发现优秀的 MCP 服务器

Kremis

MCP server exposing a deterministic, local knowledge graph over stdio. Zero LLM calls in the bridge; answers are classified as Fact, Inference, or Unknown and persisted in redb (ACID, BLAKE3-hashed).

home-slice-mcp

MCP server providing mortgage calculation tools and live interest rates from Home Slice.

INDUSS Research Intelligence MCP Server

Provides an institutional research backend for AI assistants, with 15 tools for company, financial, funding, competitor, industry, and news intelligence, plus Markdown/PDF report generation, featuring deterministic source routing, extraction, validation, and citation generation.

mcp-epochs

Provides current Unix timestamp in seconds, milliseconds, and ISO 8601 format to LLMs via a simple MCP tool.

ResumePilot MCP

Enables parsing a master resume, analyzing job descriptions for ATS/match scores, generating truthful tailored resumes, tracking applications, and producing PDF reports through Claude Desktop.

Last.fm Taste MCP

Provides Last.fm listening analytics and recommendations by combining Last.fm and MusicBrainz metadata, maintaining a local listening index, and recording explicit preferences. Enables queries for listening summaries, taste profiles, artist context, and evidence-backed recommendations via MCP tools.

Memory Shell Detector MCP

A tool for detecting and cleaning Java memory shells via local or SSH remote execution. It enables AI agents to scan Java processes, analyze suspicious class code, and safely remove memory shells after user confirmation.

mcp-optimizer

mcp-optimizer

keystone-mcp

An MCP server that retrieves contextual information from company resources and surfaces it to coding agents as rules, reasoning, skills, and commands.

Obsidian remote MCP server

Enables remote access to Obsidian vaults from Claude.ai and Claude Code without needing Obsidian running, supporting multiple vaults with OAuth 2.1 and static token authentication. Provides note management tools like read, create, edit, delete, and search.

SecureContext

Provides persistent memory, cryptographic audit trail, and HMAC-verified skill admission for Claude Code, running locally on PostgreSQL with zero cloud sync.

MCP SQL Server

Enables secure interaction with SQL Server databases through natural language queries in Cursor IDE, with individual user credentials for complete traceability and auditing of all database operations.

wavespeed-mcp-worker

Remote MCP server that integrates WaveSpeed's image and video generation into Claude, supporting text-to-image, image editing, video generation, and job status polling via custom connector.

MCPGuard-Lab

A security research MCP server for testing tool call safety with deterministic policies like allowlists, path boundary enforcement, SSRF prevention, output redaction, and prompt injection detection, without requiring external LLMs or API keys.

mcp-server

Production-ready TypeScript MCP server exposing utility, GitHub, and Microsoft Teams tools over stdio.

UNHCR Population Data MCP Server

提供一个标准化的界面，以便访问联合国难民署 (UNHCR) 的难民统计数据，允许人工智能代理通过原籍国、庇护国和年份来查询数据。

imperal-mcp

Enables LLMs to build, validate, smoke test, and deploy Imperal apps using a declarative IR format directly from the editor.

Zimi MCP Server

Enables AI agents to search, read, and manage offline knowledge from ZIM files (Kiwix archives) with full-text search, language support, and library management.

UI-TARS Desktop

一个基于 UI-TARS (视觉-语言模型) 的 GUI 代理应用程序，它允许你使用自然语言来控制你的电脑。

ai-governance-controls

Provides AI governance controls as MCP tools for safety screening, risk classification, and red teaming of AI systems, returning structured governance reports.

Jentic

Jentic

Iris MCP

Enables Claude Code instances across different project directories to communicate and coordinate. Stay in one project while asking questions to teams in other codebases through cross-project messaging and coordination.

Enhanced Reablocks MCP Server

A Model Context Protocol server that generates production-ready React components using the Reablocks design system through natural language processing.

cheerio-mcp-bridges

A suite of four MCP bridges that enable orchestrator agents to drive local installed CLI coding assistants (Pi, Agy, Codex, Copilot) with secure, sandboxed prompts and session continuity.

mcp-server-mattermost

Lets AI assistants read, search, and post messages in Mattermost channels, manage threads, reactions, files, and users with 38 tools.

GitHub MCP Server Test

使用 GitHub MCP 服务器创建的测试仓库。

genesys-memory

Causal graph memory engine for AI agents. Scores memories using relevance × connectivity × reactivation, connects them in a causal graph, and actively forgets irrelevant ones. 11 MCP tools including store, recall, search, traverse, and explain.

GitHub Issue Relationships MCP Server

An MCP server that provides tools for managing GitHub issue relationships, including tracking dependencies, blockers, and sub-issues.

finance-mcp-server

A personal finance tracker MCP server that imports Rocket Money data or connects banks via SimpleFIN to a local SQLite database, enabling Claude to analyze spending, subscriptions, cash flow, and debt payoff with complete privacy.

QCM MCP Server

Enables quality crisis management through 10 MCP tools for problem-solving, decision-making, auditing, validation, and Infoseek collaboration, allowing structured handling of quality issues and governance assessment.