MCP Server Quality Scores
Independent quality analysis of 69199 public MCP servers
Last updated 4 hours ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19201 |
Read-only WHOOP v2 data for MCP clients, with local SQLite cache and CSV/JSONL/…
|
A 88 3⁄3 | ||||||||
| 19202 |
MCP server to query Italian statistics (ISTAT) via SDMX API — compatible with a…
|
A 88 3⁄3 | ||||||||
| 19203 |
Local-first agentic memory for MCP agents — 25 tools, hybrid search, GDPR, no c…
|
A 88 3⁄3 | ||||||||
| 19204 |
Peer-to-peer mesh for AI coding agents - connect Claude Code, Opencode, Codex, …
|
A 88 3⁄3 | ||||||||
| 19205 |
claude-ollama-mcp
Claim
Lets Claude query and manage a local Ollama server — list models, inspect them,…
|
A 88 3⁄3 | ||||||||
| 19206 |
h5i
Claim
Next-Gen AI-Aware Git
|
A 88 3⁄3 | ||||||||
| 19207 |
Persistent semantic memory for AI agents — hybrid SQLite + FTS5 with DAG-based …
|
A 88 3⁄3 | ||||||||
| 19208 |
MCP server connecting Claude to Metabase with 28 tools for natural language dat…
|
A 88 3⁄3 | ||||||||
| 19209 |
Webhook signature-verification audit. Stripe, GitHub, Shopify, Twilio +17. Loca…
|
A 88 3⁄3 | ||||||||
| 19210 |
Persistent memory for Claude Code grounded in computational neuroscience (41 ci…
|
A 88 3⁄3 | ||||||||
| 19211 |
squeez
Claim
Hook-based token compressor for 5 AI CLI hosts (Claude Code, Copilot CLI, OpenC…
|
A 88 3⁄3 | ||||||||
| 19212 |
Zero-dependency browser automation CLI. 70+ commands, 10 test assertions, smart…
|
A 88 3⁄3 | ||||||||
| 19213 |
PostgreSQL MCP Server — 27 tools for queries, schema, CRUD, DBA, HA & server ma…
|
A 87 3⁄3 | ||||||||
| 19214 |
MCP server that gives LLMs access to formal verification via Z3 and SWI-Prolog,…
|
A 87 3⁄3 | ||||||||
| 19215 |
Local-first backtesting engine with built-in overfitting detection (PBO, deflat…
|
A 87 3⁄3 | ||||||||
| 19216 |
An MCP server that standardizes and binds development tool patterns, enabling A…
|
A 87 3⁄3 | ||||||||
| 19217 |
Local-first MCP server and Chromium extension for AI-assisted Microsoft Power A…
|
A 87 3⁄3 | ||||||||
| 19218 |
Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!
|
A 87 4⁄3 | ||||||||
| 19219 |
Provides clean, bounded web content to AI by filtering HTML noise and optionall…
|
A 87 3⁄3 | ||||||||
| 19220 |
Enables AI assistants to control and inspect a live Chrome browser for automate…
|
A 87 3⁄3 | ||||||||
| 19221 |
Security MCP for vibe coding with 330 rules and 29 tools. Purpose-built for AI-…
|
A 87 3⁄3 | ||||||||
| 19222 |
Security scanner for MCP servers. Detects prompt injection, command injection, …
|
A 87 3⁄3 | ||||||||
| 19223 |
anythingmcp
Claim
Self-hosted MCP gateway turning REST, SOAP and GraphQL APIs and SQL/NoSQL datab…
|
A 87 3⁄3 | ||||||||
| 19224 |
Digital identity layer for AI — your bio, career, skills, interests, and projec…
|
A 87 3⁄3 | ||||||||
| 19225 |
Lore Context
Claim
Governed AI-agent memory, Evidence Ledger traces, evals, and portable context t…
|
A 87 3⁄3 | ||||||||
| 19226 |
Monitor MCP server health, uptime, response times, and Azure DevOps pipeline st…
|
A 87 3⁄3 | ||||||||
| 19227 |
Memory + wallet for AI agents. Real payment rails, Agent FICO 300-850, Merkle a…
|
A 87 3⁄3 | ||||||||
| 19228 |
Claude Code creature collection game. Hatch buddies, pet to boost roll luck, co…
|
A 87 3⁄3 | ||||||||
| 19229 |
Local stdio MCP bridge for archive publishing, retrieval, and governance eviden…
|
A 87 3⁄3 | ||||||||
| 19230 |
Give any LLM its own computer — Docker sandboxes with bash, browser, docs, and …
|
A 87 3⁄3 | ||||||||
| 19231 |
Collective intelligence for browser automation agents. Site capabilities, selec…
|
A 87 3⁄3 | ||||||||
| 19232 |
Persistent memory for AI agents — local JSON, zero config, no server required.
|
A 87 3⁄3 | ||||||||
| 19233 |
Compare on-demand compute + storage pricing across AWS, Azure, and GCP. Bulk wo…
|
A 87 3⁄3 | ||||||||
| 19234 |
Self improving agents through iterations
|
A 87 3⁄3 | ||||||||
| 19235 |
agentseal
Claim
Security toolkit for AI agents. Scan your machine for dangerous skills and MCP …
|
A 87 3⁄3 | ||||||||
| 19236 |
Shared versioned state store with optimistic concurrency control for coordinati…
|
A 87 3⁄3 | ||||||||
| 19237 |
Bitbucket MCP
Claim
Bitbucket Cloud MCP in Go: complete API auto-generated from spec, customizable …
|
A 87 3⁄3 | ||||||||
| 19238 |
Strategic task prioritization and agent orchestration for multi-project operato…
|
A 87 3⁄3 | ||||||||
| 19239 |
Сonnects to live JVMs via JDWP protocol,
enabling LLM agents to autonomously de…
|
A 87 3⁄3 | ||||||||
| 19240 |
Always up-to-date open-source mirror of Claude Code (currently v2.1.152). Run f…
|
A 87 3⁄3 | ||||||||
| 19241 |
Persistent AI memory server with 3-layer hybrid search (vector + FTS5 + keyword…
|
A 87 3⁄3 | ||||||||
| 19242 |
|
A 87 3⁄3 | ||||||||
| 19243 |
Cognitive memory for AI agents with Atkinson-Shiffrin memory model (STM/LTM/sen…
|
A 87 3⁄3 | ||||||||
| 19244 |
Chronica
Claim
Persistent memory MCP server for Claude Desktop. Gives Claude structured memory…
|
A 87 3⁄3 | ||||||||
| 19245 |
Local RAG system for Claude Code with hybrid search (BM25 + semantic), cross-en…
|
A 87 3⁄3 | ||||||||
| 19246 |
AI e-commerce operations. Inventory, pricing, segmentation, and analytics.
|
A 87 3⁄3 | ||||||||
| 19247 |
forge
Claim
Structured planning, parallel execution in git worktrees, and deep validation f…
|
A 87 3⁄3 | ||||||||
| 19248 |
Self-hostable study dashboard with a built-in MCP server, so that your Claude/C…
|
A 87 3⁄3 | ||||||||
| 19249 |
Institutional-grade crypto market infrastructure for AI agents — 376+ tools, 10…
|
A 86 3⁄3 | ||||||||
| 19250 |
Fully local MCP server and CLI for web research
|
A 86 3⁄3 | ||||||||