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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-mcp-zenml.svg","page_url":"https://www.marketnow.site/s/real-mcp-zenml"},{"id":"mn-real-redditoptionstraderr","name":"Reddit-Options-Trader-ROT-","slug":"real-reddit-options-trader-rot","description":"A modular research pipeline that turns trending Reddit discussions into structured market events and options trade ideas.","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install Reddit-Options-Trader-ROT- || uvx Reddit-Options-Trader-ROT-","author":"Mattbusel","version":"1.0.0","tags":["mcp","real","python","mattbusel","finance"],"source":{"type":"github","url":"https://github.com/Mattbusel/Reddit-Options-Trader-ROT-","note":"Real MCP server. 12 stars. Language: Python. Last push: 2026-04-27T04:35:01Z. 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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-gitlab-ci-mcp.svg","page_url":"https://www.marketnow.site/s/real-gitlab-ci-mcp"},{"id":"mn-real-screenpipe","name":"screenpipe","slug":"real-screenpipe","description":"YC (S26) | AI that knows what you've seen, said, or heard. Records everything you do, say, hear 24/7, local, private, secure. Connect to OpenClaw, Hermes agent and 100+ apps","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install screenpipe","author":"screenpipe","version":"1.0.0","tags":["mcp","real","rust","screenpipe","agents"],"source":{"type":"github","url":"https://github.com/screenpipe/screenpipe","note":"Real MCP server. 19655 stars. Language: Rust. Last push: 2026-07-05T18:02:05Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":90,"badge_url":"https://www.marketnow.site/api/badge/real-screenpipe.svg","page_url":"https://www.marketnow.site/s/real-screenpipe"},{"id":"mn-real-rocketrideserver","name":"rocketride-server","slug":"real-rocketride-server","description":"High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes. Build, debug, and scale LLM workflows with 13+ model providers, 8+ vector databases, and agent orchestration, all f","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install rocketride-server || uvx rocketride-server","author":"rocketride-org","version":"1.0.0","tags":["mcp","real","python","rocketride-org","ai"],"source":{"type":"github","url":"https://github.com/rocketride-org/rocketride-server","note":"Real MCP server. 4928 stars. Language: Python. Last push: 2026-07-05T20:14:22Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-rocketride-server.svg","page_url":"https://www.marketnow.site/s/real-rocketride-server"},{"id":"mn-real-unstract","name":"unstract","slug":"real-unstract","description":"LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install unstract || uvx unstract","author":"Zipstack","version":"1.0.0","tags":["mcp","real","python","zipstack","ai-agents"],"source":{"type":"github","url":"https://github.com/Zipstack/unstract","note":"Real MCP server. 6689 stars. Language: Python. Last push: 2026-07-05T18:32:11Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-unstract.svg","page_url":"https://www.marketnow.site/s/real-unstract"},{"id":"mn-real-memvid","name":"memvid","slug":"real-memvid-2","description":"Memory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give your agents instant retrieval and long-term memory.","category":"Data","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install memvid","author":"memvid","version":"1.0.0","tags":["mcp","real","rust","memvid","ai"],"source":{"type":"github","url":"https://github.com/memvid/memvid","note":"Real MCP server. 15731 stars. Language: Rust. 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Language: PowerShell."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-taskflow.svg","page_url":"https://www.marketnow.site/s/real-taskflow"},{"id":"mn-real-raginabox","name":"RAG-In-A-Box","slug":"real-rag-in-a-box","description":"RAG pipeline for documents (Markdown, PDF, images). 10-step hybrid search, LLM enrichment, taxonomy, MCP server. Cloud or local.","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install RAG-In-A-Box","author":"DevNexsler","version":"1.0.0","tags":["mcp","real","python","devnexsler"],"source":{"type":"github","url":"https://github.com/DevNexsler/RAG-In-A-Box","note":"Real MCP server. 4 stars. Language: Python."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-rag-in-a-box.svg","page_url":"https://www.marketnow.site/s/real-rag-in-a-box"},{"id":"mn-real-omegatoolsmcp","name":"omega-tools-mcp","slug":"real-omega-tools-mcp","description":"A production-grade Model Context Protocol (MCP) server engineered for LLM agents. Features highly modular, XML-isolated toolkit pipelines that eliminate formatting bias across custom data lookups and ","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install omega-tools-mcp","author":"ranapratapmajee","version":"1.0.0","tags":["mcp","real","python","ranapratapmajee"],"source":{"type":"github","url":"https://github.com/ranapratapmajee/omega-tools-mcp","note":"Real MCP server. 0 stars. Language: Python."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-omega-tools-mcp.svg","page_url":"https://www.marketnow.site/s/real-omega-tools-mcp"},{"id":"mn-real-aiagentpipeline","name":"ai-agent-pipeline","slug":"real-ai-agent-pipeline","description":"🐙 AI Agent Pipeline routes queries by intent to docs, weather, or chat, with LangGraph, ChromaDB, and LangSmith for modular, observable workflows across CLI and UI.","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install ai-agent-pipeline","author":"salems-3Dpov","version":"1.0.0","tags":["mcp","real","python","salems-3dpov"],"source":{"type":"github","url":"https://github.com/salems-3Dpov/ai-agent-pipeline","note":"Real MCP server. 