MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 42 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15851
ogoldberg
An MCP server implementation that maximizes Gemini's 2M token context window wi…
F 30 5⁄5 ◉ ⏳ 75 48 — 27 77 92
15852
abhishekbhakat
mcp-server-code-assist ⚡ Claim 1 4
A Model Context Protocol server that provides tools for code modification and g…
F 30 5⁄5 ◉ ⏳ 63 82 — 38 78 47
15853
0GiS0
Enables interaction with YouTube through the YouTube Data API, allowing users t…
F 30 5⁄4 ◉ ⏳ 80 70 N/A 35 89 86
15854
aidant64
A secure middleware that intercepts AI agent tool calls to evaluate risks and m…
F 30 5⁄5 ◉ ⏳ 60 68 — 24 76 98
15855
Toloka
Tendem MCP ⚡ Claim 1 2
An MCP server for Tendem that enables users to complete tasks using a hybrid of…
F 30 5⁄5 ◉ ⏳ 39 43 — 60 78 92
15856
k984530
Generates beautiful App Store and Play Store screenshots by inserting app image…
F 30 5⁄5 ◉ ⏳ 90 65 — 32 80 97
15857
subhashdasyam
mem0-server-mcp Claim 1
🧠 Production-ready MCP server providing intelligent memory for Claude Code with…
F 30 5⁄4 ◉ ⏳ 84 47 N/A 47 90 94
15858
guimatheus92
mcp-video-analyzer ⚡ Claim 1 2
MCP server for video analysis — extracts transcripts, key frames, OCR text, and…
F 30 5⁄5 ◉ ⏳ 69 61 N/A 77 80 93
15859
coreline-ai
Antigravity GLM MCP ⚡ Claim 1 3
A bridge between Gemini and GLM-4.5 models that provides 25 tools for automatin…
F 30 5⁄5 ◉ ⏳ 60 75 — 45 75 17
15860
bjh5098
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
F 30 5⁄4 ◉ ⏳ 72 71 N/A 32 90 59
15861
timeplus-io
mcp-timeplus ⚡ Claim 1 2
Integration with Timeplus, a database for streaming data, such as Apache Kafka/…
F 30 5⁄5 ◉ ⏳ 82 43 — 63 77 88
15862
Ninoambaraa
Analytics MCP Claim 1
Enables AI-powered analytics from Stripe, PayPal, and Google Analytics 4 (BigQu…
F 30 5⁄5 ◉ ⏳ 56 68 — 24 78 94
15863
JunHyungKang
T1D Manager ⚡ Claim 1
Enables Type 1 diabetes patients and caregivers to monitor real-time blood gluc…
F 30 6⁄6 ◉ ⏳ 78 86 93 38 80 89
15864
WindoC
Gemini OCR MCP Server ⚡ Claim 1
Provides OCR services powered by Google's Gemini API to extract text from image…
F 30 5⁄5 ◉ ⏳ 66 33 — 23 78 95
15865
EyeSeeThru
JIT Tool Synthesis Claim 1 2
Enables on-demand generation of TypeScript tools using an LLM with human-in-the…
F 30 5⁄5 ◉ ⏳ 88 67 — 30 71 96
15866
fenxer
Steam Review MCP ⚡ Claim 1
Enables LLMs to retrieve and analyze Steam game reviews, providing access to re…
F 30 5⁄5 ◉ ⏳ 80 100 — 56 80 44
15867
g0t4
MCP Server Memory File ⚡ Claim 1 4
An MCP server that allows Claude and other LLMs to manage persistent memories a…
F 30 5⁄5 ◉ ⏳ 65 56 — 24 78 100
15868
barlanyado
mcp-server-test ⚡ Claim 1
F 30 5⁄4 ◉ ⏳ 48 17 N/A 25 84 100
15869
SPL-BGU
PlanningCopilot Claim 1
A tool-augmented LLM system for the full PDDL planning pipeline, improving reli…
F 30 5⁄4 ◉ ⏳ 72 52 N/A 42 90 89
15870
NOVA-3951
Fastmail MCP Server ⚡ Claim 1
Enables AI assistants to securely access and search Fastmail emails via the JMA…
F 30 5⁄5 ◉ ⏳ 66 40 — 24 81 97
15871
ap425q
cutterMCP ⚡ Claim 1 2
An MCP server that enables LLMs to autonomously reverse engineer applications t…
F 30 5⁄4 ◉ ⏳ 59 33 N/A 47 84 100
15872
lilgreml1n
Vanna AI MCP Server ⚡ Claim 1 2
An MCP server that allows AI assistants to query databases using natural langua…
F 30 5⁄5 ◉ ⏳ 75 53 — 35 76 92
15873
mtpajula
Tekuila MCP Server ⚡ Claim 1 2
An MCP server that provides access to Tekuila restaurant menus with AI-powered …
F 30 5⁄5 ◉ ⏳ 39 27 — 44 80 100
15874
nodlab
Assistant MCP Server ⚡ Claim 1 3
An MCP server that allows users to define custom tools via a configuration file…
F 30 5⁄4 ◉ ⏳ 59 55 N/A 42 82 91
15875
howardpen9
kimi-code-mcp ⚡ Claim 1 2
Connects Kimi Code with Claude Code, enabling Claude to delegate bulk codebase …
