MCP Server Quality Scores

Independent quality analysis of 59993 public MCP servers

59993
Discovered
29913
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
1151
lininn
GitLab Review MCP Claim
Enables code review operations on GitHub and GitLab, including fetching pull/me…
B 80 55 84 100 77 81 52
1152
deepwriter-ai
Provides tools for creating, managing, and generating content for DeepWriter pr…
B 80 55 92 72 49 81 95
1153
cedricvidal
Memorious MCP Claim
Provides AI assistants with long-term semantic memory capabilities through loca…
B 80 55 76 82 N/A 50 95 89
1154
anzax
dockashell Claim
DockaShell is an MCP server that provides AI agents with isolated Docker contai…
B 80 54 94 46 N/A 70 95 91
1155
flight505
MCP Think Tank Claim
Provides AI assistants with enhanced reasoning capabilities through structured …
B 80 54 90 61 N/A 52 95 93
1156
kousunh
Excel MCP Server Claim
Enables AI assistants to perform comprehensive Microsoft Excel operations inclu…
B 80 55 78 82 N/A 49 95 88
1157
delega-dev
delega-mcp Claim
Task management API built for AI agents. Create, delegate, and track tasks with…
B 80 54 76 72 83 81 94
1158
spranab
brainstorm-mcp Claim
Multi-round AI brainstorming debates between multiple models (GPT, Gemini, Deep…
B 80 54 72 70 N/A 76 92 94
1159
mpzarde
Fabric MCP Server Claim 2
Enables Claude to use Fabric's AI patterns for content analysis, summarization,…
B 80 55 69 100 N/A 70 87 69
1160
Koneisto
Control Home Assistant lights and scenes. Lights only by design for safety.
B 80 55 96 100 N/A 58 80 53
1161
GethosTheWalrus
Temporal MCP Server Claim 1
Enables AI assistants to manage Temporal workflows, schedules, and workflow exe…
B 80 55 72 91 79 85 75
1162
jasondk
Clangaroo Claim
Provides fast C++ code intelligence for LLMs by combining Tree-sitter parsing w…
B 80 54 96 57 N/A 55 90 94
1163
mintlineai
mintline-mcp Claim
Connect AI assistants to your Mintline receipts, transactions, and spending ana…
B 80 54 84 67 N/A 53 95 94
1164
tiluckdave
Hound MCP Claim
The dependency bloodhound for AI coding agents. Hound is a free, open-source M…
B 80 54 72 58 83 92 100
1165
mark-hingston
Treehouse Worktree Claim 1
A git worktree manager that enables AI agents to work on different branches sim…
B 80 54 94 50 N/A 55 94 100
1166
Kanne87
kg-mcp Claim 1
A Knowledge Graph MCP server optimized for LLM context efficiency through compa…
B 80 66 90 86 87 25 82 90
1167
lionkiii
rss-feeds-mcp Claim
RSS feeds MCP server with 8 tools — fetch, filter, search, and manage RSS feeds…
B 80 44 70 N/A N/A 53 95 99
1168
aashari
Atlassian Confluence Cloud integration. Enables AI systems to interact with Con…
B 80 55 94 70 65 80 84
1169
just-every
Fast screenshot capture tool optimized for Claude Vision API. Automatically til…
B 80 54 96 62 N/A 60 87 91
1170
aquasecurity
Trivy Claim
Trivy
B 80 55 86 66 76 81 92
1171
houtini-ai
fanout Claim
Multi-URL comparative content analysis with topical gap detection
B 80 55 90 100 N/A 59 87 52
1172
paperMoose
Dooist Claim 1
A task management MCP server that allows users to create, list, and organize ta…
B 80 54 94 58 N/A 55 92 96
1173
aflekkas
reddit-mcp-server Claim
reddit-mcp-server
B 80 54 96 60 N/A 42 95 96
1174
vitali87
code-graph-rag Claim
The ultimate RAG for your monorepo. Query, understand, and edit multi-language …
B 80 54 75 61 N/A 69 95 100
1175
lihongjie0209
DOCX MCP Server Claim 1
Enables creation, editing, and management of Word documents through JSON schema…
B 80 55 84 82 62 81 84
1176
oabolade
Figma MCP Server Claim
