MCP Server Quality Scores

Independent quality analysis of 68784 public MCP servers

68784
Discovered
→
33563
Scored
→
2112
Verified
→
16953
Complete

Last updated 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
68551
MCP-Mirror
An MCP server that enables LLMs to interact with Ashby's Applicant Tracking Sys…
— ○ ⏳ — — — — 81 —
68552
St0neCl0ud
steam-mcp Claim
Connects Claude to your Steam library via the Steam Web API. Query your games, …
— ○ ⏳ — — — — 81 —
68553
seanshin0214
Persona MCP Claim
Enables AI to switch between 26+ expert personas on-demand with smart context d…
— ○ ⏳ — N/A N/A — 95 —
68554
axel-belfort
JSON validation API for AI agents. Validate JSON syntax, check against JSON Sch…
— ○ ⏳ — N/A N/A — 95 —
68555
chestnutforty
Retrieves historical prediction data, community forecasts, and user comments fr…
— ○ ⏳ — — — — 81 —
68556
grulex
An MCP server for calling gRPC methods from AI agents, enabling them to inspect…
— ○ ⏳ — N/A N/A — — —
68557
0xhackerfren
procmon-mcp Claim 1
An MCP server that provides AI assistants with real-time access to Windows inte…
— ○ ⏳ — N/A N/A — 95 —
68558
bhuvanabala
VINdata Claim
VIN decoding and European vehicle data for automotive workflows.
— ○ ⏳ — — — — — —
68559
andyleimc-source
Wraps Jimeng AI's image and video generation APIs for AI assistants to create a…
— ○ ⏳ — N/A N/A — — —
68560
worktpwls
repomap-mcp Claim
Provides role-aware repository maps for LLM agents by analyzing codebases and r…
— ○ ⏳ — N/A N/A — — —
68561
jacob-bd
Enables AI assistants to programmatically interact with Google NotebookLM, allo…
— ○ ⏳ — N/A N/A — — —
68562
yejianye
Enables AI agents to find semantic connections and perform text searches in Obs…
— ○ ⏳ — N/A N/A — — —
68563
blueprint-infrastructure
Solentic Claim
Native Solana staking for AI agents — 26 MCP tools including one-shot stake/uns…
— ○ ⏳ — — — — 81 —
68564
191341025
A Python-powered Model Context Protocol server that provides safe database insp…
— ○ ⏳ — — — — 81 —
68565
JackRiebel
Enables management of Cisco Identity Services Engine (ISE) resources through th…
— ○ ⏳ — N/A N/A — 95 —
68566
wangpolanshan
Enables control of a running TouchDesigner instance via MCP protocol, providing…
— ○ ⏳ — N/A N/A — — —
68567
Tritlo
MCP server enabling Claude to consult Codex (GPT-5.x) mid-task for second opini…
— ○ ⏳ — N/A N/A — — —
68568
BlackhatShiftey
seam-runtime Claim
SEAM: local-first memory runtime for AI agents, with retrieval and glassbox pro…
— ○ ⏳ — N/A N/A — — —
68569
elsanchez
Enables interaction with the FVWM3 window manager for configuration generation,…
— ○ ⏳ — N/A N/A — 95 —
68570
stephenfeather
MCP server that exposes OPC memory scripts as tools for Claude Code and Claude …
— ○ ⏳ — N/A N/A — — —
68571
metatool-ai
A proxy MCP server that aggregates tools from multiple MCP servers and forwards…
— ○ ⏳ — — — — — —
68572
recall Claim
Persistent memory for Claude Code. Search, recall, and re-inject context from a…
— ○ ⏳ — N/A N/A — 95 —
68573
Expert-Integrado
Image MCP Claim
Connects Claude Code to image generation models (OpenAI GPT Image 2, Google Nan…
— ○ ⏳ — N/A N/A — — —
68574
Bhavarth7
routewise Claim
Enables step-level routing of AI workflows by decomposing tasks, selecting the …
— ○ ⏳ — — — — — —
68575
dhruvshekhawat504-eng
