MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33911
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46901
JesseGdotIO
Deterministic finance & safety APIs for AI agents: DCF, IRR, Greeks, risk. Free…
— ○ ⏳ — — — — — —
46902
simonrueba
Tripwire Claim
A local MCP server that auto-injects relevant context into file reads when an a…
— ○ ⏳ — N/A N/A — — —
46903
ozgurcd
gograph Claim
An AST-aware structural repository graph engine and MCP server designed for AI …
— ○ ⏳ — N/A N/A — — —
46904
yuvitbatra
Hands Claim
A macOS computer-use MCP server that grants AI agents mouse, keyboard, and scre…
— ○ ⏳ — N/A N/A — — —
46905
PaytonWebber
sqlite-mcp Claim
Read-only SQLite access for AI agents in a single ~1 MB static binary. Query to…
— ○ ⏳ — N/A N/A — — —
46906
thornjad
stormscope Claim
Provides real-time US weather data for AI assistants via MCP, including current…
— ○ ⏳ — — — — — —
46907
JigsawStack
Effortlessly search the Web and get access to high-quality results powered with…
— ○ ⏳ — N/A N/A — 95 —
46908
YoppaV
Read-only MCP server for investigating Polymarket wallets, markets, and cross-w…
— ○ ⏳ — N/A N/A — — —
46909
Bigabou007-dev
An MCP server providing global soft-commodity data (cocoa, coffee, sugar, cotto…
— ○ ⏳ — — — — — —
46910
RavennaHQ
Allows LLMs to create, update, and retrieve tickets directly from the Ravenna h…
— ○ ⏳ — — — — — —
46911
trisetiohidayat
Provides tools for querying and updating Notion database rows by exact property…
— ○ ⏳ — — — — — —
46912
dolphinquant
echolon Claim
LLM-agent-native backtest framework for SHFE daily futures research. 23 MCP too…
— ○ ⏳ — N/A N/A — — —
46913
parallelixnetwork
MCP server for the ParalleliX Compute API that lets you offload parallel infere…
— ○ ⏳ — — — — — —
46914
faizan45640
Provides tools to interact with the PostEx Merchant API for order creation, tra…
— ○ ⏳ — — — — — —
46915
tiancode
pve-mcp Claim
MCP server for managing Proxmox VE resources, VM/CT lifecycle, snapshots, backu…
— ○ ⏳ — — — — — —
46916
kkeeling
Enables AI assistants to manage Zoho Books accounting tasks such as invoices, c…
— ○ ⏳ — — — — — —
46917
Kallows
A Python-based server allowing seamless integration with JIRA for managing and …
— ○ ⏳ — N/A N/A — 95 —
46918
shemshallah
Agent-native post-quantum blockchain. 11 tools: send, balance, quantum oracle m…
— ○ ⏳ — — — — — —
46919
YoshiaKefasu
Enables ChatGPT/Codex to read, search, and edit files in a single allowed folde…
— ○ ⏳ — N/A N/A — — —
46920
GTCC777
pulsenetwork Claim
914 paid market-data & token-safety endpoints — keyless x402 USDC: Base, Solana…
— ○ ⏳ — — — — — —
46921
CSOAI-ORG
flashcard-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
46922
cloudpepper
CloudPepper Claim
Manage CloudPepper servers, Odoo instances, backups, and deployments over MCP.
— ○ ⏳ — — — — — —
46923
StaryMoon
Local-first MCP-style code memory for research repositories: enables file searc…
— ○ ⏳ — N/A N/A — — —
46924
SSShogunn
Lens MCP Claim
Provides browser-grade web access by rendering pages to markdown, taking screen…
— ○ ⏳ — N/A N/A — — —
46925
DigitalWorkflowCompany
resolve-mcp Claim
Enables AI-driven DaVinci Resolve 21 automation with 88 tools for project manag…
— ○ ⏳ — N/A N/A — — —
46926
intentions-me
Personalized timing intelligence for AI agents — ask 'should I do X on this dat…
— ○ ⏳ — — — — — —
46927
sandeep-alluru
Polaroid Claim
Visual memory for computer-use agents — stores UI screenshots as semantic scene…
— ○ ⏳ — — — — — —
46928
deepujain
Provides a document database with search, retrieval, and creation tools, and a …
— ○ ⏳ — N/A N/A — — —
46929
joescaos
Provides current weather conditions and forecasts for any location using the Op…
— ○ ⏳ — — — — — —
46930
yangyue1974
kobox Claim
Enables controlling a Teenage Engineering EP-133 K.O. II via natural language, …
— ○ ⏳ — N/A N/A — — —
46931
d11r
servo-mcp Claim
Enables AI agents to see and control your desktop with tools for screenshots, c…
— ○ ⏳ — N/A N/A — — —
46932
llt22
Gives vision-less LLMs the ability to recognize clipboard screenshots and image…
— ○ ⏳ — N/A N/A — — —
46933
crazybass81
Enables Claude Code to interact with Google Workspace services (Drive, Docs, Sh…
— ○ ⏳ — — — — — —
46934
roeybiran
Provides Xcode build, test, and package management operations through the Model…
— ○ ⏳ — N/A N/A — — —
46935
KieranTou-AI
MCP server that exposes a price calculation tool (calculatePrice) for computing…
— ○ ⏳ — N/A N/A — — —
46936
emily397
Enables AI agents to draft evidence-grounded cold-email openers, A/B variants, …
— ○ ⏳ — — — — — —
46937
lucavisconti211-debug
heu-mcp Claim
HEU Legal e-signature MCP: manage HEU documents and PDFs, prompt signers, downl…
— ○ ⏳ — N/A N/A — — —
46938
rapaul
moo2-mcp Claim
Enables AI to observe and control the DOS game Master of Orion 2 by reading emu…
— ○ ⏳ — N/A N/A — — —
46939
coreywessel
svmmon-mcp Claim
Generate TikTok slideshows from Claude (and any MCP client) using your Svmmon a…
— ○ ⏳ — N/A N/A — — —
46940
ATEMMETA
An MCP server that enables AI to connect and manage Jupyter Notebooks in real-t…
— ○ ⏳ — — — — — —
46941
ClassiFinder
Scans text for leaked secrets and credentials, and redacts them before sending …
— ○ ⏳ — — — — — —
46942
8z2wz746tv-png
Destiny MCP Claim
Manage your Destiny 2 inventory, weapons, and loadouts through AI. Integrates w…
— ○ ⏳ — N/A N/A — — —
46943
gangadharnitw
Semantic search and structured queries over IEEE 802.11 specifications, enablin…
— ○ ⏳ — N/A N/A — — —
46944
CSOAI-ORG
Auction house analytics, market intelligence, crafting optimization, inventory …
— ○ ⏳ — — — — — —
46945
connxio
Provides tools for managing Connxio integrations, code components, environment …
— ○ ⏳ — — — — — —
46946
darkiceinteractive
Orchestrates multiple MCP servers through a Deno sandbox, reducing token usage …
— ○ ⏳ — N/A N/A — — —
46947
glachana
Exposes structured Microsoft Dynamics 365 Business Central source code (version…
— ○ ⏳ — N/A N/A — — —
46948
vlsky2603
Bridges AI assistants with the largest curated AI directory, enabling search fo…
— ○ ⏳ — — — — — —
46949
blasrodri
truth is a deterministic fact-checker for the claims an AI coding agent makes a…
— ○ ⏳ — N/A N/A — — —
46950
AI-Scarlett
Enables read-only interaction with App Store Connect via MCP tools, including l…
— ○ ⏳ — N/A N/A — — —
Showing 46901–46950 of 69236 servers
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