MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53751
praveen-radakirouchenane
A CLI tool to scaffold and manage new MCP-compatible server projects with uv, i…
N/A N/A
53752
pipeworx-io
Enables AI agents to search and query the Michigan Open Data catalog, running S…
53753
zhengjs1225
MCP server that enables AI agents to interact with Feishu (Lark) for calendar e…
53754
Davidi18
An MCP server that enables AI agents to manage WordPress sites, including Eleme…
N/A N/A
53755
Veedubin
Provides AI agents with professional-grade tools for expected value calculation…
53756
spranab
MCP server for managing hierarchical project tracking with PostgreSQL. Enables …
N/A N/A
53757
kevics1
A geographic ontology layer MCP server that exposes hierarchical relations, top…
N/A N/A
53758
kavingas
Enables interaction with Adobe Commerce Catalog Services to retrieve product va…
53759
antunesls
MCP server that enables an AI agent to display rich Markdown content on a physi…
N/A N/A
53760
subsquid-labs
Query onchain data across EVM, Solana, Bitcoin, Substrate, and Hyperliquid via …
53761
jirispilka
test-js Claim
N/A N/A 95
53762
dannyheskett
nameplate Claim
Parses unstructured US contact strings into structured name and address compone…
53763
ErenAri
A stdio-based MCP server for fast, bounded search and navigation of large code …
N/A N/A
53764
midodimori
Enables interaction with GitLab projects, merge requests, issues, and code revi…
53765
jsyapps
Enables Claude to integrate with Stripe for creating payment links, processing …
53766
Axiomatic-AI
MCP server enabling AI assistants to access the Axiomatic_AI Platform for scien…
53767
KYONY
Enables Claude to interact with Telegram channels and groups through API or web…
N/A N/A
53768
haebojagu
An MCP server for advertising estimate analysis that calculates billing, outsou…
N/A N/A
53769
cryptorefills
gift-cards Claim
Buy gift cards, mobile top-ups, and eSIMs from 10,001+ brands across 180 countr…
81
53770
zachspar
fred-mcp Claim
Enables querying and retrieving Federal Reserve Economic Data (FRED) including …
53771
ks6573
Enables Claude Desktop to monitor and control your computer system with 90+ rea…
N/A N/A
53772
wasd9191
An MCP server that aggregates search results from Baidu, Bing, and Sogou withou…
53773
chohyerinn
Compares approximate filter data structures (Bloom, Counting Bloom, Cuckoo, SuR…
N/A N/A
53774
AyoubTadlaoui
npmguard Claim
Pre-install risk gate for npm packages. Stops AI coding agents from running mal…
N/A N/A
53775
cloudera
Enables LLMs to interact with Cloudera AI Workbench APIs for managing files, jo…
53776
k5tuck
Enables interaction with the Binelek Platform's knowledge graph, search, AI, an…
53777
zcharako81
iiq-mcp Claim
MCP server for SailPoint IdentityIQ 8.5 that enables searching and requesting r…
53778
kubestellar
Enables AI-powered management of multi-cluster Kubernetes environments through …
53779
Hormold
Enables querying multiple AI models in parallel (Claude, Gemini, O3) and synthe…
53780
Nidhideep
Enables interaction with SAP S/4HANA systems via OData, allowing service discov…
53781
DevCraftXCoder
SIEMen Claim
Enables AI agents to read, write, and search security findings, engagement memo…
53782
cmeans
Shared memory for any MCP-compatible AI, enabling cross-platform knowledge pers…
53783
benlen10
Read-only MCP server for Day One journal on macOS, enabling search and browsing…
N/A N/A
53784
AugentDevs
Augent Claim
MCP server that turns any audio or video source into structured, searchable int…
N/A N/A
53785
aimasteracc
An MCP code-intelligence server for AI agents with pre-indexed AST cache, 62 MC…
N/A N/A
53786
tosssssy
Structures debugging processes into a persistent knowledge graph, enabling prob…
N/A N/A
53787
jakubfrieb
Enables AI assistants to interact with Joplin notes and notebooks, including se…
N/A N/A
53788
universal-mcp
Provides a standardized interface for interacting with Replicate's tools and se…
53789
aq35
An MCP server that collects Pull Request comments from private GitHub repositor…
53790
champmk
modforge Claim
Provides deterministic, audit-chain-backed Minecraft symbol migration and versi…
N/A N/A
53791
wjmuse
Provides tools for indexing documents, creating notes, searching content, and e…
N/A N/A
53792
rlawogh1005
green-mcp Claim
Measures CPU energy and LLM token usage of programs to enable cost-efficient re…
N/A N/A
53793
idyllic-labs
runtime-mcp Claim
Drop-in MCP server that lets Claude inspect, debug, and hot-fix your running Bu…
N/A N/A
53794
air237
Exposes the 23 Gang of Four design patterns to AI coding agents for generation,…
N/A N/A
53795
taggedzi
A local-first MCP server that enables AI tools to safely inspect and search cod…
N/A N/A
53796
Thamindu-Dev
sinhala-mcp Claim
Translates Sinhala or Singlish instructions into precise English technical spec…
53797
adaniki-dev
A contract linter for AI agents that uses structured YAML contracts to define d…
N/A N/A
53798
yang0733
Enables AI assistants to search and explore Databricks AWS documentation throug…
N/A N/A
53799
Kotrotsos
Memento Claim
A persistent memory MCP server for AI assistants, storing and retrieving notes …
N/A N/A
53800 N/A N/A 95
Showing 53751–53800 of 66502 servers