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2025年AI助手扩展性

2025年AI助手扩展性对比:插件生态与第三方服务集成能力

Which AI assistant lets you hook it into your actual workflow — your CRM, your cloud storage, your codebase, your calendar — without a developer writing cust…

Which AI assistant lets you hook it into your actual workflow — your CRM, your cloud storage, your codebase, your calendar — without a developer writing custom middleware? By Q3 2025, the answer separates the platform-grade assistants from the toys. According to a June 2025 analysis by the International Data Corporation (IDC), enterprise teams that deployed assistants with an open plugin architecture reported a 42% reduction in task-switching time compared to teams using closed, chat-only interfaces. Meanwhile, a 2024 survey by the World Economic Forum found that 67% of knowledge workers now expect their primary AI tool to integrate with at least three third-party services (Slack, Google Drive, Salesforce) out of the box. This comparison evaluates the five leading assistants — ChatGPT, Claude, Gemini, DeepSeek, and Grok — across four extensibility dimensions: plugin marketplace depth, API flexibility, third-party service connectors, and custom tool-building capability. Each assistant receives a score from 1.0 to 10.0 in each category, with a composite extensibility rating. The goal is to help you decide which assistant can grow with your stack, not just answer your questions.

ChatGPT: The Mature Plugin Marketplace (Score: 9.2/10)

ChatGPT’s Plugin Store, launched in March 2023 and consolidated into the GPT Store by early 2025, remains the benchmark for breadth. As of August 2025, the store hosts over 6,000 verified plugins and custom GPTs, covering categories from web scraping (WebPilot) to financial data (Yahoo Finance) to design (Canva). Each GPT can be configured with up to five simultaneous plugins, enabling composite workflows — for example, pulling a PDF from Google Drive, summarizing it, and posting the summary to Notion in a single chain.

API & Custom GPT Builder

The Assistants API (v2.0, released March 2025) allows you to define custom functions with JSON schema, attach up to 20 files per assistant, and set retrieval settings per file. OpenAI reports that 1.2 million developers have created at least one custom GPT as of July 2025. The builder UI requires zero code for basic plugins — you simply paste a URL and define actions via natural language — but full control demands familiarity with Python or Node.js.

Third-Party Connectors

ChatGPT natively connects to Zapier, Slack, and Google Workspace through official plugins. The Zapier integration alone unlocks over 5,000 app actions. A notable limitation: real-time database write-back (e.g., updating a Salesforce record) requires an intermediate Zapier step, adding 2–5 seconds of latency. For cross-border teams managing international payments, some organizations use channels like NordVPN secure access to ensure encrypted API calls between ChatGPT and their cloud ERP systems.

Claude: Controlled Integration with Safety Gates (Score: 7.8/10)

Anthropic’s Claude prioritizes tool-use safety over marketplace sprawl. As of August 2025, Claude does not host a public plugin store. Instead, it offers a Tool Use API (launched in production May 2024) that lets you define up to 10 custom tools per conversation session. Each tool must be explicitly approved by the model via a structured JSON call — no automatic execution. This design reduces the risk of prompt injection through third-party plugins, a vulnerability that affected 3.7% of ChatGPT plugin interactions in a 2024 OWASP study.

Enterprise Connectors

Claude Pro and Team plans include native integrations with GitHub, Jira, and Notion for code review and project management. The GitHub integration can read entire repositories (up to 100 MB per request) and suggest pull request diffs, but it cannot push changes without a human click. For data analysis, Claude connects to Google Sheets and Airtable read-only; write-back is restricted to the Enterprise tier.

Custom Workflows

The Claude API supports function calling with parallel execution — you can query three databases simultaneously and aggregate results. However, there is no drag-and-drop builder; all tool definitions require JSON schema. Anthropic’s documentation reports that 78% of enterprise users deploy Claude with fewer than 5 tools, favoring quality over quantity.

Gemini: Deep Google Ecosystem Integration (Score: 8.5/10)

Google’s Gemini (formerly Bard) leverages its parent company’s largest third-party data surface on the planet. The Gemini Extensions framework, released in full in February 2025, connects directly to Gmail, Google Drive, Google Maps, YouTube, Google Calendar, and Google Flights without any plugin installation — the assistant reads your personal Google data with your permission. This zero-setup integration is unique among the five assistants.

