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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-codedb.svg","page_url":"https://www.marketnow.site/s/real-codedb"},{"id":"mn-gen-04535","name":"docs-mcp-server","slug":"real-docs-mcp-server","description":"Grounded Docs MCP Server: Open-Source Alternative to Context7, Nia, and Ref.Tools","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/arabold/docs-mcp-server","author":"arabold","version":"1.0.0","tags":["mcp","real","typescript","arabold","agentic-ai"],"source":{"type":"github","url":"https://github.com/arabold/docs-mcp-server","note":"Real MCP server. 1513 stars. Language: TypeScript. Last push: 2026-06-08T14:11:47Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-docs-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-docs-mcp-server"},{"id":"mn-gen-06470","name":"mcp-server-code-execution-mode","slug":"real-mcp-server-code-execution-mode","description":"An MCP server that executes Python code in isolated rootless containers with optional MCP server proxying. Implementation of Anthropic's and Cloudflare's ideas for reducing MCP tool definitions contex","category":"Cloud Platforms","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/elusznik/mcp-server-code-execution-mode","author":"elusznik","version":"1.0.0","tags":["mcp","real","python","elusznik","agentic-ai"],"source":{"type":"github","url":"https://github.com/elusznik/mcp-server-code-execution-mode","note":"Real MCP server. 337 stars. 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Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-pg-mnemosyne-mcp.svg","page_url":"https://www.marketnow.site/s/real-pg-mnemosyne-mcp"},{"id":"mn-real-querywisemcp","name":"querywise-mcp","slug":"real-querywise-mcp","description":"An MCP server (and a CLI) that lets an LLM query your databases in natural language through a business semantic layer — glossary, metric definitions, data dictionary, knowledge base, and example queri","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install querywise-mcp || uvx querywise-mcp","author":"kosminus","version":"1.0.0","tags":["mcp","real","python","kosminus","agentic-ai"],"source":{"type":"github","url":"https://github.com/kosminus/querywise-mcp","note":"Real MCP server. 2 stars. Language: Python. Last push: 2026-05-25T20:56:40Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-querywise-mcp.svg","page_url":"https://www.marketnow.site/s/real-querywise-mcp"},{"id":"mn-real-metatron","name":"metatron","slug":"real-metatron","description":"Metatron is a self-hosted system that captures a codebase's real implementation decisions — preferred patterns, rejected approaches, edge cases, internal conventions — as structured priors, and serves","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install metatron || uvx metatron","author":"kerbelp","version":"1.0.0","tags":["mcp","real","python","kerbelp","agentic-ai"],"source":{"type":"github","url":"https://github.com/kerbelp/metatron","note":"Real MCP server. 19 stars. Language: Python. Last push: 2026-07-05T14:38:16Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-metatron.svg","page_url":"https://www.marketnow.site/s/real-metatron"},{"id":"mn-real-agenticswmmworkflow","name":"agentic-swmm-workflow","slug":"real-agentic-swmm-workflow","description":"Agentic SWMM is an automated, auditable, and memory-informed framework for reproducible stormwater modelling, integrating QGIS and EPA SWMM through the aiswmm runtime, reusable Skills, and MCP interfa","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install agentic-swmm-workflow || uvx agentic-swmm-workflow","author":"Zhonghao1995","version":"1.0.0","tags":["mcp","real","python","zhonghao1995","agentic-ai"],"source":{"type":"github","url":"https://github.com/Zhonghao1995/agentic-swmm-workflow","note":"Real MCP server. 18 stars. Language: Python. Last push: 2026-07-06T00:50:18Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-agentic-swmm-workflow.svg","page_url":"https://www.marketnow.site/s/real-agentic-swmm-workflow"},{"id":"mn-real-nocturnusai","name":"nocturnusai","slug":"real-nocturnusai","description":"Verified knowledge for AI agents. Compress context, extract and store facts, define rules, and ask questions — get deterministic answers with proof, not LLM guesses. Connect agents via MCP, Python SD","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/Auctalis/nocturnusai","author":"Auctalis","version":"1.0.0","tags":["mcp","real","kotlin","auctalis","agentic-ai"],"source":{"type":"github","url":"https://github.com/Auctalis/nocturnusai","note":"Real MCP server. 3 stars. Language: Kotlin. Last push: 2026-04-17T21:19:24Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-nocturnusai.svg","page_url":"https://www.marketnow.site/s/real-nocturnusai"},{"id":"mn-real-mdvisionmcp","name":"md-vision-mcp","slug":"real-md-vision-mcp","description":"stdio MCP server to read or index markdown with images","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install md-vision-mcp || uvx md-vision-mcp","author":"japlete","version":"1.0.0","tags":["mcp","real","python","japlete","agentic-ai"],"source":{"type":"github","url":"https://github.com/japlete/md-vision-mcp","note":"Real MCP server. 