MCP Server Quality Scores
Independent quality analysis of 33641 public MCP servers
Last updated 0 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19151 |
mdshare
Claim
Free markdown sharing. Upload, get links, collaborate. No login needed.
|
A 88 3⁄3 | ||||||||
| 19152 |
Structural codebase MCP server — navigate and edit code by symbol name, not raw…
|
A 88 3⁄3 | ||||||||
| 19153 |
Skill, agent, MCP and harness recommendation engine for Claude Code/custom LLMs…
|
A 88 3⁄3 | ||||||||
| 19154 |
MT5-Quant
Claim
MT5 strategy development with 87 tools. Backtest, optimize, debug MQL5 EAs on m…
|
A 88 3⁄3 | ||||||||
| 19155 |
Peer-to-peer mesh for AI coding agents - connect Claude Code, Opencode, Codex, …
|
A 88 3⁄3 | ||||||||
| 19156 |
Omega Brain MCP Server. Hardened AI execution pipeline prioritizing NAEF logic …
|
A 88 3⁄3 | ||||||||
| 19157 |
Local-first agentic memory for MCP agents — 25 tools, hybrid search, GDPR, no c…
|
A 88 3⁄3 | ||||||||
| 19158 |
skybridge
Claim
Skybridge is a Full-Stack TypeScript framework for MCP Apps and ChatGPT Apps. T…
|
A 88 3⁄3 | ||||||||
| 19159 |
claude-ollama-mcp
Claim
Lets Claude query and manage a local Ollama server — list models, inspect them,…
|
A 88 3⁄3 | ||||||||
| 19160 |
Swiss grocery search, promotions, and shopping plans across Migros, Coop, Aldi,…
|
A 88 3⁄3 | ||||||||
| 19161 |
MCP server that exposes agent-memory-daemon to any MCP-compatible client — Kiro…
|
A 88 3⁄3 | ||||||||
| 19162 |
openagent
Claim
⚡️AI Cloud OS: Open-source enterprise-level AI knowledge base and MCP (model-co…
|
A 88 3⁄3 | ||||||||
| 19163 |
MCP server connecting Claude to Metabase with 28 tools for natural language dat…
|
A 88 3⁄3 | ||||||||
| 19164 |
Enables AI agents to render interactive Highcharts visualizations directly with…
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A 88 3⁄3 | ||||||||
| 19165 |
squeez
Claim
Hook-based token compressor for 5 AI CLI hosts (Claude Code, Copilot CLI, OpenC…
|
A 88 3⁄3 | ||||||||
| 19166 |
Inline review comments for markdown specs and design docs. Agents request human…
|
A 88 3⁄3 | ||||||||
| 19167 |
Persistent memory for Claude Code grounded in computational neuroscience (41 ci…
|
A 88 3⁄3 | ||||||||
| 19168 |
Encrypted environment variable vault with AI access policies, keeping secrets s…
|
A 88 3⁄3 | ||||||||
| 19169 |
Local-first Claude Code cost analyzer. Per-tool spend, daily trends, optimizati…
|
A 88 3⁄3 | ||||||||
| 19170 |
indxr
Claim
A fast codebase indexer and knowledge wiki for AI agents.
|
A 88 3⁄3 | ||||||||
| 19171 |
companies-house
Claim
MCP server and CLI for the UK Companies House API. Search, filings, officers, d…
|
A 88 3⁄3 | ||||||||
| 19172 |
resonant-mind
Claim
Persistent cognitive infrastructure for AI systems. 27 MCP tools — semantic mem…
|
A 88 3⁄3 | ||||||||
| 19173 |
Read-only WHOOP v2 data for MCP clients, with local SQLite cache and CSV/JSONL/…
|
A 88 3⁄3 | ||||||||
| 19174 |
Pipeline task management for AI agents - stages, dependencies, artifacts, claim…
|
A 88 3⁄3 | ||||||||
| 19175 |
misterclaw
Claim
MiSTerClaw — MCP remote control for MiSTer-FPGA. Launch games, search ROMs, tak…
|
A 88 3⁄3 | ||||||||
| 19176 |
Deterministic IR/IR-LINT validation, policy packs, drift vs exports (archrad). …
|
A 88 3⁄3 | ||||||||
| 19177 |
|
A 88 3⁄3 | ||||||||
| 19178 |
Persistent semantic memory for AI agents — hybrid SQLite + FTS5 with DAG-based …
|
A 88 3⁄3 | ||||||||
| 19179 |
Telegram personal-account MCP (MTProto user-auth). Read DMs, send messages, sea…
|
A 88 3⁄3 | ||||||||
| 19180 |
h5i
Claim
Next-Gen AI-Aware Git
|
A 88 3⁄3 | ||||||||
| 19181 |
OpenClaw MCP Client Plugin - bridges MCP servers into OpenClaw via registerTool
|
A 88 3⁄3 | ||||||||
| 19182 |
engram-server
Claim
Durable memory for AI agents: fact extraction, hybrid retrieval, temporal graph…
|
A 88 3⁄3 | ||||||||
| 19183 |
Lore Context
Claim
Governed AI-agent memory, Evidence Ledger traces, evals, and portable context t…
|
A 87 3⁄3 | ||||||||
| 19184 |
Chronica
Claim
Persistent memory MCP server for Claude Desktop. Gives Claude structured memory…
|
A 87 3⁄3 | ||||||||
| 19185 |
Always up-to-date open-source mirror of Claude Code with GPT-5.4 support. Run C…
|
A 87 3⁄3 | ||||||||
| 19186 |
Cognitive memory for AI agents with Atkinson-Shiffrin memory model (STM/LTM/sen…
|
A 87 3⁄3 | ||||||||
| 19187 |
Memory + wallet for AI agents. Real payment rails, Agent FICO 300-850, Merkle a…
|
A 87 3⁄3 | ||||||||
| 19188 |
Monitor MCP server health, uptime, response times, and Azure DevOps pipeline st…
|
A 87 3⁄3 | ||||||||
| 19189 |
forge
Claim
Structured planning, parallel execution in git worktrees, and deep validation f…
|
A 87 3⁄3 | ||||||||
| 19190 |
Collective intelligence for browser automation agents. Site capabilities, selec…
|
A 87 3⁄3 | ||||||||
| 19191 |
Chiasmus is an MCP server that gives language models access to formal verificat…
|
A 87 3⁄3 | ||||||||
| 19192 |
Strategic task prioritization and agent orchestration for multi-project operato…
|
A 87 3⁄3 | ||||||||
| 19193 |
Web search that doesn't wreck your AI's memory.
|
A 87 3⁄3 | ||||||||
| 19194 |
Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!
|
A 87 4⁄3 | ||||||||
| 19195 |
Self improving agents through iterations
|
A 87 3⁄3 | ||||||||
| 19196 |
Local RAG system for Claude Code with hybrid search (BM25 + semantic), cross-en…
|
A 87 3⁄3 | ||||||||
| 19197 |
Claude Code creature collection game. Hatch buddies, pet to boost roll luck, co…
|
A 87 3⁄3 | ||||||||
| 19198 |
agentseal
Claim
Security toolkit for AI agents. Scan your machine for dangerous skills and MCP …
|
A 87 3⁄3 | ||||||||
| 19199 |
Local-first backtesting engine with built-in overfitting detection (PBO, deflat…
|
A 87 3⁄3 | ||||||||
| 19200 |
Shared versioned state for multi-agent AI workflows
|
A 87 3⁄3 | ||||||||