MCP server enabling AI assistants to interact with Figma designs via natural la…
B 80 54 96 68 N/A 53 83 92
1177
Angry-Robot-Deals
Sys8 MCP Server Claim
Provides deterministic system information and developer utilities including dat…
B 80 55 78 100 50 81 80
1178
tushar-badhwar
NLSQL MCP Server Claim
A Node.js package that provides a Model Context Protocol server for converting …
B 80 54 92 62 N/A 46 95 94
1179
domdomegg
Airtable database integration with schema inspection, read and write capabiliti…
B 80 54 78 63 N/A 78 87 97
1180
Quinncuatro
Jane Claim
Jane is an MCP server that transforms team documentation and project specificat…
B 80 54 94 73 N/A 23 95 98
1181
cyanheads
atlas-mcp-server Claim
A Model Context Protocol (MCP) server for ATLAS, a Neo4j-powered task managemen…
B 80 54 94 51 N/A 71 90 91
1182
confluentinc
mcp-confluent Claim
Confluent integration to interact with Confluent Kafka and Confluent Cloud REST…
B 80 55 78 75 75 80 93
1183
go-ports
Local-first memory for coding agents; stores decisions, bugs, and context acros…
B 80 54 76 63 N/A 74 95 91
1184
josharsh
mcp-jest Claim 1
Automated testing for Model Context Protocol servers. Ship MCP Servers with con…
B 80 54 90 61 N/A 72 87 86
1185
vellaveto
vellaveto Claim
Agent Interaction Firewall for AI tool calls. Runtime security for MCP and func…
B 80 54 96 40 N/A 72 94 96
1186
SteveGustavson
mcp-imdb Claim
Enables access to IMDB movie and entertainment data through the Model Context P…
B 80 54 84 73 N/A 42 95 94
1187
Tylarcam
MCP Session Closer Claim 1
Gracefully closes Cursor work sessions by syncing context files across multiple…
B 80 55 96 100 N/A 38 95 50
1188
YourLifewithAI
Collaborative engineering KB for a mile-high city. 9 tools, 8 domains, 32 entri…
B 80 66 92 66 95 32 81 98
1189
MichaelWeed
atlas-g-protocol Claim
Resume-as-an-Agent (RAAA) or Portfolio-as-an-Agent (PAAA) allows Agents to talk…
B 80 55 94 66 65 82 89
1190
peureka
agentlookup-mcp Claim
Search, discover, and register AI agents in the public registry at agentlookup.…
B 80 44 72 N/A N/A 50 95 96
1191
johannhartmann
An intelligent server that provides semantic code search, domain-driven analysi…
B 80 54 84 58 N/A 60 95 100
1192
Nomadu27
Runtime AI-to-AI security monitor. 23 anomaly types, OWASP MCP Top 10 coverage.
B 80 54 90 63 N/A 67 83 96
1193
TaylorChen
Enables querying, searching, and analyzing Cursor IDE conversation history from…
B 80 54 94 63 N/A 45 90 99
1194
NimbleBrainInc
upjack Claim
Declarative AI-native application framework — schema-driven entities, Markdown …
B 80 54 96 55 N/A 66 94 84
1195
kapilduraphe
Okta MCP Server Claim 1
Enables Claude to interact with Okta's user management system, providing capabi…
B 80 55 84 76 61 80 97
1196
vasylenko
bear-notes-mcp Claim 1
MCP Server for Bear note taking app available as Claude Desktop extension or st…
B 80 44 60 N/A N/A 73 95 97
1197
samwang0723
An AI-powered server that helps users discover and book restaurants based on lo…
B 80 55 80 70 77 80 92
1198
memstate-ai
memstate-mcp Claim
Versioned, structured memory for AI agents. Stores facts as keypaths with full …
B 80 66 84 80 97 35 80 93
1199
prixite
Zulip MCP Server Claim
Enables AI agents to interact with Zulip by reading, sending, and searching mes…
B 80 55 78 72 72 80 98
1200
Ansvar-Systems
croatian-law-mcp Claim
Croatian legislation via MCP — full-text search across statutes and provisions
B 80 54 71 93 N/A 42 95 91
Showing 1151–1200 of 59993 servers
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