MCP Server Quality Scores

Independent quality analysis of 68948 public MCP servers

68948
Discovered
→
33679
Scored
→
2112
Verified
→
16953
Complete

Last updated 8 hours, 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
401
ozanmutlu
gitlab-docs ⚡ Claim
GitLab documentation search for AI assistants via Model Context Protocol (MCP)
B 83 5⁄4 ◉ ⏳ 86 72 N/A 67 95 93
402
storybookjs
Enables AI agents to interact with Storybook by exposing UI component informati…
B 83 5⁄4 ◉ ⏳ 84 68 N/A 77 95 92
403
ssut
Remote-MCP ⚡ Claim
A type-safe solution to remote MCP communication, enabling effortless integrati…
B 83 5⁄4 ◉ ⏳ 94 58 N/A 71 95 97
404
icy-r
Kube MCP ⚡ Claim
Enables AI assistants to interact with and manage Kubernetes clusters, supporti…
B 83 5⁄4 ◉ ⏳ 94 62 N/A 71 95 91
405
JordanGunn
gdal-mcp ⚡ Claim 2
Exposes GDAL/Rasterio operations to AI agents with a reflection middleware that…
B 83 5⁄5 ◉ ⏳ 75 82 N/A 85 83 91
406
rog0x
math ⚡ Claim
Calculator, units, statistics for AI agents
B 83 4⁄4 ◉ ⏳ 90 N/A N/A 40 95 96
407
AustinRyan
claude-mcp-tunnel ⚡ Claim
MCP server that detects project frameworks (25+), starts dev servers, and creat…
B 83 4⁄4 ◉ ⏳ 70 N/A N/A 71 95 95
408
TANTIOPE
datadog-mcp-server ⚡ Claim
MCP server providing comprehensive Datadog observability access for AI assistan…
B 83 5⁄5 ◉ ⏳ 94 75 — 80 76 91
409
VibeTensor
Attestix ⚡ Claim
AI agent identity, W3C credentials, EU AI Act compliance. 47 MCP tools.
B 83 5⁄5 ◉ ⏳ 72 82 N/A 83 92 91
410
mapbox
mapbox-docs ⚡ Claim 1
Provides AI assistants with instant access to Mapbox documentation and referenc…
B 83 6⁄6 ◉ ⏳ 69 96 93 59 81 95
411
itseasy21
mcp-codebase-index ⚡ Claim 1
B 83 5⁄4 ◉ ⏳ 84 70 N/A 71 92 95
412
crunchtools
MCP Feed Reader ⚡ Claim
RSS/Atom feed reader MCP server with SQLite backend
B 83 5⁄5 ◉ ⏳ 72 82 N/A 69 95 99
413
k2wanko
Enables text-to-speech synthesis using VOICEPEAK software with support for cust…
B 83 5⁄4 ◉ ⏳ 86 65 N/A 69 92 99
414
kiransth77
AionMCP Claim
Dynamic API tool generator for OpenAPI, GraphQL, and AsyncAPI specifications
B 83 5⁄4 ◉ ⏳ 90 61 N/A 74 92 95
415
ptylr
Enables quality checking and content management for websites through the Crownp…
B 83 5⁄5 ◉ ⏳ 94 70 — 65 81 99
416
ivo-toby
Enables efficient content retrieval from Contentful's Content Delivery API usin…
B 83 5⁄5 ◉ ⏳ 100 68 — 58 81 99
417
FlashAlpha-lab
flashalpha Claim
Real-time options analytics: GEX, exposure, greeks, volatility, VRP for US equi…
B 83 6⁄6 ◉ ⏳ 80 100 88 39 81 96
418
domdomegg
MCP server that enables Claude to control your computer, similar to Anthropic's…
B 83 5⁄4 ◉ ⏳ 84 70 N/A 77 95 90
419
mjrestivo16
Enables management of Terraform infrastructure as code through 25 comprehensive…
B 83 5⁄5 ◉ ⏳ 94 74 N/A 42 95 100
420
alt250
Famxplor Family Travel Activities
B 83 6⁄6 ◉ ⏳ 90 86 95 40 81 91
421
daniel-levesque
Provides tools to access AWS documentation, search for content, and get recomme…
B 83 5⁄5 ◉ ⏳ 72 100 N/A 46 95 92
422
kelnixsolutions
AI-Ready Data & Context Engineering API. Connect any data source, query with na…
B 83 6⁄6 ◉ ⏳ 78 84 91 63 81 94
423
p1va
symbols ⚡ Claim
MCP server to read, inspect and troubleshoot codebase symbols
B 83 5⁄4 ◉ ⏳ 88 58 N/A 76 95 97
424
amirsina-mandegari
GitLab MCP Server ⚡ Claim 1
Connects AI assistants to GitLab, allowing users to manage merge requests, view…
B 83 5⁄4 ◉ ⏳ 96 66 N/A 67 92 91
425
langchain-ai
** THIS REPO HAS MOVED TO https://github.com/langchain-ai/langchainjs/tree/main…
B 83 5⁄4 ◉ ⏳ 72 73 N/A 80 95 100
426
taylorwilsdon
