MCP Server Quality Scores

Independent quality analysis of 69199 public MCP servers

69199
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 23 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49851
ndeast
Provides Claude with SQL access to Hevy workout history and personal training c…
— ○ ⏳ — N/A N/A — 95 —
49852
thevgergroup
MCP server for Apollo.io B2B database enabling people and company search, enric…
— ○ ⏳ — — — — — —
49853
yigithanyucedag
MCP server exposing the full Apple Ads (Search Ads) Campaign Management API v5 …
— ○ ⏳ — — — — — —
49854
chaodonghu
Summarizes Slack activity and GitLab merge requests with OpenAI to help generat…
— ○ ⏳ — N/A N/A — — —
49855
safayavatsal
Sarvam-MCP Claim
A lightweight MCP server empowering LLM clients with Indic language processing:…
— ○ ⏳ — — — — — —
49856
SSX360
matrixscroll Claim
A trust-first repository copilot to audit signed commit provenance, preview edi…
— ○ ⏳ — N/A N/A — — —
49857
loyaniu
Moodle-MCP Claim
Enables retrieval of upcoming events from Moodle LMS via the Model Context Prot…
— ○ ⏳ — — — — — —
49858
vocab-voyage
20 MCP tools + 17 widgets for SAT/ISEE/SSAT/GRE/GMAT/LSAT prep. Flashcards, qui…
— ○ ⏳ — — — — 81 —
49859
opendatahub-io
Provides AI assistants with direct access to Red Hat OpenShift AI observability…
— ○ ⏳ — — — — — —
49860
neochaotic
powerlab Claim
Turn a PowerLab homelab/enterprise host into a structured, agent-driven surface…
— ○ ⏳ — N/A N/A — 95 —
49861
lukasmki
llamacpp-mcp Claim
An MCP server for running local LLMs using llama-cpp-python, with built-in tool…
— ○ ⏳ — N/A N/A — — —
49862
MaruPelkar
Vaaya Claim 1
Paid APIs and tokenized shares for agents. Prepaid funding, including authorize…
— ○ ⏳ — — — — 67 —
49863
dennisdevulder
ltm Claim
Portable memory protocol for AI coding sessions. Push the state of a session (g…
— ○ ⏳ — N/A N/A — 95 —
49864
BryShdw
Middleware that uses Model Context Protocol and generative AI to automatically …
— ○ ⏳ — N/A N/A — — —
49865
PunkAbeat
Hostbeam Claim
Lets a coding agent read the screenshots you beam to its server with Hostbeam.
— ○ ⏳ — N/A N/A — — —
49866
Neko1313
Semantic code graph MCP server for coding agents
— ○ ⏳ — N/A N/A — — —
49867
thisisaman408
MCP server that connects AI clients to a local MiroFish instance for document-d…
— ○ ⏳ — N/A N/A — — —
49868
jmagar
Gotify RMCP Claim
Rust MCP server and CLI for Gotify push notifications and message management.
