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61,747 results in MCPs, Observability · page 41 of 2,573

MCPsExperimental

aws-finops-mcp-server

Enables natural language analysis of AWS costs, automated FinOps waste audits, and budget monitoring across multiple profiles and regions while keeping credentials secure locally.

94.5182 stars · 54 forks
Harnessclaudecursorcodexopencodegemini
glamamcp
No one-command install · SourceDetails
MCPsPreview

lemaiwo-sap-odata-btp

Integrates with SAP OData services on Business Technology Platform to enable CRUD operations on SAP business data through automatically discovered service endpoints with configurable filtering and comprehensive query capabilities.

94.5130 stars · 65 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

lostintangent-gistpad

Transforms GitHub Gists into a personal knowledge management system with specialized handling for daily notes, reusable prompts with frontmatter support, and comprehensive gist operations including creation, updating, archiving, and commenting for version-controlled knowledge storage.

94.5208 stars · 37 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

agenticmail-agenticmail

Real email and SMS for AI agents. Run a local mail server with disposable inboxes, send/receive real email, fetch verification codes, and drive a real inbox — all from your machine, no third-party email API. Install with `npx @agenticmail/mcp`.

94.5213 stars · 35 forks
Harnessclaudecodexcursorgeminiopencode
mcpcommunication
Details
MCPsPreview

king-of-the-grackles-reddit

Turn Reddit into structured insights with full citations

94.5235 stars · 30 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

repomapper

Generates intelligent repository maps and code navigation by analyzing source code definitions, references, and relationships using Tree-sitter parsing and PageRank algorithms to prioritize important files and elements within token-aware overviews.

94.5200 stars · 40 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

nhevers-claude-recall

Persistent memory system for Claude Code that automatically captures session context, stores observations in SQLite with vector search, and injects relevant history into future coding sessions to maintain continuity across development workflows.

94.5253 stars · 26 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsExperimental

deepcontext

Adds symbol-aware semantic search to coding agents like Codex CLI and Claude Code, enabling precise codebase context via natural language queries.

94.5276 stars · 24 forks
Harnessclaudecursorcodexopencodegemini
glamamcp
No one-command install · SourceDetails
MCPsPreview

smn2gnt-salesforce

Integrates with Salesforce to enable natural language interactions for executing queries, managing records, and automating CRM workflows.

94.5178 stars · 54 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

confluentinc-confluent-cloud

Enables natural language management of Kafka topics, connectors, and Flink SQL statements through Confluent Cloud REST APIs for streamlined data streaming operations

94.5167 stars · 61 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsExperimental

qveris-agent-toolkit

Capability routing network for AI agents to discover, inspect, and call 10,000+ real-world financial capabilities through one unified MCP protocol.

94.4260 stars · 25 forks
Harnessclaudecursorcodexopencodegemini
glamamcp
No one-command install · SourceDetails
MCPsExperimental

word-mcp-live

Enables AI assistants to edit Microsoft Word documents live while they are open, with full support for tracked changes, comments, formatting, and 124 tools.

94.4201 stars · 38 forks
Harnessclaudecursorcodexopencodegemini
glamamcp
No one-command install · SourceDetails
MCPsPreview

cafetechne-antigravity-link

Control Antigravity IDE sessions via a mobile companion and MCP server.

94.4213 stars · 33 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsExperimental

emilia-mcp-server

The accountability layer for AI agents — a named human's signed yes before an agent does anything irreversible (payment, record change, deploy), then an offline-verifiable Trust Receipt. Apache-2.0, formally verified.

94.4649 stars · 13 forks
Harnessclaudecursorcodexopencodegemini
glamamcp
No one-command install · SourceDetails
MCPsPreview

babelcloud-gru-sandbox

Secure, self-hostable sandbox for running Python, TypeScript, and Bash code in isolated Docker containers with automatic resource management for local command execution.

94.4180 stars · 50 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

gh-saidutt46-domain-check

Universal domain availability checker with RDAP/WHOIS, batch checks, TLD presets, and name generation.

94.4309 stars · 20 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

magicuidesign

Provides structured access to Magic UI's component library for generating accurate code suggestions with proper installation instructions for implementing visually appealing UI elements in web applications.

94.4205 stars · 36 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsExperimental

lobu

MCP server for Lobu, the open-source backend for AI teammates, providing durable memory and agent capabilities. It enables AI assistants to watch, remember, and act across company tools with sandboxed execution.

94.4223 stars · 31 forks
Harnessclaudecursorcodexopencodegemini
glamamcp
No one-command install · SourceDetails
MCPsPreview

fengin-image-gen

Accepts text descriptions, generates corresponding images, and offers image download and save functions.

94.4229 stars · 30 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

montevive-penpot

Integrates with Penpot's API to enable project browsing, file retrieval, object searching, and visual component export with automatic screenshot generation for converting UI designs into functional code.

94.4237 stars · 28 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsPreview

foundry-vtt

Connects Claude Desktop with Foundry Virtual Tabletop game sessions through Socket.IO to provide access to live character sheets, scene data, compendium searches, and world metadata for character analysis, rules lookups, campaign planning, and real-time game assistance.

94.466 stars · 81 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
MCPsExperimental

io-github-oleksiijko-pmb-ai

Local-first memory for AI coding agents using SQLite, enabling persistent recall of decisions, lessons, and project context without cloud or API keys.

94.4278 stars · 23 forks
Harnessclaudecursorcodexopencodegemini
glamamcp
No one-command install · SourceDetails
MCPsExperimental

jlceda-mcp-server

Enables AI coding assistants to control JLCPCB EDA for PCB automation, exposing 39 tools for component manipulation, routing, copper pour, DRC, and more. Includes a built-in PCB agent for orchestrating multi-step tasks.

94.4231 stars · 29 forks
Harnessclaudecursorcodexopencodegemini
glamamcp
No one-command install · SourceDetails
MCPsPreview

hannesrudolph-qdrant-docs-rag

Real-time documentation context through vector-based search and retrieval via Qdrant.

94.4265 stars · 24 forks
Harnessclaudecodexcursorgeminiopencode
mcppulsemcp
No one-command install · SourceDetails
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