LLM Driven Trading Platform Orchestration - Strategy Design, Research & Impleme…
B 83 5⁄5 ◉ ⏳ 82 82 — 66 81 99
427
cyanheads
pubmed-mcp-server ⚡ Claim 2
Search PubMed, fetch articles and full text, generate citations, and explore Me…
B 83 6⁄4 ◉ ⏳ 85 80 95 61 75 94
428
Galbaz1
video-research-mcp ⚡ Claim
Give Claude Code 51 research, analysis & media production tools with one comman…
B 83 5⁄4 ◉ ⏳ 88 55 N/A 85 95 93
429
benborla
mcp-server-mysql ⚡ Claim
MySQL database integration in NodeJS with configurable access controls and sche…
B 83 5⁄5 ◉ ⏳ 94 66 — 86 80 91
430
ammawla
ENCODE Toolkit ⚡ Claim
20 MCP tools + 48 skills for ENCODE Project genomics — search, download, pipeli…
B 83 5⁄5 ◉ ⏳ 88 74 N/A 68 95 87
431
homeassistant-ai
ha-mcp ⚡ Claim
Comprehensive Model Context Protocol server for managing Home Assistant through…
B 83 5⁄4 ◉ ⏳ 78 70 N/A 92 88 93
432
spences10
mcp-n8n-builder ⚡ Claim
🪄 MCP server for programmatic creation and management of n8n workflows. Enables…
B 83 5⁄5 ◉ ⏳ 100 72 N/A 65 81 92
433
just-every
Fast, token-efficient web content extraction for AI agents - converts websites …
B 83 5⁄4 ◉ ⏳ 96 65 N/A 60 92 94
434
fetter-io
Fetter MCP Claim
Real-time Python package and vulnerability data for AI coding agents.
B 83 6⁄6 ◉ ⏳ 96 80 98 31 81 93
435
CoMfUcIoS
Enables read-only access to Obsidian vaults with semantic search, tag filtering…
B 83 5⁄4 ◉ ⏳ 94 65 N/A 54 95 97
436
sh-patterson
fec-mcp-server ⚡ Claim
Query FEC campaign finance data — search candidates, track donations, analyze s…
B 83 5⁄5 ◉ ⏳ 94 77 — 67 81 89
437
jhlee0409
Elenchus MCP Server ⚡ Claim 1
An adversarial code verification system that uses a Verifier-Critic debate loop…
B 83 5⁄5 ◉ ⏳ 90 82 N/A 73 95 69
438
0xK3vin
MegaMemory ⚡ Claim
An MCP server that lets coding agents build and query a persistent knowledge gr…
B 83 5⁄4 ◉ ⏳ 76 73 N/A 84 92 91
439
douglasborthwick-crypto
mcp-server-insumer ⚡ Claim
On-chain attestation across 31 blockchains. 25 tools: ECDSA-signed verification…
B 83 5⁄5 ◉ ⏳ 78 100 — 66 78 90
440
cl0nazepamm
3dsmax-mcp ⚡ Claim
Connect AI agents to Autodesk 3ds Max through the Model Context Protocol, enabl…
B 83 5⁄5 ◉ ⏳ 86 87 N/A 52 95 85
441
code-rabi
Interactive Brokers MCP Server
B 83 5⁄5 ◉ ⏳ 68 82 N/A 71 95 98
442
serenichron
mcp-cloudron ⚡ Claim 2
An MCP server for managing Cloudron instances that enables monitoring and contr…
B 83 5⁄5 ◉ ⏳ 81 100 — 59 81 89
443
WeePulse
Enables AI assistants to analyze and optimize PostgreSQL database performance b…
B 83 5⁄5 ◉ ⏳ 94 65 — 71 83 100
444
blade47
ShadowGit MCP Server ⚡ Claim 1
Provides AI assistants with secure, read-only access to ShadowGit repositories …
B 83 5⁄4 ◉ ⏳ 100 60 N/A 61 92 94
445
Joseph19820124
Enables access to AWS documentation through natural language by fetching and co…
B 83 5⁄5 ◉ ⏳ 84 100 — 45 82 92
446
djalal
quran-mcp-server ⚡ Claim
B 83 5⁄5 ◉ ⏳ 100 75 — 49 80 98
447
agentfront
frontmcp Claim
TypeScript-first framework for the Model Context Protocol (MCP). You write clea…
B 83 5⁄4 ◉ ⏳ 84 56 N/A 86 95 99
448
egegungordu
Provides a structured interface to the Japanese National Diet Library's parliam…
B 83 6⁄6 ◉ ⏳ 88 100 99 20 81 91
449
Ansvar-Systems
irish-law-mcp ⚡ Claim
Irish legislation via MCP — full-text search across statutes and provisions
B 83 5⁄4 ◉ ⏳ 71 93 N/A 61 95 93
450
sam3690
HackerNews MCP Server ⚡ Claim 2
Provides programmatic access to Hacker News content via the HN Algolia API. It …
B 83 5⁄5 ◉ ⏳ 96 100 — 59 84 61
Showing 401–450 of 68948 servers
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