F 30 5⁄4 ◉ ⏳ 57 62 N/A 69 90 93
15876
Vasallo94
Obsidian MCP Server ⚡ Claim 1
Connects AI assistants directly to Obsidian vaults with intelligent note creati…
F 30 5⁄4 ◉ ⏳ 72 58 N/A 62 90 100
15877
florentine-ai
mcp ⚡ Claim 1 3
MCP server for Florentine.ai - Natural language to MongoDB aggregations
F 30 5⁄5 ◉ ⏳ 75 72 N/A 77 69 89
15878
pree-dew
mcp-bookmark ⚡ Claim 1 2
Enables AI assistants to save and search bookmarks with semantic search using O…
F 30 5⁄4 ◉ ⏳ 49 27 N/A 28 77 94
15879
lsd-so
LSD MCP Server ⚡ Claim 1 3
An MCP server that connects language models to the LSD database, enabling web d…
F 30 5⁄5 ◉ ⏳ 53 82 N/A 28 87 18
15880
emmy-design
Webasyst MCP Server ⚡ Claim 1 2
Enables AI-assisted development for Webasyst framework projects, including crea…
F 30 5⁄4 ◉ ⏳ 84 26 N/A 52 80 80
15881
bhpark1013
Helps users discover and install MCP servers from PlayMCP using hybrid search (…
F 30 5⁄5 ◉ ⏳ 80 58 — 30 80 85
15882
keleshteri
MCP MySQL Server ⚡ Claim 1
Enables Claude Desktop to interact with MySQL databases through secure query ex…
F 30 5⁄5 ◉ ⏳ 84 60 — 26 80 91
15883
LZMW
MCP Vision Server ⚡ Claim 1
Provides advanced image analysis capabilities including object recognition, OCR…
F 30 5⁄5 ◉ ⏳ 54 70 — 45 80 93
15884
ericzakariasson
A proof-of-concept Model Context Protocol server that enables LLM applications …
F 30 5⁄5 ◉ ⏳ 54 26 — 21 76 90
15885
kazuph
@kazuph/mcp-github-pera1 ⚡ Claim 1 2
A Model Context Protocol server that connects GitHub code to Claude.ai. This se…
F 30 5⁄5 ◉ ⏳ 57 62 — 69 80 91
15886
aarora79
mcp-gateway ⚡ Claim 1
MCP Gateway and Registry
F 30 5⁄4 ◉ ⏳ 86 41 N/A 63 84 93
15887
pauloFroes
mcp-telegram Claim 1 2
An MCP server that wraps the Telegram Bot API into semantic tools for LLM agent…
F 30 5⁄4 ◉ ⏳ 51 72 N/A 35 89 92
15888
odysa
RDF4J MCP Server ⚡ Claim 1 3
An MCP server that enables AI-powered exploration of RDF data and SPARQL queryi…
F 30 5⁄5 ◉ ⏳ 63 25 — 40 80 94
15889
worlddebugger
Freqtrade-MCP ⚡ Claim 1
Integrates with the Freqtrade cryptocurrency trading bot via its REST API to en…
F 30 5⁄5 ◉ ⏳ 48 32 — 48 80 94
15890
RocwoDev
Exposes tools for performing web searches via DuckDuckGo and fetching webpage c…
F 30 5⁄5 ◉ ⏳ 76 27 — 32 80 94
15891
lordstyled55
An MCP server that enables AI clients to delegate tasks to autonomous developer…
F 30 5⁄5 ◉ ⏳ 69 58 — 24 71 93
15892
dmmulroy
opensrc-mcp ⚡ Claim 1
A codemode MCP server for fetching and querying dependency source code from npm…
F 30 5⁄5 ◉ ⏳ 76 61 — 57 78 77
15893
AgentDeskAI
Monitor browser logs directly from Cursor and other MCP compatible IDEs.
F 30 5⁄4 ◉ ⏳ 76 33 N/A 60 88 96
15894
sayranovv
Notes MCP Server ⚡ Claim 1
Enables creating, managing, and searching Markdown notes with support for tags,…
F 30 5⁄4 ◉ ⏳ 48 25 N/A 43 90 98
15895
clarkeg02
A secure Model Context Protocol server that provides tools for calculating Fibo…
F 30 5⁄4 ◉ ⏳ 72 75 N/A 28 92 91
15896
ag2-mcp-servers
This MCP server provides access to the KumpeApps API, enabling users to interac…
F 30 5⁄5 ◉ ⏳ 60 45 — 21 76 82
15897
ageborn-dev
architect-mcp-server ⚡ Claim 1
A powerful, self-extending MCP server for dynamic AI tool orchestration. Featur…
F 30 5⁄4 ◉ ⏳ 88 26 N/A 58 87 86
15898
gogabrielordonez
mcp-ragchat ⚡ Claim 1
Add RAG-powered AI chat to any website with one command. Local vector store, mu…
F 30 5⁄4 ◉ ⏳ 72 61 N/A 54 90 90
15899
embracefailure
GraphRAG MCP ⚡ Claim 1
Enables enterprise document retrieval using graph-based reasoning and knowledge…
F 30 5⁄4 ◉ ⏳ 90 66 N/A 29 84 53
15900
diivi
aseprite-mcp ⚡ Claim 1
MCP server using the Aseprite API to create pixel art
F 30 5⁄4 ◉ ⏳ 56 27 N/A 50 87 100
Showing 15851–15900 of 69153 servers
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