MCP Server Quality Scores
Independent quality analysis of 48850 public MCP servers
Last updated 33 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20301 |
Deterministic local text analysis: sentiment, readability scoring, keyword extr…
|
B 76 3⁄3 | ||||||||
| 20302 |
Enables AI assistants to control Commodore 64 Ultimate hardware via REST API, s…
|
B 76 4⁄4 | ||||||||
| 20303 |
An MCP server for stealth browser automation that uses human-like interaction p…
|
B 76 3⁄3 | ||||||||
| 20304 |
MCP server that saves Claude Code tokens by delegating bounded tasks to local o…
|
B 76 4⁄3 | ||||||||
| 20305 |
Bridges AI coding agents with the browser to provide visual debugging, real-tim…
|
B 76 4⁄3 | ||||||||
| 20306 |
MCP Client which serves as bridge between mcp servers and local LLMs running on…
|
B 76 4⁄3 | ||||||||
| 20307 |
MCP server for French e-invoicing (XP Z12-013). Manages invoices, validation an…
|
B 76 3⁄3 | ||||||||
| 20308 |
Plan fieldwork with location-based weather insights and quick place lookups. Ca…
|
B 76 3⁄3 | ||||||||
| 20309 |
Comprehensive TypeScript MCP server for Jira with 20+ tools covering complete p…
|
B 76 4⁄4 | ||||||||
| 20310 |
StarTree MCP Server for Apache Pinot
|
B 76 4⁄4 | ||||||||
| 20311 |
MCP server that exposes SymPy's symbolic mathematics functionality
|
B 76 3⁄3 | ||||||||
| 20312 |
Memento
Claim
Persistent memory for AI tools. Local-first knowledge graph with hybrid search.
|
B 76 4⁄3 | ||||||||
| 20313 |
Agent Orchestrator MCP Server by MEOK AI Labs
|
B 76 3⁄3 | ||||||||
| 20314 |
MCP server for Alembica validation, extraction, cost estimation, and schema que…
|
B 76 3⁄3 | ||||||||
| 20315 |
|
B 76 3⁄3 | ||||||||
| 20316 |
Provision Postgres databases + webhooks from AI coding agents in one HTTP call.
|
B 76 3⁄3 | ||||||||
| 20317 |
Independent AI certification authority. Trust scores, search, comparison, and v…
|
B 76 3⁄3 | ||||||||
| 20318 |
A TypeScript-aware MCP server that provides coding agents with repository disco…
|
B 76 3⁄3 | ||||||||
| 20319 |
LinkedIn-native AI content creation, scheduling & analytics via MCP.
|
B 76 4⁄3 | ||||||||
| 20320 |
Connects MCP clients directly to a live Godot editor, enabling AI assistants to…
|
B 76 3⁄3 | ||||||||
| 20321 |
paperless-mcp
|
B 76 4⁄4 | ||||||||
| 20322 |
Provides semantic search and a tag-based knowledge graph for any project, auto-…
|
B 76 3⁄3 | ||||||||
| 20323 |
Scaffolds MERN CRUD resources into existing Express and React codebases.
|
B 76 3⁄3 | ||||||||
| 20324 |
An MCP server that launches a lightweight localhost UI for interactive AI-assis…
|
B 75 3⁄3 | ||||||||
| 20325 |
Vendor status pages, TLS cert inspection, DNS propagation checks, and incident-…
|
B 75 3⁄3 | ||||||||
| 20326 |
MCP server providing LLMs with safe, read-only access to the Chinook SQLite sam…
|
B 75 3⁄3 | ||||||||
| 20327 |
MCP server that integrates with Freshdesk, enabling AI models to interact with …
|
B 75 4⁄4 | ||||||||
| 20328 |
A personalized developer community reader that enables AI assistants to provide…
|
B 75 3⁄3 | ||||||||
| 20329 |
Teamfight Tactics champion, trait, item, and augment reference. 8 tools with fu…
|
B 75 3⁄3 | ||||||||
| 20330 |
Enables AI agents to interact with ConfigCat, a feature flag service for teams.
|
B 75 4⁄3 | ||||||||
| 20331 |
mcp-chat-studio
Claim
A powerful MCP testing tool with multi-provider LLM support (Ollama, OpenAI, Cl…
|
B 75 4⁄3 | ||||||||
| 20332 |
Git and GitHub operations — repo status, diffs, branches, stashes, PRs, issues,…
|
B 75 3⁄3 | ||||||||
| 20333 |
Control and query Rigol DHO824 oscilloscope for waveform capture and measuremen…
|
B 75 4⁄3 | ||||||||
| 20334 |
Sephera
Claim
Fast local-first Rust CLI for codebase metrics, AST-compressed LLM context bund…
|
B 75 3⁄3 | ||||||||
| 20335 |
Perplexity MCP server backed by the Polza.ai chat completions API.
|
B 75 3⁄3 | ||||||||
| 20336 |
Feedback collection for AI agents. Create surveys from JSON schema, collect str…
|
B 75 3⁄3 | ||||||||
| 20337 |
Ai friendly CLI music player
|
B 75 3⁄3 | ||||||||
| 20338 |
|
B 75 3⁄3 | ||||||||
| 20339 |
Enables AI assistants to compile Delphi projects and single units directly thro…
|
B 75 4⁄3 | ||||||||
| 20340 |
Enables Google Developer Experts to report various activities (content creation…
|
B 75 4⁄4 | ||||||||
| 20341 |
code-executor-mcp MCP server by MEOK AI Labs
|
B 75 3⁄3 | ||||||||
| 20342 |
oh-my-codex
Claim
oh-my-codex (omx) — Orchestration layer for OpenAI Codex CLI. Async Claude Code…
|
B 75 3⁄3 | ||||||||
| 20343 |
MCP server for the Storyblok headless CMS with 160 tools across 30 modules. Man…
|
B 75 4⁄4 | ||||||||
| 20344 |
Enables AI assistants to manage Google Tasks through natural language interacti…
|
B 75 4⁄4 | ||||||||
| 20345 |
Provides access to PortOne's official documentation (developer center, help cen…
|
B 75 4⁄4 | ||||||||
| 20346 |
Give secure read/write access to your Standard Notes vault — end-to-end encrypt…
|
B 75 3⁄3 | ||||||||
| 20347 |
An MCP server that enables Claude Code to consult Opus as a strategic advisor d…
|
B 75 3⁄3 | ||||||||
| 20348 |
mediawiki-mcp-server
Claim
Connect to any MediaWiki wiki (Wikipedia, Fandom, corporate wikis). 33+ tools f…
|
B 75 4⁄3 | ||||||||
| 20349 |
Find where your notes disagree — contradiction detection for markdown vaults.
|
B 75 3⁄3 | ||||||||
| 20350 |
Basecamp-MCP-Server
Claim
MCP server for Basecamp 3 with OAuth, FastMCP, and 75 tools for projects, todos…
|
B 75 4⁄4 | ||||||||