MCP Server Quality Scores

Independent quality analysis of 69052 public MCP servers

69052
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 7 hours, 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
62851
dolrea77
Local MCP server for AI agents that enables Jira issue management, Confluence W…
— ○ ⏳ — N/A N/A — — —
62852
rajivdatta
mcp-adf Claim
Enables interaction with Azure Data Factory instances, allowing users to list, …
— ○ ⏳ — — — — — —
62853
adriangonzalezIABD
DocFiller Claim
Enables generating PDFs from DOCX/ODT templates using MCP with support for Open…
— ○ ⏳ — N/A N/A — — —
62854
De-Cri
Scrooge Claim
Provides AI coding agents with pre-edit situational awareness by combining stru…
— ○ ⏳ — N/A N/A — — —
62855
Sugra-Systems
Sugra API Claim
Gateway between LLM agents and world data through eight tools and a bundled end…
— ○ ⏳ — — — — — —
62856
datakoot
npm, PyPI & crates.io intel for AI agents: versions, popularity, deps, health. …
— ○ ⏳ — — — — — —
62857
cyanheads
Search US court opinions, federal dockets, judges, citations, and oral argument…
— ○ ⏳ — — — — — —
62858
davidmosiah
withingsmcp Claim
Privacy-first, unofficial Withings MCP server for AI health, sleep, activity an…
— ○ ⏳ — N/A N/A — — —
62859
aitesthaj
Enables AI models to securely control remote Linux servers via SSH for command …
— ○ ⏳ — — — — 81 —
62860
tigergraph
Model Context Protocol (MCP) server for TigerGraph that lets AI agents interact…
— ○ ⏳ — — — — — —
62861
bradypp
Godot MCP Claim
A Model Context Protocol server that enables AI assistants to manage Godot proj…
— ○ ⏳ — N/A N/A — — —
62862
cryptorugmunch
# Rug Munch Intelligence — MCP Server [![MCP](https://img.shields.io/badge/MCP…
— ○ ⏳ — N/A N/A — 95 —
62863
syntology
Syntology Claim
Provenance-tagged knowledge graph of AI/ML research: papers, citations, methods…
— ○ ⏳ — — — — — —
62864
Elioz404
Indexes a workspace and exposes code-navigation tools to Codex, enabling symbol…
— ○ ⏳ — N/A N/A — — —
62865
mufasadb
code-grapher Claim
Enables Claude to intelligently analyze and query codebases using knowledge gra…
— ○ ⏳ — N/A N/A — — —
62866
sourav-spd
Enables real-time internet searches via DuckDuckGo Lite with automatic retry, s…
— ○ ⏳ — — — — — —
62867
xuanxt
MCP server for Atlassian Confluence and Jira Cloud with 51 tools to manage page…
— ○ ⏳ — — — — — —
62868
KrishRamani2
Sync_MCP Claim
Enables retrieval and cleaning of official documentation for AI/Python librarie…
— ○ ⏳ — — — — — —
62869
clawfetch
mcp Claim
Web intelligence for AI agents: fetch, render, extract, research. x402 micropay…
— ○ ⏳ — — — — — —
62870
ProjectAILiberation
tactus Claim
Content-agnostic control layer for intimate hardware; forwards Buttplug/Intifac…
— ○ ⏳ — N/A N/A — — —
62871 — ○ ⏳ — N/A N/A — 95 —
62872
arthurperch
MCP server to control a Flask application and optimize AWS costs, providing too…
— ○ ⏳ — N/A N/A — — —
62873
Victor-EU
Telbase Claim
Deploy any web project with one command. AI-native platform with self-healing f…
— ○ ⏳ — N/A N/A — 95 —
62874
narrateai
NarrateAI Claim
Stop recording your voice. NarrateAI adds professional voiceover to silent scre…
— ○ ⏳ — — — — 81 —
