免费 / 开源在本地或云端运行和构建开源 AI 模型

MCP Defender is a free, open-source desktop app that acts as a security proxy between AI apps like Cursor and Claude and their MCP servers. It scans every MCP tool call in real time and blocks prompt injection, credential theft, and other threats.

这是编辑给出的评估,满分 5 分,不是用户打分的平均值。 本页的各方观点由 AI 根据产品信息归纳,不是真实用户的评价。
根据 OpenAITools.app 于 2026-11-11 核对的流量数据,MCP Defender(mcpdefender.com)是一个收录在 Large Language Models (LLMs) 下的 AI 平台,月访问量为 0,月度环比流量变化为 +0(0%)。其主要地理市场为全球(— 流量份额),采用免费定价模式。按月流量计算的主要竞争替代方案包括 Ollama(942.2万次访问/月),Mindgard(15.35万次访问/月),ModelScope(308.54万次访问/月)。
用 Cursor 和 Claude 连 MCP 的必备安全护盾,防住了一次恶意的 prompt injection。
开源的 MCP 代理,总算能放心调各种第三方工具了。
Docker 背书就是稳,拦截很及时。
配置起来比想象中简单,对开发者太友好了。
以下短评基于实时网页探查、定价机制与同类产品基准由 AI 综合模拟生成,旨在呈现不同使用场景下的常见槽点与亮点,非实名真实用户评价。
Silently scans and protects all MCP tool calls flowing between your AI apps and their servers, without slowing your apps down.
Combines advanced LLM analysis with deterministic signatures to catch prompt injection, tool poisoning, credential theft, and command injection.
Bring your own LLM provider and API keys, and choose which signatures are used during scanning.
Free to download under the AGPL-3.0 license and now part of Docker Inc., with the source available on GitHub.
MCP Defender is a free, open-source desktop app that acts as a security proxy between AI apps like Cursor and Claude and their MCP servers. It scans every MCP tool call in real time and blocks prompt injection, credential theft, and other threats.
Run MCP Defender as a background proxy while using Cursor or Claude, so any malicious tool call is flagged before it can cause harm.
Rely on signature-based and LLM-based scanning to protect credentials and sensitive data that agents might otherwise expose.
Audit active MCP traffic and verification activity to understand which tools your AI apps are calling.
Use an open-source, locally run proxy to add a security layer to agentic workflows without sending data to a third-party SaaS.
同一分类下同类 AI 工具的流量并排对比
| 排名 | AI 工具 | 月访问量 | 月度环比增长 | 直接流量占比 | 定价 | 头对头 |
|---|---|---|---|---|---|---|
| ● | MCP Defender | 0 | 0% | — | 免费 | 当前产品 |
| 1 | Ollama | 942.2万 | +4.3% | 43% 直接流量 | Free, Freemium, Paid | 对比 Ollama |
| 2 | Mindgard | 15.35万 | +1.3% | 14% 直接流量 | 定价请咨询 | 对比 Mindgard |
| 3 | ModelScope | 308.54万 | +5.1% | 68% 直接流量 | 免费 | 对比 ModelScope |
| 4 | Lakera Guard | 8.84万 | -24% | 53% 直接流量 | 定价请咨询 | 对比 Lakera Guard |
| 5 | Open WebUI | 80.45万 | -2.8% | 37% 直接流量 | 免费增值 | 对比 Open WebUI |
| 6 | Arize AI | 24.9万 | +3.2% | 43% 直接流量 | 付费,定价请咨询 | 对比 Arize AI |
免费 / 开源在本地或云端运行和构建开源 AI 模型

Mindgard is an AI security platform that performs attacker-style reconnaissance, automated red teaming, and continuous testing of AI models, agents, and applications to find and fix exploitable vulnerabilities.
免费 / 开源ModelScope (魔搭社区) is an open-source AI community and model service platform that hosts thousands of pretrained models, datasets, and ready-to-run demos, backed by Alibaba Cloud infrastructure.
免费 / 开源ModelScope (魔搭社区) is an open-source AI community and model service platform that hosts thousands of pretrained models, datasets, and ready-to-run demos, backed by Alibaba Cloud infrastructure.

免费 / 开源Open WebUI is an open-source, self-hosted AI interface that lets individuals and organizations run any model — local or cloud — inside a workspace they fully control. It ships as a one-command install, supports Ollama, OpenAI-compatible and Anthropic endpoints, and extends through Python tools, functions and pipelines.
免费 / 开源Open WebUI is an open-source, self-hosted AI interface that lets individuals and organizations run any model — local or cloud — inside a workspace they fully control. It ships as a one-command install, supports Ollama, OpenAI-compatible and Anthropic endpoints, and extends through Python tools, functions and pipelines.

免费 / 开源面向生产级 AI 的智能体可观测性、评估与持续改进平台
在整个组织内统一 LLM 评估、可观测性与红队测试标准

免费 / 开源Label Studio is an open-source data labeling and AI evaluation platform from HumanSignal. It handles images, video, audio, text, documents, time series and agent traces in one flexible workspace, and connects to your ML pipeline through an API, Python SDK and webhooks.
免费 / 开源Label Studio is an open-source data labeling and AI evaluation platform from HumanSignal. It handles images, video, audio, text, documents, time series and agent traces in one flexible workspace, and connects to your ML pipeline through an API, Python SDK and webhooks.
免费 / 开源由 DeepSeek-V4 与 R1 驱动的高效开源权重与托管推理 AI,token 成本极低。

免费 / 开源Maxim AI is a platform for evaluating, testing, and monitoring AI applications, and the home of Bifrost, an open-source LLM gateway. It helps teams ship reliable AI features with tracing, evaluation, agent simulation, and production observability.
免费 / 开源Maxim AI is a platform for evaluating, testing, and monitoring AI applications, and the home of Bifrost, an open-source LLM gateway. It helps teams ship reliable AI features with tracing, evaluation, agent simulation, and production observability.
专项更强检查你的显卡或 Mac 究竟能跑哪些本地 AI 模型