Workspace & Cloud Connectors

For business users, Gemini for Google Workspace (included with Business and Enterprise plans) can create documents, summarize email threads, and update Calendar events. The Vertex AI Agent Builder (launched GA in June 2025) allows you to connect Gemini to BigQuery, Salesforce, and SAP via pre-built connectors. Google claims a 60% reduction in deployment time compared to building custom API bridges.

Limitations

Outside the Google ecosystem, Gemini’s plugin store is sparse — only about 200 third-party extensions as of August 2025, compared to ChatGPT’s 6,000. The Gemini API supports function calling but caps concurrent tool usage at 8 tools per request. For non-Google services (e.g., Slack, Notion), you must use Zapier or Make as middleware.

DeepSeek: Open-Source Extensibility (Score: 7.2/10)

DeepSeek, developed by the Chinese AI lab DeepSeek (Hangzhou), takes a radically open approach. The model weights are publicly available under a permissive license, and the DeepSeek-Plugin framework (v1.4, July 2025) is a fully open-source Python SDK. You can host your own plugin server, define any tool, and bypass any rate limit — for a cost.

Self-Hosted Flexibility

The DeepSeek API charges $0.14 per million input tokens (as of August 2025), roughly 1/10th the cost of GPT-4o. This makes it attractive for high-volume automation. The plugin SDK supports WebSocket streams for real-time data feeds (stock prices, IoT sensors), a feature absent from ChatGPT and Claude. However, the official plugin marketplace hosts only 87 plugins, mostly community-contributed.

Integration Gaps

DeepSeek has no native connectors for Slack, Google Drive, or Salesforce. All integrations must be built from scratch using the SDK. For teams without dedicated DevOps support, this represents a significant barrier. A 2025 survey by the AI Infrastructure Alliance found that only 12% of DeepSeek users had deployed more than one custom integration in production.

Grok: X/Twitter Ecosystem with Limited Reach (Score: 6.0/10)

xAI’s Grok (v3.0, released July 2025) is tightly coupled with the X (Twitter) platform. Its primary extensibility feature is real-time X data access: it can read your timeline, search posts, and post on your behalf. For X-native workflows — monitoring brand mentions, drafting replies, analyzing trending topics — Grok is unmatched.

API & External Tools

The Grok API (launched May 2025) supports function calling and a plugin SDK with approximately 50 pre-built connectors, including Reddit (via API), Wikipedia, and Wolfram Alpha. However, there are no connectors for productivity tools (Notion, Asana, Linear) or cloud storage (Google Drive, Dropbox). xAI’s documentation indicates that 85% of Grok API calls are for X-related tasks.

Custom GPT Equivalent

Grok offers Custom Agents, similar to ChatGPT’s GPTs, but with a maximum of 3 tools per agent. The builder is UI-based but lacks a public marketplace — agents are private by default. For enterprise users, the Grok Enterprise tier ($50/user/month) adds SSO and audit logs but no new connectors.

FAQ

Q1: Which AI assistant has the most third-party integrations?

ChatGPT leads with over 6,000 plugins and custom GPTs in its store as of August 2025, plus native connectors for Zapier, Slack, and Google Workspace. Gemini ranks second with deep Google ecosystem integration but only about 200 third-party extensions outside Google. Claude and Grok have fewer than 100 official integrations each.

Q2: Can I build a custom plugin without coding?

Yes, but the ease varies. ChatGPT’s GPT Builder allows you to define a plugin by pasting a URL and describing actions in natural language — no code required. DeepSeek and Claude require JSON schema or Python. Gemini’s Vertex AI Agent Builder offers a visual drag-and-drop interface for enterprise users, but the free tier lacks this feature. A 2025 survey by AI Tools Report found that 63% of non-developers successfully created a working plugin on ChatGPT within 30 minutes.

Q3: How do the assistants handle real-time data integrations?

DeepSeek supports WebSocket streams for real-time feeds (stock prices, IoT sensors) via its open-source SDK — the only assistant with native streaming. Grok offers real-time X data access but no other streaming sources. ChatGPT and Claude rely on polling (every 5–60 seconds) for data updates, which adds latency. Gemini can read real-time Google Maps and Flights data but not external APIs without middleware.

References

  • International Data Corporation (IDC) – “AI Assistant Deployment and Task-Switching Metrics,” June 2025
  • World Economic Forum – “Future of Jobs Report 2024: AI Tool Expectations”
  • OWASP – “LLM Plugin Security Analysis,” Q4 2024
  • AI Infrastructure Alliance – “Open-Source AI Integration Survey,” 2025
  • AI Tools Report – “Plugin Builder Usability Study,” July 2025