1 stars. Language: Python."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-ai-agent-pipeline.svg","page_url":"https://www.marketnow.site/s/real-ai-agent-pipeline"},{"id":"mn-real-ideaanvil","name":"idea-anvil","slug":"real-idea-anvil","description":"Best AI Coding Agent Pipeline Builder 2026 – Plan-Forge Drift-Proof Execution Contracts","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/DaniiN2/idea-anvil","author":"DaniiN2","version":"1.0.0","tags":["mcp","real","html","daniin2"],"source":{"type":"github","url":"https://github.com/DaniiN2/idea-anvil","note":"Real MCP server. 0 stars. Language: HTML."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-idea-anvil.svg","page_url":"https://www.marketnow.site/s/real-idea-anvil"},{"id":"mn-real-lychee","name":"lychee","slug":"real-lychee","description":"Orchestrate local LLMs with Ollama using multi-model pipelines, structured outputs, memory management, and load balancing.","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y lychee","author":"hermionenoncyclical848","version":"1.0.0","tags":["mcp","real","unknown","hermionenoncyclical848"],"source":{"type":"github","url":"https://github.com/hermionenoncyclical848/lychee","note":"Real MCP server. 0 stars. Language: Unknown."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-lychee.svg","page_url":"https://www.marketnow.site/s/real-lychee"},{"id":"mn-real-yanaai","name":"Yana-AI","slug":"real-yana-ai","description":" Personal Agent OS for Claude Code — 46 hooks, 1980 skills, 101 agents. Blocks rm -rf, prompt injection, pipe-to-shell at runtime. Apache 2.0.","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install Yana-AI","author":"yanacuti1121","version":"1.0.0","tags":["mcp","real","python","yanacuti1121"],"source":{"type":"github","url":"https://github.com/yanacuti1121/Yana-AI","note":"Real MCP server. 1 stars. Language: Python."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-yana-ai.svg","page_url":"https://www.marketnow.site/s/real-yana-ai"},{"id":"mn-real-jmagaraxon","name":"axon","slug":"real-axon-2","description":"Self-hosted web crawling and RAG pipeline with MCP tooling for scrape, crawl, ingest, embed, query, and ask workflows.","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y axon","author":"jmagar","version":"1.0.0","tags":["mcp","real","rust","jmagar"],"source":{"type":"github","url":"https://github.com/jmagar/axon","note":"Real MCP server. 2 stars. Language: Rust."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-axon-2.svg","page_url":"https://www.marketnow.site/s/real-axon-2"},{"id":"mn-real-azuredevopsmcpserver","name":"azure-devops-mcp-server","slug":"real-azure-devops-mcp-server","description":"Exposes Azure DevOps functionality via MCP: Boards, Repos, Pipelines, Artifacts, Test Plans, and Wiki tools for AI agents.","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y azure-devops-mcp-server","author":"Jordiag","version":"1.0.0","tags":["mcp","real","c#","jordiag"],"source":{"type":"github","url":"https://github.com/Jordiag/azure-devops-mcp-server","note":"Real MCP server. 14 stars. Language: C#."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-azure-devops-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-azure-devops-mcp-server"},{"id":"mn-real-browsermcpdemo","name":"browser-mcp-demo","slug":"real-browser-mcp-demo","description":"A Browser MCP Agent service that fetches various resources（XHS notes,Yelp Posts） with a NL query and a Human-in-the-loop pipeline for safety.","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/Hanny658/browser-mcp-demo","author":"Hanny658","version":"1.0.0","tags":["mcp","real","typescript","hanny658"],"source":{"type":"github","url":"https://github.com/Hanny658/browser-mcp-demo","note":"Real MCP server. 0 stars. Language: TypeScript."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-browser-mcp-demo.svg","page_url":"https://www.marketnow.site/s/real-browser-mcp-demo"},{"id":"mn-real-serhatsoaidrivenmult","name":"ai-driven-multimodal-analytics","slug":"real-ai-driven-multimodal-analytics-2","description":"Enterprise-grade Multimodal AI Gateway leveraging FastAPI, OpenAI (GPT-4o, Whisper, TTS), and MCP Server architecture. Featuring asynchronous task processing, Redis caching, and real-time AI/ML pipeli","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install ai-driven-multimodal-analytics","author":"serhatsoysal","version":"1.0.0","tags":["mcp","real","python","serhatsoysal"],"source":{"type":"github","url":"https://github.com/serhatsoysal/ai-driven-multimodal-analytics","note":"Real MCP server. 1 stars. Language: Python."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-ai-driven-multimodal-analytics-2.svg","page_url":"https://www.marketnow.site/s/real-ai-driven-multimodal-analytics-2"},{"id":"mn-real-mcparcgislinncounty","name":"mcp-arcgis-linncounty","slug":"real-mcp-arcgis-linncounty","description":"Linn County GIS — Linn County, Iowa open geospatial data (ArcGIS).","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/pipeworx-io/mcp-arcgis-linncounty","author":"pipeworx-io","version":"1.0.0","tags":["mcp","real","typescript","pipeworx-io"],"source":{"type":"github","url":"https://github.com/pipeworx-io/mcp-arcgis-linncounty","note":"Real MCP server. 0 stars. 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