— ○ ⏳ — N/A N/A — — —
49869
pipeworx-io
Enables searching and querying Pierce County Open Data datasets via Socrata API…
— ○ ⏳ — — — — — —
49870
Android mobile automation with uiautomator2. AI bot for taps, swipes, apps, XPa…
— ○ — N/A N/A — 81 —
49871
hoainho
ohmyperf Claim
Real-machine, real-browser web perf measurement with ~99% iframe coverage. LLM-…
— ○ ⏳ — N/A N/A — — —
49872
u9401066
Provides validated clinical scoring tools for AI agents via MCP, with evidence-…
— ○ ⏳ — — — — — —
49873
WalnutLink
China A-share filings: why a number moved, does the trend continue, who supplie…
— ○ ⏳ — — — — 67 —
49874
dachnikrus
Enables searching and retrieving Godot documentation pages using fuzzy search, …
— ○ ⏳ — — — — — —
49875
git-akki
sendpookie Claim
Create and send cinematic digital gifts for birthdays and anniversaries via Cla…
— ○ ⏳ — N/A N/A — — —
49876
celados
Turn any picture into a hand-drawn whiteboard animation video, from your AI ass…
— ○ ⏳ — — — — 81 —
49877
alexar76
AIMarket Hub plugin that packages AIMarket capabilities as self-hosted MCP serv…
— ○ ⏳ — — — — — —
49878
aderik
bitvavo-mcp Claim
Exposes a Bitvavo crypto exchange account as read-only tools for Claude, allowi…
— ○ ⏳ — N/A N/A — — —
49879
SmartAI
Exposes CAD design tools (box, cylinder, shell, etc.) via MCP, allowing AI agen…
— ○ ⏳ — N/A N/A — — —
49880
team-windsock
windsock Claim
Aircraft valuations, registry lookup, cost of ownership, market metrics, report…
— ○ ⏳ — — — — — —
49881
FreezeVII
MCP server for compressing AI embeddings by 5-7x using TurboQuant (PolarQuant +…
— ○ ⏳ — N/A N/A — — —
49882
pdarche
Binary Banya Claim
An MCP server offering 'treatments' for AI agents like context cleaning, critiq…
— ○ ⏳ — N/A N/A — — —
49883
lucasbenevinuto
gitbook-mcp Claim
MCP server that exposes 39 tools for GitBook API automation, enabling AI agents…
— ○ ⏳ — — — — — —
49884
butler-kasagi
A lightweight MCP server that maps keywords to file paths instantly using a JSO…
— ○ ⏳ — N/A N/A — — —
49885
singhalpooja9
Exposes job-posting scanner tools (search, company health, fit scoring, dry-run…
— ○ ⏳ — N/A N/A — — —
49886
zym9863
Generates sound effects from text descriptions using ElevenLabs API and saves t…
— ○ ⏳ — N/A N/A — — —
49887
qinisolabs
sanctionwise Claim
Screens names against the official UK FCDO Sanctions List to identify possible …
— ○ ⏳ — N/A N/A — — —
49888
cgallic
connorgallic Claim
Query Connor Gallic's profile, products (KaiCalls, Kai CMO, Build with Kai), an…
— ○ ⏳ — — — — — —
49889
CSOAI-ORG
ad-copy-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — 95 —
49890
boyonglin
A lightweight MCP server that enables AI assistants to search and read skills f…
— ○ ⏳ — — — — — —
49891
Groupthink-dev
Enables AI agents to securely interact with Tailscale tailnets for device inven…
— ○ ⏳ — — — — — —
49892
CT4nk3r
arrstack-mcp Claim
An MCP server that gives AI assistants control over your Sonarr, Radarr, Prowla…
— ○ ⏳ — — — — — —
49893
fastmcp-me
mcp-datetime Claim
Provides current date and time in various formats including standard, Japanese,…
— ○ ⏳ — — — — — —
49894
kira4094
Enables text-to-image generation using Agnes Image 2.1 Flash via OpenAI-compati…
— ○ ⏳ — — — — — —
49895
bitovi
convey Claim
Enables designing, modifying, and bug reporting in web apps, sending changes to…
— ○ ⏳ — N/A N/A — — —
49896
alphaplapplap
Provides intelligent, persistent memory for AI assistants with semantic search,…
— ○ ⏳ — — — — — —
49897
ktmcp-cli
MCP server for Betfair Exchange Streaming API, providing real-time streamed upd…
— ○ ⏳ — N/A N/A — — —
49898
SiwarKhalfaoui
Turns raw GitHub commit history into a categorized, human-readable changelog di…
— ○ ⏳ — N/A N/A — — —
49899
pr1m8
AI-agent ready FastMCP server for Polymarket market discovery, wallet analytics…
— ○ ⏳ — — — — — —
49900
ilyanovopashin
A test server that exercises all MCP protocol features including prompts, tools…
— ○ ⏳ — N/A N/A — — —
Showing 49851–49900 of 69199 servers