Composio 每月有 2,782,603 次造訪，月增率 +22.8%，定價模式為免費增值、需聯絡報價。Shaped 每月有 11,871 次造訪，成長率 -39.2%，定價模式為需聯絡報價。
| 面向／指標 |  |  |
|---|---|---|
| 官方網域 | composio.dev | shaped.ai |
| 定價模式 | 免費增值、需聯絡報價 | 需聯絡報價 |
| 每月造訪次數 | 278.26萬 (2,782,603) | 1.19萬 (11,871) |
| 月流量變化量 | +51.74萬 (+22.8%) | -7645 (-39.2%) |
| 主要市場與市佔 | 🇺🇸 美國 (28.6%) | 🇺🇸 美國 (36.4%) |
| 每月直接造訪 | 123.89萬 | 4726 |
| 使用者評分 | 4.5 | 4.8 |
| 支援平台 | 網站 | 網站 |
讓 AI 代理安全接入 1700+ 應用
涵蓋生產力、CRM、客服、研發、財務、人資與電商等場景的龐大預建整合目錄，每個工具包都向代理提供可呼叫的動作。
Composio 負責 OAuth 流程、憑證儲存與更新，並依動作限定權限範圍，代理只能在你允許的範圍內操作。
單一託管 MCP 端點，幾次點擊即可把 Claude、ChatGPT、Codex、Cursor 等 MCP 用戶端接入你的完整工具目錄。
依已連接應用中發生的事件啟動背景代理，無需使用者提示即可開始工作。
自帶回饋閉環的相關性引擎
以類 SQL 的單條查詢完成語意檢索、關鍵字檢索與行為模型的檢索、篩選、評分與重排。
融合語意與關鍵字檢索，再依每位使用者預測的點擊率與互動情形重新排序結果。
機器學習模型依即時互動訊號重新訓練，隨產品流量成長自動提升排序品質。
直接從 Snowflake、Kafka、BigQuery、Shopify 等資料倉儲、分析工具與事件管線流入資料，無須 ETL。
專項更強Leading unified LLM model gateway, but strictly handles model inference rather than third-party SaaS tool integrations and authentication.
專項更強Leading unified LLM model gateway, but strictly handles model inference rather than third-party SaaS tool integrations and authentication.
免費 / 開源Exceptional open-source gateway for LLM provider routing, but lacks Composio's extensive library of SaaS tool integrations and auth.
專項更強Robust TypeScript framework for agent workflows and tools, but requires writing custom integration code instead of pre-built connectors.
專項更強Pinecone is a managed vector database and AI knowledge platform for building retrieval-augmented generation (RAG), semantic search, and agent memory. It stores vector embeddings at scale, makes writes searchable within seconds with no index tuning, and keeps p99 latency steady as data grows. Pinecone powers products for more than 10,000 customers and over a million developers worldwide.
專項更強Pinecone is a managed vector database and AI knowledge platform for building retrieval-augmented generation (RAG), semantic search, and agent memory. It stores vector embeddings at scale, makes writes searchable within seconds with no index tuning, and keeps p99 latency steady as data grows. Pinecone powers products for more than 10,000 customers and over a million developers worldwide.
專項更強Comprehensive enterprise LLM gateway and guardrails, but focuses more on model routing than third-party SaaS tool execution.
