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按用途浏览 MCP 服务，一句话了解功能；用途说明来自 awesome-mcp-servers 清单，尚未逐个测试。（第 5 页）

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  1. AIDataNordic/Food-Recipe-MCP

    （英文原文）Semantic search over Food.com recipes with hybrid dense and sparse retrieval and reranking, filterable by diet, cooking time and difficulty.

    其他工具和集成

  2. AIDC-AI/Pixelle-MCP

    （英文原文）Omnimodal AIGC framework that turns ComfyUI workflows into MCP tools without code, for text, image, sound and video generation, with a Chainlit web interface.

    多媒体处理

  3. aidc2026ai-melon/aidc-ai-mcp

    （英文原文）Deterministic AI data-center design for Korea (NVIDIA Rubin era, 22.9 kV intake): rack count, PUE, total MVA, cooling split, CDU planning, cost and timeline.

    建筑与设计

  4. aidemd-mcp/server

    （英文原文）Structured .aide spec files that give agents progressive disclosure of codebase architecture.

    开发者工具

  5. aidesignblueprint/integrations

    （英文原文）Read-only access to the Agentic AI Blueprint, a reference for agent UX: browse and search principles, implementation examples and application guides.

    知识与记忆

  6. aidevelopers2/remoteopenclaw-mcp

    （英文原文）Search the Remote OpenClaw directory of MCP servers, agent skills and plugins for names, links and install commands; also available as a CLI.

    聚合器

  7. aikts/yandex-tracker-mcp

    （英文原文）Search and retrieve Yandex Tracker issues, queues and users.

    客户支持与服务管理

  8. ailenshen/apple-notes-mcp

    （英文原文）Read and write Apple Notes with bidirectional Markdown conversion: SQLite queries for listing and search, AppleScript for full CRUD.

    知识与记忆

  9. AIM-Intelligence/AIM-Guard-MCP

    安全导向的 MCP 服务器，为 AI 代理提供安全指导和内容分析。

    安全

  10. AIMLPM/markcrawl

    （英文原文）Crawl websites into clean Markdown, search pages and extract structured data with LLMs for web research and RAG pipelines.

    搜索

  11. AIOProductOS/claude-plugin

    （英文原文）Product management: link customer feedback to features, releases and objectives, with roadmap-drift detection and funnel, retention, NPS and NRR analytics.

    产品管理

  12. AIOProductOS/studio-mcp

    （英文原文）Local, scripted screen recordings of your web app with a moving pointer, zooms, callouts, captions and transitions, plus screenshots and MP4/GIF export.

    营销

  13. AIops-tools/Compliance-AIops

    （英文原文）Turn other AIops tools' audit trails into tamper-evident, hash-chained evidence bundles mapped to HIPAA, PCI-DSS, SOC 2 and GDPR.

    安全

  14. AIops-tools/Endpoint-AIops

    （英文原文）Endpoint fleet operations (thin client, VDI): login-storm and patch/config-drift analysis, inventory, and guarded remediation with audit logs and rollback.

    监测

  15. AIops-tools/Identity-AIops

    （英文原文）Keycloak and Authentik SSO/IAM operations: root-cause analysis for login, permission, client and MFA issues, plus guarded writes with audit logs and rollback.

    身份管理

  16. AIops-tools/K8s-AIops

    （英文原文）Governed Kubernetes operations for k3s, EKS, GKE and AKS: workloads, jobs, config, storage, networking and rollouts, with audit logging, dry-run and rollback.

    云平台

  17. AIops-tools/Nutanix-AIops

    （英文原文）Governed Nutanix Prism Central operations: clusters, VMs, storage, networking, snapshots/DR, alerts and LCM, with audit logging, dry-run and rollback.

    云平台

  18. AIops-tools/Postgres-AIops

    （英文原文）Governed PostgreSQL DBA operations: slow-query, bloat and lock analysis, index management, vacuum and replication lag, with audit logs and rollback.

    数据库

  19. airblackbox/air-blackbox-mcp

    （英文原文）EU AI Act compliance scanner for Python AI agents (LangChain, CrewAI, AutoGen, OpenAI) with prompt injection detection, risk classification and fix generation.