62875
AkashGoenka
coldstart Claim
Codebase memory for AI agents: an AST index plus agent-written notes that self-…
— ○ ⏳ — N/A N/A — — —
62876
dynamike
Enables read-only querying of Snowflake databases through Claude, supporting mu…
— ○ ⏳ — N/A N/A — — —
62877
jclee941
Analyzes KakaoTalk group chat texts to extract availability, rank options, draf…
— ○ ⏳ — — — — — —
62878
juergenkoller-software
MCP bridge for [PDF Content Search](https://store.juergenkoller.software/en/app…
— ○ ⏳ — N/A N/A — 95 —
62879
davidcai
kungfu-mcp Claim
A humorous MCP server that catalogs martial-arts factions and narrates sparring…
— ○ ⏳ — N/A N/A — — —
62880
here-tunan
Enables AI tools to manage Anki flashcards, including deck management, card sea…
— ○ ⏳ — N/A N/A — — —
62881
Hickey01
Hickey_MCP Claim
Personal MCP server for Snowflake and Tableau integration, enabling SQL queries…
— ○ ⏳ — — — — — —
62882
Bluente
BluTranslate Claim
— ○ ⏳ — N/A N/A — 95 —
62883
DanceNitra
mnemo Claim
Self-correcting agent memory + MCP server: recall, supersede/revert/review corr…
— ○ ⏳ — N/A N/A — — —
62884
neoai-agent
rds-mcp Claim
Enables monitoring and analysis of Amazon RDS (MySQL, PostgreSQL) instances, me…
— ○ ⏳ — — — — — —
62885
Founders' AI CPO: product review, feedback triage, decision log, honest A/B tes…
— ○ ⏳ — — — — — —
62886
Founders' AI CRO: revenue review from real figures, pipeline, deal desk, quotes…
— ○ ⏳ — — — — — —
62887
Founders' AI CSO: vulnerabilities, dependencies, secrets, verified-site checks,…
— ○ ⏳ — — — — — —
62888
Founders' AI CTO: CI failures explained, PRs and checks, release notes, alerts.
— ○ ⏳ — — — — — —
62889
trendsapi
Amazon product search volume and best-seller trends. Free key at trendsapi.ai
— ○ ⏳ — — — — — —
62890
albertbolanoss
labs_mcp Claim
MCP Server with AI-powered tools including ElevenLabs text-to-speech for realis…
— ○ ⏳ — N/A N/A — — —
62891
Marcwarn
This MCP server provides critical evidence assessment for organization-design, …
— ○ ⏳ — — — — — —
62892
Enhanced Linux filesystem access with symlinks, permissions, and chmod support
— ○ — N/A N/A — 81 —
62893
danielsmithdevelopment
ClawQL Claim 1
An MCP server for API discovery and execution with a token-efficient search -> …
— ○ ⏳ — — — — 81 —
62894
EximAgent
EximAgent Claim
AI sales team for export-import: outbound prospecting, trade data analysis, HS …
— ○ ⏳ — — — — — —
62895
trendsapi
App downloads and chart ranking trends for iOS and Android. Free key at trendsa…
— ○ ⏳ — — — — — —
62896
prmichaelsen
An MCP server that provides comprehensive event management and ticketing capabi…
— ○ ⏳ — N/A N/A — — —
62897
CSOAI-ORG
EU Platform Workers Directive (2024/2831) compliance — employment-status presum…
— ○ ⏳ — N/A N/A — — —
62898
UmarHassanKhan929
Streams live React profiler data to AI agents, enabling them to analyze perform…
— ○ ⏳ — N/A N/A — — —
62899
daggubatikundan
GitMCP Claim
Transforms any GitHub repository into a documentation hub for AI assistants, en…
— ○ ⏳ — — — — — —
62900
gcorroto
MCP server for semantic code indexing using vector embeddings, enabling AI agen…
— ○ ⏳ — N/A N/A — — —
Showing 62851–62900 of 69052 servers