Enables lead management and permission set operations on Salesforce through the…
— ○ ⏳ — — — — — —
68576
pushtodisplay
cli Claim
Push To Display MCP server send structured content to selected boards on iOS an…
— ○ ⏳ — N/A N/A — — —
68577
Aavishkar-Kolte
Enables AI-powered music production by integrating with REAPER DAW via MCP prot…
— ○ ⏳ — N/A N/A — — —
68578
Deividhp13
modelport Claim
Turns any ML model into an MCP tool with auto-inferred schemas, input/output va…
— ○ ⏳ — — — — — —
68579
showkeyjar
A robot-control MCP server enabling LLMs to control Unitree robots and DJI Tell…
— ○ ⏳ — N/A N/A — — —
68580
getcyphrex
Cyphrex Claim
Blockchain SSN for AI agents. MCP-native identity, behavior enforcement, and im…
— ○ ⏳ — — — — — —
68581
bapatakshay1
Accounts-payable exception environment with a pass/fail verifier and proof pack…
— ○ ⏳ — — — — — —
68582
aayuushh365
Enables claude.ai to append durable memory entries to an Obsidian vault on GitH…
— ○ ⏳ — — — — — —
68583
zueai
An MCP server that visually reviews UI edit requests by comparing screenshots b…
— ○ ⏳ — N/A N/A — 95 —
68584
wd041216-bit
Zero-cost, privacy-first universal web search MCP server. Enforces a **Search-F…
— ○ ⏳ — N/A N/A — 95 —
68585
icosaedro-git
ToolSnap MCP Claim
Deterministic AI agent microtools, no accounts/API keys. fetch_extract: 98% tok…
— ○ ⏳ — — — — — —
68586
hrvoje0099
Official MCP server for Git Leaderboard rankings, profiles, streaks, and user c…
— ○ ⏳ — N/A N/A — 95 —
68587
MCP server providing personalized greetings with AI-powered tools using Spring …
— ○ — N/A N/A — 81 —
68588
nokhiz
DepFeed Claim
Change intelligence for coding agents: sourced breaking changes for npm, PyPI, …
— ○ ⏳ — — — — — —
68589
eralpozcan
Cut vision API token costs by snapping images to tile boundaries. Claude, GPT-4…
— ○ ⏳ — N/A N/A — — —
68590
Thefrizzy1
A self-hosted MCP server for homelabs with ~193 tools covering media, home auto…
— ○ ⏳ — N/A N/A — — —
68591
Jobicy
Official Jobicy MCP server to search, filter, and retrieve live remote job list…
— ○ ⏳ — — — — — —
68592
paarths-collab
AI code review grounded in your repo history. Supports Test Gen and Security Au…
— ○ ⏳ — N/A N/A — — —
68593
Ap0c123
WAHA MCP Claim
A self-hosted MCP server that connects AI clients to WhatsApp via the WAHA HTTP…
— ○ ⏳ — N/A N/A — 95 —
68594
SigmaPilotAI
A remote Model Context Protocol (MCP) server for real-time cryptocurrency and s…
— ○ ⏳ — N/A N/A — — —
68595
akbaraziz
conduitAI Claim
Search, browse, and install MCP servers, agents, skills, and plugins from condu…
— ○ ⏳ — N/A N/A — 83 —
68596
kychee-com
run402-mcp Claim
Enables users to provision, manage, and query AI-native Postgres databases dire…
— ○ ⏳ — N/A N/A — 95 —
68597
MabrokaMedia
Enables AI assistants to manage Davoxi voice agent platform resources such as b…
— ○ ⏳ — N/A N/A — — —
68598
githits-com
GitHits Claim
Search public open-source code, documentation, metadata, vulnerabilities, chang…
— ○ ⏳ — — — — — —
68599
noreplynexoracommunity-lgtm
Enables searching and exploring the dark web (.onion) via a gMCP-compatible ser…
— ○ ⏳ — — — — — —
68600
carlformigoni
An MCP server that reads all your Claude Code project memory files and exposes …
— ○ ⏳ — N/A N/A — — —
Showing 68551–68600 of 68784 servers