1 stars. Language: Python. Last push: 2026-06-21T16:39:38Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-md-vision-mcp.svg","page_url":"https://www.marketnow.site/s/real-md-vision-mcp"},{"id":"mn-real-localfaissmcp","name":"local_faiss_mcp","slug":"real-local-faiss-mcp","description":"Local FAISS vector store as an MCP server – Agent Memory, drop-in local semantic search for Claude / Copilot / Agents.","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install local_faiss_mcp || uvx local_faiss_mcp","author":"nonatofabio","version":"1.0.0","tags":["mcp","real","python","nonatofabio","agentic-ai"],"source":{"type":"github","url":"https://github.com/nonatofabio/local_faiss_mcp","note":"Real MCP server. 33 stars. Language: Python. Last push: 2026-04-24T21:21:39Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-local-faiss-mcp.svg","page_url":"https://www.marketnow.site/s/real-local-faiss-mcp"},{"id":"mn-real-papersflowmcp","name":"papersflow-mcp","slug":"real-papersflow-mcp","description":"papersflow-mcp is PapersFlow’s production MCP server for literature search, citation verification, related-paper discovery, and authenticated research workflows across Claude, Codex, Gemini, and oth","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/papersflow-ai/papersflow-mcp","author":"papersflow-ai","version":"1.0.0","tags":["mcp","real","unknown","papersflow-ai","agentic-ai"],"source":{"type":"github","url":"https://github.com/papersflow-ai/papersflow-mcp","note":"Real MCP server. 13 stars. Language: Unknown. Last push: 2026-03-11T23:39:21Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":66,"badge_url":"https://www.marketnow.site/api/badge/real-papersflow-mcp.svg","page_url":"https://www.marketnow.site/s/real-papersflow-mcp"},{"id":"mn-real-sage","name":"sage","slug":"real-sage","description":"(S)AGE - (Sovereign) Agent Governed Experience","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/l33tdawg/sage","author":"l33tdawg","version":"1.0.0","tags":["mcp","real","go","l33tdawg","agentic-ai"],"source":{"type":"github","url":"https://github.com/l33tdawg/sage","note":"Real MCP server. 238 stars. Language: Go. Last push: 2026-07-06T01:59:44Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-sage.svg","page_url":"https://www.marketnow.site/s/real-sage"},{"id":"mn-real-hindsight","name":"hindsight","slug":"real-hindsight","description":"Hindsight: Agent Memory That Learns","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install hindsight || uvx hindsight","author":"vectorize-io","version":"1.0.0","tags":["mcp","real","python","vectorize-io","agentic-ai"],"source":{"type":"github","url":"https://github.com/vectorize-io/hindsight","note":"Real MCP server. 18012 stars. Language: Python. Last push: 2026-07-04T13:48:58Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":90,"badge_url":"https://www.marketnow.site/api/badge/real-hindsight.svg","page_url":"https://www.marketnow.site/s/real-hindsight"},{"id":"mn-real-min8tsdks","name":"min8t-sdks","slug":"real-min8t-sdks","description":"By MiN8T — email infrastructure, design, and deliverability platform. Open-source SDKs + MCP server for DeliverIQ + the MiN8T editor.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/Davison-Francis/min8t-sdks","author":"Davison-Francis","version":"1.0.0","tags":["mcp","real","typescript","davison-francis","agentic-ai"],"source":{"type":"github","url":"https://github.com/Davison-Francis/min8t-sdks","note":"Real MCP server. 1 stars. Language: TypeScript. Last push: 2026-05-02T22:09:06Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-min8t-sdks.svg","page_url":"https://www.marketnow.site/s/real-min8t-sdks"},{"id":"mn-real-nutrientdocumentengi","name":"nutrient-document-engine-mcp-server","slug":"real-nutrient-document-engine-mcp-server","description":"A Model Context Protocol (MCP) server implementation exposes document processing capabilities through natural language, supporting both direct human interaction and AI agent tool calling.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/PSPDFKit/nutrient-document-engine-mcp-server","author":"PSPDFKit","version":"1.0.0","tags":["mcp","real","typescript","pspdfkit","agentic-ai"],"source":{"type":"github","url":"https://github.com/PSPDFKit/nutrient-document-engine-mcp-server","note":"Real MCP server. 61 stars. Language: TypeScript. Last push: 2026-03-05T14:46:41Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":66,"badge_url":"https://www.marketnow.site/api/badge/real-nutrient-document-engine-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-nutrient-document-engine-mcp-server"},{"id":"mn-real-ruflo","name":"ruflo","slug":"real-ruflo","description":"🌊 The leading agent meta-harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, R","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y ruflo","author":"ruvnet","version":"1.0.0","tags":["mcp","real","typescript","ruvnet","agentic-ai"],"source":{"type":"github","url":"https://github.com/ruvnet/ruflo","note":"Real MCP server. 