MCP Server Quality Scores

Independent quality analysis of 66484 public MCP servers

66484
Discovered
31813
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 41 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
59751
vanticlabs
vantic Claim
Verify an AI agent's payment authority: signed mandates, allowlists, and tamper…
N/A N/A
59752
signal8ai
signal8-mcp Claim
SEC filing intelligence for AI agents: insider (Form 4) & institutional (13F) o…
59753
chinkauchenna2021
MCP server for ScreenshotFreeAPI – capture website screenshots, render HTML/PDF…
59754
jigyasudham
veto Claim
A council of 49 specialist agents + 93 tools for every major AI CLI (Claude Cod…
N/A N/A
59755
rusnetru
Enables AI agents to interact with Bitrix24 CRM through standardized MCP tools,…
59756
code-runner-xx
将 pgvector 知识库检索能力封装为标准 MCP 服务器,支持 Tools、Resources 和 Prompts,使 Claude Desktop 等…
59757
Reculi
mcp server for weather information query
N/A N/A 95
59758
millelog
A read-only MCP server for SQL Server database introspection that enables Claud…
59759
ashish-d-d
Enables integration between HRMS systems and Snaplogic through the Model Contex…
59760
WolfzTech
ifc-mcp Claim
Enables AI agents to load, query, and analyze IFC building model files, includi…
N/A N/A
59761
GabMJ23
nyambot-mcp Claim
L'administration française pour vos agents IA : communes, géocodage, risques, D…
N/A N/A
59762
Srclight Claim 1
Deep code indexing for AI agents. SQLite FTS5 + tree-sitter + embeddings + MCP.
N/A N/A 81
59763
yuzhi-jiang
memos-mcp Claim
Connects to Memos note-taking service to read, write, search, filter, and manag…
59764
josephpieczynski
A simple Model Context Protocol server that demonstrates basic functionality wi…
81
59765
sudohakan
AI-powered penetration testing through 36 MCP tools on a containerized Kali Lin…
N/A N/A
59766
WispAyr
LFM2.5-local Claim
Run Liquid AI's LFM2.5 model locally on Mac with a chat UI and MCP server for i…
N/A N/A
59767
ROCTUP
Integrates AI agents with 1C:Enterprise databases via MCP and REST API, support…
59768
dimabalony
whentofly Claim
Flight search for AI agents: flexible-date cheapest round-trips with a good-pri…
59769
dingdawg
agent-wallet Claim 1
Governed USDC wallet for AI agents — policy gates, spending caps, and Ed25519-s…
N/A N/A 81
59770
Brinkv3
Exposes RAG and document intelligence pipelines as 8 composable tools for MCP-c…
N/A N/A
59771
MayankTalwar0
An MCP server for analyzing startup financial health and generating metrics rep…
N/A N/A
59772
Goingparabolic
Interventional pain medicine MCP: Medicare checklists, CPT/ICD-10, ASRA, prior-…
N/A N/A
59773
CryptoAPIs-io
Self-hosted MCP proxy that puts an x402 paywall in front of an existing MCP ser…
N/A N/A
59774
weijie-tan3
Enables executing SQL queries on Trino clusters via MCP, supporting multiple au…
59775
ankitsxchdeva
Account Pool Claim
Exclusive, crash-safe leases on a pool of test accounts for parallel agent QA r…
N/A N/A
59776
Pearcekieser
ts-mcp-meta Claim
Aggregates tools from multiple MCP servers, generates TypeScript definitions, a…
N/A N/A
59777
fjwood69
mori Claim
Mori (森) is a shared memory layer for AI coding agents — one that compounds.
59778
Zfuzz-dev
Zfuzz Claim
Real security scanners for AI coding agents — SAST (441 rules), secret detectio…
59779
Give AI agents access to Gmail, Calendar, Drive, and more — multi-account, mani…
N/A N/A 69
59780
dropoutsanta
A unified MCP gateway that aggregates multiple MCP servers and API plugins behi…
59781
HBarefoot
engram Claim
Local-first persistent memory for AI agents — SQLite + local embeddings, MCP-na…
N/A N/A
59782
silentnw
Website audit tool for small businesses. Built in the Pacific Northwest, servin…
81
59783
KalchevS
Enables AI assistants to search tickets, manage tags, create tickets, inspect a…
59784
markwharton
Enables natural language time tracking through Claude with markdown file storag…
N/A N/A 95
59785
ngothanhtung
quiz-it Claim
Provides 100 IT/programming quiz questions with tools to retrieve questions by …
N/A N/A
59786
CalBearKen
ls-search Claim
Disposable private vector search + semantic RAG for AI agents. x402 pay-per-cal…
59787
yingy-buxing
Enables AI agents to automate Adobe Illustrator, converting bitmap artwork into…
N/A N/A
59788
hopx-mcp Claim 1
Execute code in isolated cloud containers. Supports Python, JavaScript, Bash, a…
N/A N/A 81
59789
atomno-labs
Technical SEO site audit MCP: health score, issues, robots, sitemap, JSON-LD.
N/A N/A
59790
adrianwedd
RLM-MCP Claim
Implements the Recursive Language Model pattern, enabling LLMs to process arbit…
N/A N/A
59791
lazymac2x
Cloudflare Workers MCP server: agent-loop-detector
59792
Ismaimrh
reqif-mcp Claim
An MCP server for requirements engineering that allows loading ReqIF baselines …
N/A N/A
59793
mobilebiz
MCP server that provides SMS sending, CSV bulk SMS, and voice calling capabilit…
59794
Gomess8
Measure voice/VoIP path quality -> estimated MOS + live network metrics
59795
AatirNadim
An MCP server that exposes getMe key-value operations as MCP tools
N/A N/A
59796
wisesky0
gitlab-mcp Claim
Enables natural language interactions with GitLab via Claude Code, supporting M…
N/A N/A
59797
Fronesis-Labs
AI/LLM agent output audit MCP: policy eval, tamper-evident chain, AI safety, x4…
59798
thedavidquan01
Highly-performant MCP server for Obsidian vaults enabling sub-millisecond retri…
N/A N/A
59799
Converly-Conversion-Tracking
converly Claim
Set up and manage conversion tracking by chatting with your AI assistant.
59800
unicornwhodev-afk
Enables AI assistants to control FL Studio on Windows through a local MCP serve…
N/A N/A 95
Showing 59751–59800 of 66484 servers