MCP Server Quality Scores
Independent quality analysis of 48935 public MCP servers
Last updated 1 hour, 29 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19201 |
Zettelkasten-based agent memory system with bidirectional links
|
A 88 3⁄3 | ||||||||
| 19202 |
Peer-to-peer mesh for AI coding agents - connect Claude Code, Opencode, Codex, …
|
A 88 3⁄3 | ||||||||
| 19203 |
mdshare
Claim
Markdown collaboration for AI workflows. Share markdown instantly via public li…
|
A 88 3⁄3 | ||||||||
| 19204 |
Skill, agent, MCP and harness recommendation engine for Claude Code/custom LLMs…
|
A 88 3⁄3 | ||||||||
| 19205 |
Pipeline task management for AI agents - stages, dependencies, artifacts, claim…
|
A 88 3⁄3 | ||||||||
| 19206 |
Webhook signature-verification audit. Stripe, GitHub, Shopify, Twilio +17. Loca…
|
A 88 3⁄3 | ||||||||
| 19207 |
skybridge
Claim
Skybridge is a full-stack TypeScript framework for MCP Apps and ChatGPT Apps. T…
|
A 88 3⁄3 | ||||||||
| 19208 |
jamjet
Claim
Durable, agent-native AI runtime with native MCP client + server and A2A suppor…
|
A 88 3⁄3 | ||||||||
| 19209 |
Gemini 2M context cache for Claude Code — persistent; repeat queries ~8x faster…
|
A 88 3⁄3 | ||||||||
| 19210 |
h5i
Claim
Next-Gen AI-Aware Git
|
A 88 3⁄3 | ||||||||
| 19211 |
Deterministic IR/IR-LINT validation, policy packs, drift vs exports (archrad). …
|
A 88 3⁄3 | ||||||||
| 19212 |
anythingmcp
Claim
MCP gateway for REST, SOAP/WSDL, GraphQL & SQL — the legacy-friendly API-to-MCP…
|
A 87 3⁄3 | ||||||||
| 19213 |
Security MCP for vibe coding with 330 rules and 29 tools. Purpose-built for AI-…
|
A 87 3⁄3 | ||||||||
| 19214 |
Local RAG system for Claude Code with hybrid search (BM25 + semantic), cross-en…
|
A 87 3⁄3 | ||||||||
| 19215 |
An MCP server that standardizes and binds development tool patterns, enabling A…
|
A 87 3⁄3 | ||||||||
| 19216 |
Memory + wallet for AI agents. Real payment rails, Agent FICO 300-850, Merkle a…
|
A 87 3⁄3 | ||||||||
| 19217 |
Compare on-demand compute + storage pricing across AWS, Azure, and GCP. Bulk wo…
|
A 87 3⁄3 | ||||||||
| 19218 |
Self-hostable study dashboard with a built-in MCP server, so that your Claude/C…
|
A 87 3⁄3 | ||||||||
| 19219 |
AI e-commerce operations. Inventory, pricing, segmentation, and analytics.
|
A 87 3⁄3 | ||||||||
| 19220 |
Give any LLM its own computer — Docker sandboxes with bash, browser, docs, and …
|
A 87 3⁄3 | ||||||||
| 19221 |
PostgreSQL MCP Server — 27 tools for queries, schema, CRUD, DBA, HA & server ma…
|
A 87 3⁄3 | ||||||||
| 19222 |
Local-first backtesting engine with built-in overfitting detection (PBO, deflat…
|
A 87 3⁄3 | ||||||||
| 19223 |
Chronica
Claim
Persistent memory MCP server for Claude Desktop. Gives Claude structured memory…
|
A 87 3⁄3 | ||||||||
| 19224 |
Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!
|
A 87 4⁄3 | ||||||||
| 19225 |
Collective intelligence for browser automation agents. Site capabilities, selec…
|
A 87 3⁄3 | ||||||||
| 19226 |
agentseal
Claim
Security toolkit for AI agents. Scan your machine for dangerous skills and MCP …
|
A 87 3⁄3 | ||||||||
| 19227 |
Digital identity layer for AI — your bio, career, skills, interests, and projec…
|
A 87 3⁄3 | ||||||||
| 19228 |
|
A 87 3⁄3 | ||||||||
| 19229 |
Claude Code creature collection game. Hatch buddies, pet to boost roll luck, co…
|
A 87 3⁄3 | ||||||||
| 19230 |
Сonnects to live JVMs via JDWP protocol,
enabling LLM agents to autonomously de…
|
A 87 3⁄3 | ||||||||
| 19231 |
Always up-to-date open-source mirror of Claude Code (currently v2.1.152). Run f…
|
A 87 3⁄3 | ||||||||
| 19232 |
Local stdio MCP bridge for archive publishing, retrieval, and governance eviden…
|
A 87 3⁄3 | ||||||||
| 19233 |
Lore Context
Claim
Governed AI-agent memory, Evidence Ledger traces, evals, and portable context t…
|
A 87 3⁄3 | ||||||||
| 19234 |
Strategic task prioritization and agent orchestration for multi-project operato…
|
A 87 3⁄3 | ||||||||
| 19235 |
Bitbucket MCP
Claim
Bitbucket Cloud MCP in Go: complete API auto-generated from spec, customizable …
|
A 87 3⁄3 | ||||||||
| 19236 |
Self improving agents through iterations
|
A 87 3⁄3 | ||||||||
| 19237 |
forge
Claim
Structured planning, parallel execution in git worktrees, and deep validation f…
|
A 87 3⁄3 | ||||||||
| 19238 |
MCP server that gives LLMs access to formal verification via Z3 and SWI-Prolog,…
|
A 87 3⁄3 | ||||||||
| 19239 |
Persistent AI memory server with 3-layer hybrid search (vector + FTS5 + keyword…
|
A 87 3⁄3 | ||||||||
| 19240 |
Persistent memory for AI agents — local JSON, zero config, no server required.
|
A 87 3⁄3 | ||||||||
| 19241 |
Shared versioned state store with optimistic concurrency control for coordinati…
|
A 87 3⁄3 | ||||||||
| 19242 |
Provides clean, bounded web content to AI by filtering HTML noise and optionall…
|
A 87 3⁄3 | ||||||||
| 19243 |
Security scanner for MCP servers. Detects prompt injection, command injection, …
|
A 87 3⁄3 | ||||||||
| 19244 |
Enables AI assistants to control and inspect a live Chrome browser for automate…
|
A 87 3⁄3 | ||||||||
| 19245 |
Local-first MCP server and Chromium extension for AI-assisted Microsoft Power A…
|
A 87 3⁄3 | ||||||||
| 19246 |
Monitor MCP server health, uptime, response times, and Azure DevOps pipeline st…
|
A 87 3⁄3 | ||||||||
| 19247 |
Cognitive memory for AI agents with Atkinson-Shiffrin memory model (STM/LTM/sen…
|
A 87 3⁄3 | ||||||||
| 19248 |
Enables structural framing analysis of documents, identifying perspectives, omi…
|
A 86 3⁄3 | ||||||||
| 19249 |
Share encrypted, self-destructing secrets from your AI agent. Zero-knowledge E2…
|
A 86 3⁄3 | ||||||||
| 19250 |
Figma MCP server for AI agents. 9 tools: design context, variables, screenshots…
|
A 86 3⁄3 | ||||||||