MCP Server Quality Scores
Independent quality analysis of 69199 public MCP servers
Last updated 4 hours, 2 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19251 |
Read and write the system clipboard — tables, text, code, JSON, URLs, images, a…
|
A 86 3⁄3 | ||||||||
| 19252 |
Enables AI assistants to inspect web pages, monitor network requests, extract H…
|
A 86 3⁄3 | ||||||||
| 19253 |
Give Claude Code, Cursor, Codex CLI a ChatGPT for your codebase. Multi-agent kn…
|
A 86 3⁄3 | ||||||||
| 19254 |
Enterprise-grade (40m+ lines) codebase intelligence in a zero-setup, private an…
|
A 86 3⁄3 | ||||||||
| 19255 |
Task Orchestration
|
A 86 3⁄3 | ||||||||
| 19256 |
context-sherpa
Claim
Context Sherpa MCP server provides code mapping, deterministic feedback loops, …
|
A 86 3⁄3 | ||||||||
| 19257 |
Compare-first local MCP sidecar for browser AI workflows.
|
A 86 3⁄3 | ||||||||
| 19258 |
Lets Claude manage tmux sessions on Linux — start long-running ML training jobs…
|
A 86 3⁄3 | ||||||||
| 19259 |
Enables querying and analysis of FedRAMP documentation, compliance requirements…
|
A 86 3⁄3 | ||||||||
| 19260 |
Fetch content from login-protected web pages (Notion, Google Docs, Jira, Conflu…
|
A 86 3⁄3 | ||||||||
| 19261 |
Tribunal — Enterprise Claude Code plugin. TDD enforcement, quality gates, vault…
|
A 86 3⁄3 | ||||||||
| 19262 |
Access Swiss meteorological open data from MeteoSwiss, powered by foehn
|
A 86 3⁄3 | ||||||||
| 19263 |
Movi MCP v1
Claim
Review-first stdio MCP for Movi: analyze, review, overlay edit, and dry-run pre…
|
A 86 3⁄3 | ||||||||
| 19264 |
Simulate and visualize quantum physics phenomena with high precision and public…
|
A 86 3⁄3 | ||||||||
| 19265 |
Multi-agent memory intelligence with expertise tracking and conflict detection
|
A 86 3⁄3 | ||||||||
| 19266 |
Real-time crypto intelligence: technical analysis, sentiment, and funding rates
|
A 86 3⁄3 | ||||||||
| 19267 |
Cross-service API dependency graph for microservice codebases. Give it a busine…
|
A 86 3⁄3 | ||||||||
| 19268 |
Institutional-grade crypto market infrastructure for AI agents — 376+ tools, 10…
|
A 86 3⁄3 | ||||||||
| 19269 |
Final Cut Pro MCP — 88 tools: FCPXML engine, live FCP control, media analysis, …
|
A 86 3⁄3 | ||||||||
| 19270 |
The Underground Cultural District MCP server. 23 tools for AI agents: 13 free d…
|
A 86 3⁄3 | ||||||||
| 19271 |
Open-source AI research assistant for VS Code + GitHub Copilot. Connects to Pub…
|
A 86 3⁄3 | ||||||||
| 19272 |
Structured reasoning MCP server that decomposes problems into atomic steps (pre…
|
A 86 3⁄3 | ||||||||
| 19273 |
TokRepo MCP: tokrepo_discover for planning, tokrepo_install_plan before writes,…
|
A 86 3⁄3 | ||||||||
| 19274 |
A development tool that serves as a bridge to launch and inspect other stdio MC…
|
A 86 3⁄3 | ||||||||
| 19275 |
Universal memory runtime for AI agents — episodic, semantic, and procedural mem…
|
A 86 3⁄3 | ||||||||
| 19276 |
Deterministic CI scanner and surface-risk scoring for MCP (Model Context Protoc…
|
A 86 3⁄3 | ||||||||
| 19277 |
Figma MCP server for AI agents. 9 tools: design context, variables, screenshots…
|
A 86 3⁄3 | ||||||||
| 19278 |
Provides Docker management tools for AI agents, including inspecting containers…
|
A 86 3⁄3 | ||||||||
| 19279 |
Token-efficient GitLab MCP server that delivers 167 tools through 3 meta-tools …
|
A 86 3⁄3 | ||||||||
| 19280 |
Live codebase intelligence for AI agents. Import graph PageRank for file import…
|
A 86 3⁄3 | ||||||||
| 19281 |
Scan for AI tools and agents - MCP servers & CLIs for scanning, auditing, and m…
|
A 86 3⁄3 | ||||||||
| 19282 |
pay-mcp
Claim
USDC-backed agent payments. Transfer, escrow, x402 paywall, streams, subs. 28 t…
|
A 86 3⁄3 | ||||||||
| 19283 |
Automated testing for Model Context Protocol servers. Ship MCP Servers with con…
|
A 86 3⁄3 | ||||||||
| 19284 |
PDF-to-Markdown router. Per-page backend selection + confidence scoring for RAG…
|
A 86 3⁄3 | ||||||||
| 19285 |
Connects Ableton Live to Claude AI through the Model Context Protocol, enabling…
|
A 86 3⁄3 | ||||||||
| 19286 |
Share encrypted, self-destructing secrets from your AI agent. Zero-knowledge E2…
|
A 86 3⁄3 | ||||||||
| 19287 |
Fully local MCP server and CLI for web research
|
A 86 3⁄3 | ||||||||
| 19288 |
Enables structural framing analysis of documents, identifying perspectives, omi…
|
A 86 3⁄3 | ||||||||
| 19289 |
A sandboxed MCP tool for reverse engineering that provides a unified interface …
|
A 86 3⁄3 | ||||||||
| 19290 |
Dependency graph and blast-radius analysis for local TypeScript/JavaScript repo…
|
A 86 3⁄3 | ||||||||
| 19291 |
Enables querying and analyzing the Philippine schools masterlist dataset, inclu…
|
A 86 3⁄3 | ||||||||
| 19292 |
Semantic memory for AI agents with hybrid search, knowledge graph, and consolid…
|
A 86 3⁄3 | ||||||||
| 19293 |
kai
Claim
Kai is a semantic analysis engine that sits on top of Git. It captures meaningf…
|
A 86 3⁄3 | ||||||||
| 19294 |
Local-first cross-agent memory MCP. 6-layer structured brain (goal/context/emot…
|
A 86 3⁄3 | ||||||||
| 19295 |
google-suite-mcp
Claim
Read and write Google Sheets, Docs, Drive, and Apps Script from any MCP client.…
|
A 86 3⁄3 | ||||||||
| 19296 |
agent-audit-trail
Claim
MCP server providing immutable audit logging, policy enforcement, and complianc…
|
A 85 3⁄3 | ||||||||
| 19297 |
Enables AI agents to programmatically inspect, test, and validate other MCP ser…
|
A 85 3⁄3 | ||||||||
| 19298 |
Synapse indexes C# codebases into a FalkorDB-backed graph to provide deep struc…
|
A 85 3⁄3 | ||||||||
| 19299 |
HREVN trust layer for baseline diagnostics and verifiable workflow integrity fo…
|
A 85 3⁄3 | ||||||||
| 19300 |
Persistent knowledge system with OWL-RL reasoning and 22 MCP tools. Local-first.
|
A 85 3⁄3 | ||||||||