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Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-ros2-mcp-2.svg","page_url":"https://www.marketnow.site/s/real-ros2-mcp-2"},{"id":"mn-real-aivisibilitymcp-x2","name":"ai-visibility-mcp","slug":"real-ai-visibility-mcp-2","description":"MCP server that audits AI-bot visibility: robots.txt per-bot, JSON-LD, llms.txt, brand mentions in LLM answers, competitor compare. SSRF-guarded, spend-capped.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install ai-visibility-mcp || uvx ai-visibility-mcp","author":"bestaiinsider","version":"1.0.0","tags":["mcp","real","python","bestaiinsider"],"source":{"type":"github","url":"https://github.com/bestaiinsider/ai-visibility-mcp","note":"Real MCP server. 1 stars. Language: Python. Last push: 2026-05-23T22:23:39Z. 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Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-ros-mcp-server-5.svg","page_url":"https://www.marketnow.site/s/real-ros-mcp-server-5"},{"id":"mn-real-ros2mcp-x4","name":"ros2_mcp","slug":"real-ros2-mcp-4","description":"Advanced MCP Server ROS 2 bridging AI agents straight into robotics","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install ros2_mcp || uvx ros2_mcp","author":"wise-vision","version":"1.0.0","tags":["mcp","real","python","wise-vision","ai"],"source":{"type":"github","url":"https://github.com/wise-vision/ros2_mcp","note":"Real MCP server. 83 stars. Language: Python. Last push: 2026-05-08T12:04:22Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-ros2-mcp-4.svg","page_url":"https://www.marketnow.site/s/real-ros2-mcp-4"},{"id":"mn-real-aivisibilitymcp-x4","name":"ai-visibility-mcp","slug":"real-ai-visibility-mcp-4","description":"MCP server that audits AI-bot visibility: robots.txt per-bot, JSON-LD, llms.txt, brand mentions in LLM answers, competitor compare. SSRF-guarded, spend-capped.","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install ai-visibility-mcp || uvx ai-visibility-mcp","author":"bestaiinsider","version":"1.0.0","tags":["mcp","real","python","bestaiinsider"],"source":{"type":"github","url":"https://github.com/bestaiinsider/ai-visibility-mcp","note":"Real MCP server. 1 stars. Language: Python. Last push: 2026-05-23T22:23:39Z. 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Language: Python."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":51,"badge_url":"https://www.marketnow.site/api/badge/real-robot-mcp-2.svg","page_url":"https://www.marketnow.site/s/real-robot-mcp-2"},{"id":"mn-real-text2simmcpserver","name":"text2sim-MCP-server","slug":"real-text2sim-mcp-server","description":"Text2Sim MCP Server is a conversational simulation engine that transforms natural language into working simulation models. Supporting Discrete-Event Simulation (DES) and System Dynamics (SD), it integ","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install text2sim-MCP-server","author":"IamCatoBot","version":"1.0.0","tags":["mcp","real","python","iamcatobot"],"source":{"type":"github","url":"https://github.com/IamCatoBot/text2sim-MCP-server","note":"Real MCP server. 24 stars. 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Language: Go."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-obot.svg","page_url":"https://www.marketnow.site/s/real-obot"},{"id":"mn-real-rosmcpserver-x6","name":"ros-mcp-server","slug":"real-ros-mcp-server-6","description":"Connect AI models like Claude & GPT with robots using MCP and ROS.","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install ros-mcp-server || uvx ros-mcp-server","author":"robotmcp","version":"1.0.0","tags":["mcp","real","python","robotmcp","mcp"],"source":{"type":"github","url":"https://github.com/robotmcp/ros-mcp-server","note":"Real MCP server. 1346 stars. Language: Python. Last push: 2026-07-18T09:15:23Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-ros-mcp-server-6.svg","page_url":"https://www.marketnow.site/s/real-ros-mcp-server-6"},{"id":"mn-real-ros2mcp-x5","name":"ros2_mcp","slug":"real-ros2-mcp-5","description":"Advanced MCP Server ROS 2 bridging AI agents straight into robotics","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install ros2_mcp || uvx ros2_mcp","author":"wise-vision","version":"1.0.0","tags":["mcp","real","python","wise-vision","ai"],"source":{"type":"github","url":"https://github.com/wise-vision/ros2_mcp","note":"Real MCP server. 83 stars. Language: Python. Last push: 2026-07-16T12:21:04Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-ros2-mcp-5.svg","page_url":"https://www.marketnow.site/s/real-ros2-mcp-5"},{"id":"mn-real-aivisibilitymcp-x5","name":"ai-visibility-mcp","slug":"real-ai-visibility-mcp-5","description":"MCP server that audits AI-bot visibility: robots.txt per-bot, JSON-LD, llms.txt, brand mentions in LLM answers, competitor compare. SSRF-guarded, spend-capped.","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install ai-visibility-mcp || uvx ai-visibility-mcp","author":"bestaiinsider","version":"1.0.0","tags":["mcp","real","python","bestaiinsider"],"source":{"type":"github","url":"https://github.com/bestaiinsider/ai-visibility-mcp","note":"Real MCP server. 1 stars. Language: Python. Last push: 2026-05-23T22:23:39Z. 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