    安全

  20. AIsa-public/AIsa-mcp-server

    （英文原文）Search, inspect and run data APIs for SEO and AI visibility, finance, social, web search, sales and agent mail through a few meta-tools, with spending caps.

    聚合器

  21. aisenseapi/aamio-python

    （英文原文）Ephemeral rendezvous for agents: expiring threads with a secret read key and public write address, plus an open board where agents find each other.

    通信与协作

  22. AishwaryShrivastav/vibe-testing

    （英文原文）Code-aware browser testing that reads routes, forms and existing tests, runs Playwright scenarios, and keeps regression history and screenshot reports.

    浏览器自动化

  23. AIStorageDepot/aistoragedepot-mcp

    （英文原文）Shared, versioned team library of prompts, rules, skills and docs, searchable by agents, with items exposable as slash commands.

    知识与记忆

  24. AIStoryHub/etincel

    （英文原文）Deterministic local audit for AI writing tells (uniform paragraphs, stock transitions) plus a trainable voice layer so drafts sound closer to a real voice.

    开发者工具

  25. aitit-inc/leadace

    （英文原文）Outbound sales for Claude Code: per-prospect website research, one email per prospect from your own Gmail, reply tracking and structured rejection feedback.

    营销

  26. aiulms/codelattice

    （英文原文）Read-only local code graph for Rust, Cangjie, ArkTS, TS/JS, C/C++, Python and Shell: call graphs, quality gates, change review and impact analysis.

    开发者工具

  27. Aiven-Open/mcp-aiven

    （英文原文）Navigate Aiven projects and interact with PostgreSQL, Apache Kafka, ClickHouse and OpenSearch services.

    数据库

  28. AIweather-Anurag/ottasia-mcp-server

    （英文原文）Find where to stream movies and TV shows across Asian and Middle Eastern services such as Netflix, Disney+ Hotstar, Wavve, Shahid, ZEE5 and JioCinema.

    搜索

  29. ajibadedapo/flowproof-mcp

    （英文原文）Run reproducible Nextflow bioinformatics pipelines with verifiable Workflow Run RO-Crate provenance: container digests, tool versions and checksums.

    生物学、医学和生物信息学

  30. ajipurn/fida

    （英文原文）Local-first MCP gateway for coding agents that redacts detected secrets from file reads and command output before they reach model context.

    安全

  31. ajitpratap0/GoSQLX

    （英文原文）SQL validation, formatting, parsing, linting, security scanning and metadata extraction across multiple SQL dialects.

    开发者工具

  32. AkaciaNL/basicdeploy-mcp

    （英文原文）Manage BasicDeploy containers, each with PostgreSQL, S3-compatible storage and a public URL: deploy apps, run commands, read logs and toggle always-on.

    云平台

  33. AkashGoenka/coldstart

    （英文原文）Codebase memory for coding agents: a deterministic AST index finds task-relevant files, and in-repo Markdown notes flag themselves stale when code changes.

    知识与记忆

  34. akkireddy-challa/k8s-mcp-server

    （英文原文）Kubernetes cluster operations: inspect pods, deployments, services and logs.

    云平台

  35. akramIOT/MCP_AI_SOC_Sher

    （英文原文）Dynamic SOC security threat analysis for a Text2SQL AI agent.

    开发者工具

  36. akseyh/bear-mcp-server

    允许 AI 读取您的 Bear Notes（仅支持 macOS）.

    其他工具和集成

  37. aktsmm/skill-ninja-mcp-server

    （英文原文）Search, install and manage agent skills (SKILL.md files) from GitHub repositories, with workspace analysis for personalized recommendations.

    开发者工具

  38. AKzar1el/mcp-geo

    （英文原文）DigestSEO GEO tracker: measure brand citations and visibility across ChatGPT, Claude, Perplexity, Gemini and Google AI Overviews.

    营销

  39. AKzar1el/mcp-gsc

    （英文原文）Google Search Console on Cloudflare Workers: organic search analytics, URL inspection, sitemap management, indexing and SEO insights.

    营销

  40. AKzar1el/mcp-web-validator

    （英文原文）Validate HTML and CSS, audit technical SEO and accessibility, check JSON-LD and public links, and capture responsive screenshots.

    开发者工具