insights, and competitor benchmarking for AI agent…
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| 50486 |
scan-your-ai-toolkit
Claim
Open-source AI governance toolkit. MCP servers & CLIs for scanning, auditing, a…
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| 50487 |
MedCode Oracle
Claim
# MedCode Oracle — Healthcare API for AI agents
License-free medical coding, p…
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| 50488 |
public-apis-mcp-server
Claim
Enables access to 11 free public APIs including weather, country info, NASA dat…
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| 50489 |
Codebeamer MCP Server
Claim
Enables efficient interaction with Codebeamer V3 APIs by consolidating 30+ indi…
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| 50490 |
vtkapi-mcp
Claim
An MCP server that validates VTK Python code by checking class and method exist…
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| 50491 |
PeakInfer MCP Server
Claim
MCP server for achieving peak inference performance by detecting drift between …
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| 50492 |
ProAgentStore
Claim
MCP-first control plane for ProAgentStore agents and private instances.
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| 50493 |
Phantom MCP
Claim
Enables authorized compliance verification and security auditing through natura…
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| 50494 |
AutoSpectra MCP Server
Claim
All-in-one automation platform for AI agents, providing browser automation, API…
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| 50495 |
Crescender MCP Server
Claim
Read-only MCP server that connects AI clients to Crescender's school asset, loa…
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| 50496 |
OT AIops
Claim
Governed OT tap (57 tools): OPC-UA/Modbus/S7/MC/MTConnect/MQTT/EtherNet-IP/Ethe…
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| 50497 |
Enables interaction with Salesforce data and services via custom MCP tools, inc…
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| 50498 |
Most Recommended Books
Claim
Read-only MCP server for verified book recommendations and reading lists.
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| 50499 |
KARP Graph Lite
Claim
Provides Claude Desktop with persistent, structured memory and semantic search …
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| 50500 |
JVM Source Lens
Claim
Gradle-accurate JVM classpath; fetch Java source, signatures, and class structu…
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