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61,839 results in Infrastructure, Observability, MCPs, Evals · page 37 of 2,577

MCPsExperimental

openlore

Provides persistent architectural memory and structural cognition for AI coding agents, enabling efficient orientation, graph-aware context, and drift detection across codebase evolution.

95.2291 stars · 36 forks
Harnessclaudecursorcodexopencodegemini
glamamcp
No one-command install · SourceDetails
MCPsPreview

varun29ankus-shodh-memory

Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices.

95.2275 stars · 39 forks
Harnessclaudecodexcursorgeminiopencode
mcpknowledge-memory
No one-command install · SourceDetails
MCPsPreview

digitalocean

Enables AI to manage DigitalOcean cloud infrastructure by providing access to account information, droplets, domains, firewalls, and other services for monitoring and automation tasks.

95.2131 stars · 84 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

surendranb-google-analytics

Integrates with Google Analytics 4 to retrieve metrics, dimensions, and customized reports with flexible date ranges for analyzing website performance and user behavior patterns.

95.1242 stars · 48 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

xgenerationlab-xiyan-mysql

Enables natural language interaction with MySQL databases through XiYanSQL, providing secure table listing, data reading, and query execution capabilities without direct SQL access.

95.1242 stars · 48 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

filescope

Analyzes codebases to identify important files based on dependency relationships, providing structural understanding of projects with importance scores and visualizations for more effective development assistance.

95.1302 stars · 32 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

cnych-backlinks-ahrefs

Retrieves detailed backlink data from Ahrefs including anchor text, domain rating, and URL information for SEO analysis and link building strategies.

95.1257 stars · 41 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

wenb1n-mysql-database-manager

Provides direct access to MySQL databases with advanced features like multiple SQL execution, table metadata querying, execution plan analysis, and Chinese field to pinyin conversion through a configurable Python-based server.

95.1248 stars · 44 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

rafalwilinski-aws

Bridges AWS services with the AWS SDK v2, enabling secure access and management of AWS resources for cloud infrastructure and data processing tasks.

95.1294 stars · 34 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

jinzcdev-markmap

Transforms Markdown documents into interactive mind maps with zooming, node expansion/collapse, and multi-format export capabilities for visualizing hierarchical information.

95.1288 stars · 35 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsExperimental

agent-qa

Self improving QA agent for software teams

95.1897 stars · 15 forks
Harnessclaudecursorcodexopencodegemini
glamamcp
No one-command install · SourceDetails
MCPsExperimental

gmail-mcp-server-artymclabin-fork

Lean Gmail MCP server with auto authentication, attachments, thread operations, filter management, and configurable OAuth scopes. Actively maintained fork of GongRzhe/Gmail-MCP-Server.

95.1231 stars · 55 forks
Harnessclaudecursorcodexopencodegemini
glamamcp
No one-command install · SourceDetails
MCPsPreview

raiansar-claude-gemini-collaboration

Enables Claude to collaborate with Google's Gemini AI through question answering, configurable code review, and brainstorming sessions for multi-model pair programming workflows.

95.1250 stars · 43 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

gh-enuno-unifi

Manage UniFi network devices, clients, and settings through the official UniFi API.

95.1244 stars · 45 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

hustcc-echarts

Generates interactive charts and visualizations by accepting ECharts configuration JSON with customizable dimensions, themes, and output formats including PNG images, SVG strings, and validated JSON options.

95.1263 stars · 39 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

aipol-labs

Allow dynamic search and execute any tools available on ACI.dev.

95.1253 stars · 41 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsExperimental

brijr-meta-mcp

MCP Server for connecting to the Meta Marketing API

Contributed by Sentinel

95.1196 stars · 71 forks · 4 mentions
Harnessclaudecodexcursorgeminiopencode
mcp
No one-command install · SourceDetails
MCPsExperimental

nuphus-mcp

Desktop automation MCP server for any AI agent: control the screen, windows, mouse/keyboard, and Chrome (CDP) on your machine. Installable via npm @nuphus/nuphus-mcp.

95.1290 stars · 34 forks
Harnessclaudecursorcodexopencodegemini
glamamcp
No one-command install · SourceDetails
MCPsPreview

lyonzin-knowledge-rag

Local knowledge retrieval system that combines semantic search with keyword-based routing for document analysis across security, development, and general knowledge domains using ChromaDB for vector storage and hybrid search through Reciprocal Rank Fusion.

95.1265 stars · 38 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

jae-jae-g-search

Automates parallel Google searches with intelligent CAPTCHA detection, browser state persistence, and user behavior simulation to bypass anti-bot measures while returning structured results.

95.1272 stars · 37 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsExperimental

ombre-brain

A long-term emotional memory system for Claude, enabling persistent, cross-conversation memory with emotional tagging using Russell's valence/arousal model and natural forgetting curves.

95.1154 stars · 77 forks
Harnessclaudecursorcodexopencodegemini
glamamcp
No one-command install · SourceDetails
MCPsExperimental

spotifyscraper-mcp-server

Enables AI agents to access public Spotify data (tracks, albums, artists, playlists, podcasts) without an API key, including lyrics and podcast transcripts with optional login.

95.1301 stars · 31 forks
Harnessclaudecursorcodexopencodegemini
glamamcp
No one-command install · SourceDetails
MCPsExperimental

a2a-directory

AgentCards, Servers, Clients, Docs

95.1239 stars · 46 forks
Harnessclaudecursorcodexopencodegemini
a2aagent-to-agentknowledge-research
No one-command install · SourceDetails
MCPsExperimental

repo-context-mcp

MCP server that helps AI coding agents understand a repository by providing lightweight tree/map, code search, and token-budgeted context packing tools without dumping the entire monorepo into the prompt.

95.1105 stars · 88 forks
Harnessclaudecursorcodexopencodegemini
glamamcp
No one-command install · SourceDetails
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