MCP Server Quality Scores
Independent quality analysis of 48935 public MCP servers
Last updated 1 hour, 41 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19151 |
Wrap any CLI as a Model Context Protocol server - schema auto-inferred from --h…
|
A 89 3⁄3 | ||||||||
| 19152 |
Static linter for AI prompts: contradictions, redundancy, ambiguity, and fluff.
|
A 89 3⁄3 | ||||||||
| 19153 |
dreamgraph
Claim
DreamGraph is a graph-first cognitive layer (graph → MCP → CLI → dashboard → ex…
|
A 89 3⁄3 | ||||||||
| 19154 |
API governance for AI coding assistants. Breaking changes, policies, cross-mode…
|
A 89 3⁄3 | ||||||||
| 19155 |
Adversarial test generation for AI coding sessions. Detects language and framew…
|
A 89 3⁄3 | ||||||||
| 19156 |
CSV-first analytics for Google Ads + Meta Ads: reporting, anomaly detection, bu…
|
A 89 3⁄3 | ||||||||
| 19157 |
Mistral AI MCP server: chat, OCR, Voxtral audio, Codestral FIM, vision, agents,…
|
A 89 3⁄3 | ||||||||
| 19158 |
Unified MCP and skill management gateway for AI agents, enabling tool discovery…
|
A 89 3⁄3 | ||||||||
| 19159 |
ToolTrust Scanner
Claim
Scans MCP servers for prompt injection, data exfiltration, and privilege escala…
|
A 89 3⁄3 | ||||||||
| 19160 |
kontexta
Claim
A local-first MCP server that gives AI coding agents persistent memory and cont…
|
A 89 3⁄3 | ||||||||
| 19161 |
Deterministic SHACL-based assessment and comparison for digital passport data m…
|
A 89 3⁄3 | ||||||||
| 19162 |
Self-evolving AI Agent framework — search, compare, and install Genes ranked by…
|
A 89 3⁄3 | ||||||||
| 19163 |
Pirsch Analytics with natural language queries and trend analysis
|
A 89 3⁄3 | ||||||||
| 19164 |
Supercharged Claude Code Official Telegram plugin — threading, voice messages 2…
|
A 89 3⁄3 | ||||||||
| 19165 |
Save up to 40% on agent token costs with code graphs: call graphs, dependency g…
|
A 89 3⁄3 | ||||||||
| 19166 |
Translates a lockfile diff into a human-readable upgrade plan for npm and PyPI.
|
A 89 3⁄3 | ||||||||
| 19167 |
BOSS Zhipin recruitment workflow for AI agents. 49 MCP tools for job search, we…
|
A 89 3⁄3 | ||||||||
| 19168 |
Read-only WHOOP v2 data for MCP clients, with local SQLite cache and CSV/JSONL/…
|
A 88 3⁄3 | ||||||||
| 19169 |
Local-first Claude Code cost analyzer. Per-tool spend, daily trends, optimizati…
|
A 88 3⁄3 | ||||||||
| 19170 |
rbxdev-ls
Claim
Luau language server and VS Code extension for Roblox, with strict type checkin…
|
A 88 3⁄3 | ||||||||
| 19171 |
Persistent semantic memory for AI agents — hybrid SQLite + FTS5 with DAG-based …
|
A 88 3⁄3 | ||||||||
| 19172 |
Encrypted environment variable vault with AI access policies, keeping secrets s…
|
A 88 3⁄3 | ||||||||
| 19173 |
Persistent agent memory via filesystem-native consolidation daemon. Agents read…
|
A 88 3⁄3 | ||||||||
| 19174 |
Mnemoscope
Claim
Predictive context-rot scoring, Ed25519-signed agent-write journal, and working…
|
A 88 3⁄3 | ||||||||
| 19175 |
claude-ollama-mcp
Claim
Lets Claude query and manage a local Ollama server — list models, inspect them,…
|
A 88 3⁄3 | ||||||||
| 19176 |
Enables AI agents to render interactive Highcharts visualizations directly with…
|
A 88 3⁄3 | ||||||||
| 19177 |
Structural codebase MCP server — navigate and edit code by symbol name, not raw…
|
A 88 3⁄3 | ||||||||
| 19178 |
companies-house
Claim
MCP server and CLI for the UK Companies House API. Search, filings, officers, d…
|
A 88 3⁄3 | ||||||||
| 19179 |
squeez
Claim
Hook-based token compressor for 5 AI CLI hosts (Claude Code, Copilot CLI, OpenC…
|
A 88 3⁄3 | ||||||||
| 19180 |
MCP server connecting Claude to Metabase with 28 tools for natural language dat…
|
A 88 3⁄3 | ||||||||
| 19181 |
Zero-dependency browser automation CLI. 70+ commands, 10 test assertions, smart…
|
A 88 3⁄3 | ||||||||
| 19182 |
Telegram personal-account MCP (MTProto user-auth). Read DMs, send messages, sea…
|
A 88 3⁄3 | ||||||||
| 19183 |
Pre-install guardian for npm packages with static code analysis, supply-chain a…
|
A 88 3⁄3 | ||||||||
| 19184 |
Webhook signature-verification audit. Stripe, GitHub, Shopify, Twilio +17. Loca…
|
A 88 3⁄3 | ||||||||
| 19185 |
|
A 88 3⁄3 | ||||||||
| 19186 |
Peer-to-peer mesh for AI coding agents - connect Claude Code, Opencode, Codex, …
|
A 88 3⁄3 | ||||||||
| 19187 |
Skill, agent, MCP and harness recommendation engine for Claude Code/custom LLMs…
|
A 88 3⁄3 | ||||||||
| 19188 |
mdshare
Claim
Markdown collaboration for AI workflows. Share markdown instantly via public li…
|
A 88 3⁄3 | ||||||||
| 19189 |
skybridge
Claim
Skybridge is a full-stack TypeScript framework for MCP Apps and ChatGPT Apps. T…
|
A 88 3⁄3 | ||||||||
| 19190 |
|
A 88 3⁄3 | ||||||||
| 19191 |
Deterministic IR/IR-LINT validation, policy packs, drift vs exports (archrad). …
|
A 88 3⁄3 | ||||||||
| 19192 |
Wraps Claude Code CLI as MCP tools (query, search, structured, sessions) with s…
|
A 88 3⁄3 | ||||||||
| 19193 |
MT5-Quant
Claim
MT5 strategy development with 87 tools. Backtest, optimize, debug MQL5 EAs on m…
|
A 88 3⁄3 | ||||||||
| 19194 |
Swiss grocery search, weekly promotions, and multi-store shopping plans across …
|
A 88 3⁄3 | ||||||||
| 19195 |
OpenClaw MCP Client Plugin - bridges MCP servers into OpenClaw via registerTool
|
A 88 3⁄3 | ||||||||
| 19196 |
misterclaw
Claim
MiSTerClaw — MCP remote control for MiSTer-FPGA. Launch games, search ROMs, tak…
|
A 88 3⁄3 | ||||||||
| 19197 |
Local-first agentic memory for MCP agents — 25 tools, hybrid search, GDPR, no c…
|
A 88 3⁄3 | ||||||||
| 19198 |
jamjet
Claim
Durable, agent-native AI runtime with native MCP client + server and A2A suppor…
|
A 88 3⁄3 | ||||||||
| 19199 |
Controls Unreal Engine 5 editor from AI coding assistants, enabling 280 command…
|
A 88 3⁄3 | ||||||||
| 19200 |
Zettelkasten-based agent memory system with bidirectional links
|
A 88 3⁄3 | ||||||||