MCP Server Quality Scores

Independent quality analysis of 69400 public MCP servers

69400
Discovered
→
34016
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 54 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
38651
SauceTaster
Enables AI clients to submit files, hashes, and URLs for malware analysis, retr…
— ○ ⏳ — — — — — —
38652
cmdaltctr
A Model Context Protocol server that exposes the NiftyPM project management API…
— ○ ⏳ — — — — — —
38653
acoyfellow
Deploys an open-source integration layer for AI agents (Executor) to Cloudflare…
— ○ ⏳ — — — — — —
38654
paraporoco
Enables mathematical computation via Wolfram Language/Mathematica integration, …
— ○ ⏳ — N/A N/A — — —
38655
bioanywhere
Enables AI assistants to interact with GitLab projects through natural language…
— ○ ⏳ — — — — 81 —
38656
jrierapeiro
Enables fetching real-time financial market data, including price, key metrics,…
— ○ ⏳ — — — — — —
38657
purpleslurple
Enables natural language access to Microsoft OneNote notebooks, sections, and p…
— ○ ⏳ — N/A N/A — — —
38658
fritzprix
fred-mcp Claim
Enables users to search, retrieve, and explore economic data series from the Fe…
— ○ ⏳ — N/A N/A — — —
38659
OSU-NLP-Group
ChemMCP Claim
ChemMCP is an easy-to-use and extensible chemistry toolkit for LLMs and AI assi…
— ○ ⏳ — — — — — —
38660
parajuliminiyan
An AI-powered QA automation tool that crawls web pages, generates Playwright-ba…
— ○ ⏳ — N/A N/A — — —
38661
devRonPark
Translates Korean KakaoTalk messages to natural Japanese with pronunciation and…
— ○ ⏳ — — — — — —
38662
kefyusuf
Offline-first MCP server for web search and content fetching. It requires no ex…
— ○ ⏳ — N/A N/A — 95 —
38663
rafteles2016
An MCP server for automating Microsoft Dynamics CRM and Power Platform through …
— ○ ⏳ — — — — 81 —
38664
RohitYajee8076
backburner Claim
Run long shell commands as background tasks: start them, keep working, collect …
— ○ ⏳ — N/A N/A — — —
38665
cphoskins
Enables generating presentations, documents, webpages, and social posts via Gam…
— ○ ⏳ — — — — — —
38666
UPDerechoIA
up-law-mcp Claim
A template for building legal MCP servers that enforces source citation to redu…
— ○ ⏳ — N/A N/A — — —
38667
jokull
loki Claim
Loki lets an AI agent run an entire website at runtime — content schema, conten…
— ○ ⏳ — — — — — —
38668
AiAgentKarl
Enables searching the NIST NVD for CVEs, retrieving full CVE details, checking …
— ○ ⏳ — — — — — —
38669
einsteindark-edgm
A Model Context Protocol server that enables listing and reading PDF documents …
— ○ ⏳ — N/A N/A — — —
38670
hashgrid-labs
Search that learns from feedback, over text and images: embeds locally, sends D…
— ○ ⏳ — N/A N/A — — —
38671
ldastey-dev
Enables interaction with Devin's API across all versions (v1, v2, v3beta1) with…
— ○ ⏳ — — — — 81 —
38672
daniel.larson
testproject Claim
— ○ ⏳ — N/A N/A — 95 —
38673
MarkovianProtocol
provenance Claim
Stamp any data to the Markovian chain for a verifiable provenance receipt. Prov…
— ○ ⏳ — — — — — —
38674
prembobby39-gif
UserFlow MCP Claim
Simulates real users navigating your app and delivers qualitative UX feedback, …
— ○ ⏳ — N/A N/A — — —
38675
hyzaw
A proxy middleware for the Variflight MCP server with token rotation, intellige…
— ○ ⏳ — N/A N/A — — —
38676
gossipauthorxpm
docs-mcp Claim
MCP server for reading and writing .docx files. Exposes four paginated tools so…
— ○ ⏳ — N/A N/A — — —
38677
r9drig-tech
Enables controlling Power BI with AI through natural language commands for crea…
— ○ ⏳ — — — — — —
38678
friendlygeorge
MCP server for Sentry — error tracking, issues, releases, events, and projects …
— ○ ⏳ — N/A N/A — — —
38679
abrose1
Provides AI agents with structured access to the U.S. EIA Open Data API for ene…
— ○ ⏳ — — — — — —
38680
Cuneiform-LLC
clearlist Claim
AI resale manager. Photograph an item, AI writes the listing, publish a sale pa…
— ○ ⏳ — — — — — —
38681
envisialearning
An MCP server that wraps the Basecamp 2 REST API, enabling Claude to create and…
— ○ ⏳ — — — — — —
38682
SMABoundless
Enables searching and retrieving scholarly works, authors, institutions, and ci…
— ○ ⏳ — N/A N/A — — —
38683
HansF
irail-mcp Claim
Provides Belgian railway travel information via the iRail API, including statio…
— ○ ⏳ — — — — — —
38684
moisescabello
An unofficial MCP server that enables adding content to daily notes, creating n…
— ○ ⏳ — N/A N/A — — —
38685
FuturPanda
Laguarde Claim
Self-hostable policy control plane for AI coding agents.
— ○ ⏳ — N/A N/A — — —
38686
j0hanz
Gemini-powered MCP server for code analysis.
— ○ ⏳ — N/A N/A — 95 —
38687 — ○ ⏳ — N/A N/A — 95 —
38688
jaejin0me
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
— ○ ⏳ — N/A N/A — 95 —
38689
edum-compassuol
Enables AI tools to query Brazilian addresses by CEP or search CEPs by address …
— ○ ⏳ — N/A N/A — — —
38690
Byggarepop
TokenSaver Claim
Token-efficient C#, Razor, and .NET file views for AI assistants. 50-95% token …
— ○ ⏳ — N/A N/A — — —
38691
shinypebble
An MCP server for the OpenAI Ads (ChatGPT Ads) Advertiser API, providing tools …
— ○ ⏳ — — — — — —
38692
rajmodi262
Enables construction professionals to query project documents with conflict-awa…
— ○ ⏳ — N/A N/A — — —
38693
wiv-ai
Wiv Claim
Automate FinOps workflows, cases, and cloud ops via the Wiv Workflow API.
— ○ ⏳ — — — — — —
38694
fb0sh
mcptools Claim
An MCP server providing built-in system info and nmap network scanning tools, w…
— ○ ⏳ — — — — — —
38695
new-village
Provides tools to search for people using registered business cards and the pub…
— ○ ⏳ — N/A N/A — — —
38696
RN0000
Enables AI assistants to search and retrieve metadata and download links for CC…
— ○ ⏳ — — — — — —
38697
christopher-czaban
An open-source MCP server enabling AI assistants to interact with the Motion AP…
— ○ ⏳ — — — — — —
38698
9KMan
MCP Server Claim
Enables natural-language querying of structured data via Model Context Protocol…
— ○ ⏳ — — — — — —
38699
center2055
discord-mcp Claim
Comprehensive Discord server management through MCP, enabling channel, role, pe…
— ○ ⏳ — — — — — —
38700
BigUncle
A high-performance speech recognition MCP server based on Faster Whisper, provi…
— ○ ⏳ — N/A N/A — — —
Showing 38651–38700 of 69400 servers
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