63176 stars. Language: TypeScript. Last push: 2026-07-06T02:45:05Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":90,"badge_url":"https://www.marketnow.site/api/badge/real-ruflo.svg","page_url":"https://www.marketnow.site/s/real-ruflo"},{"id":"mn-real-nocturnememory","name":"nocturne_memory","slug":"real-nocturne-memory","description":"A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and amnesia. Empower your AI with persistent, graph-like structured memory across any model, s","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install nocturne_memory || uvx nocturne_memory","author":"Dataojitori","version":"1.0.0","tags":["mcp","real","python","dataojitori","agentic-ai"],"source":{"type":"github","url":"https://github.com/Dataojitori/nocturne_memory","note":"Real MCP server. 1254 stars. Language: Python. Last push: 2026-06-26T12:52:55Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-nocturne-memory.svg","page_url":"https://www.marketnow.site/s/real-nocturne-memory"},{"id":"mn-real-agenticradar","name":"agentic-radar","slug":"real-agentic-radar","description":"A security scanner for your LLM agentic workflows","category":"Security","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install agentic-radar || uvx agentic-radar","author":"splx-ai","version":"1.0.0","tags":["mcp","real","python","splx-ai","agentic-ai"],"source":{"type":"github","url":"https://github.com/splx-ai/agentic-radar","note":"Real MCP server. 992 stars. Language: Python. Last push: 2025-11-27T15:28:44Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":76,"badge_url":"https://www.marketnow.site/api/badge/real-agentic-radar.svg","page_url":"https://www.marketnow.site/s/real-agentic-radar"},{"id":"mn-real-mcpclientforollama","name":"mcp-client-for-ollama","slug":"real-mcp-client-for-ollama","description":"Harness the power of local LLMs with this TUI MCP Client for Ollama. Featuring all core MCP primitives (tools, prompts, resources), agent mode, multi-server, model switching, streaming responses, huma","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install mcp-client-for-ollama || uvx mcp-client-for-ollama","author":"jonigl","version":"1.0.0","tags":["mcp","real","python","jonigl","agentic-ai"],"source":{"type":"github","url":"https://github.com/jonigl/mcp-client-for-ollama","note":"Real MCP server. 767 stars. Language: Python. Last push: 2026-07-05T10:11:04Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-client-for-ollama.svg","page_url":"https://www.marketnow.site/s/real-mcp-client-for-ollama"},{"id":"mn-real-awesomeagenticaizh","name":"awesome-agentic-ai-zh","slug":"real-awesome-agentic-ai-zh","description":"A trilingual (繁中 / English / 简中) learning roadmap for agentic AI: from LLM basics to multi-agent systems, with 240+ curated resources and hands-on examples. 中文 AI agent 學習地圖。","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install awesome-agentic-ai-zh || uvx awesome-agentic-ai-zh","author":"WenyuChiou","version":"1.0.0","tags":["mcp","real","python","wenyuchiou","agentic-ai"],"source":{"type":"github","url":"https://github.com/WenyuChiou/awesome-agentic-ai-zh","note":"Real MCP server. 4150 stars. Language: Python. Last push: 2026-07-03T13:56:27Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-awesome-agentic-ai-zh.svg","page_url":"https://www.marketnow.site/s/real-awesome-agentic-ai-zh"},{"id":"mn-real-generativeai","name":"generative-ai","slug":"real-generative-ai","description":"Comprehensive resources on Generative AI, including a detailed roadmap, projects, use cases, interview preparation, and coding preparation.","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y generative-ai","author":"genieincodebottle","version":"1.0.0","tags":["mcp","real","jupyter notebook","genieincodebottle","agentic-ai"],"source":{"type":"github","url":"https://github.com/genieincodebottle/generative-ai","note":"Real MCP server. 2532 stars. Language: Jupyter Notebook. Last push: 2026-05-01T05:10:57Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-generative-ai.svg","page_url":"https://www.marketnow.site/s/real-generative-ai"},{"id":"mn-real-deepseekpp","name":"deepseek-pp","slug":"real-deepseek-pp","description":"DeepSeek Web browser extension: AI agent workspace with MCP tools, memory, Skills, automation, web search, and conversation export.","category":"Browser Automation","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/zhu1090093659/deepseek-pp","author":"zhu1090093659","version":"1.0.0","tags":["mcp","real","typescript","zhu1090093659","agentic-ai"],"source":{"type":"github","url":"https://github.com/zhu1090093659/deepseek-pp","note":"Real MCP server. 1147 stars. Language: TypeScript. Last push: 2026-07-03T06:10:41Z. 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