{"page":1,"limit":100,"total":307,"total_catalog":67759,"catalog_meta":{"core_certified":58629,"community_indexed":9130,"aggregate_tracked":64349,"total_all":132108,"tiers_doc":"core = evidence-gated (adoption/verification/age) | community = indexed with weak signal, trust<=55 | aggregate = tracking-only inventory (see /api/community)"},"total_pages":4,"has_next":true,"has_prev":false,"sources":{"github":12148,"npm-registry":24788,"pypi":14311,"smithery":6195,"official-registry":9076,"crates":750,"docker":491},"skills":[{"id":"mn-gen-00324","name":"AgentChat","slug":"real-agentchat","description":"AgentChat 是一个基于 LLM 的智能体交流平台，内置默认 Agent 并支持用户自定义 Agent。通过多轮对话和任务协作，Agent 可以理解并协助完成复杂任务。项目集成 LangChain、Function Call、MCP 协议、RAG、Memory、HITL、Skill、Milvus 和 ElasticSearch 等技术，实现高效的知识检索与工具调用，使用 FastAPI 构建","category":"Data","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/Shy2593666979/AgentChat","author":"Shy2593666979","version":"1.0.0","tags":["mcp","real","python","shy2593666979","agent"],"source":{"type":"github","url":"https://github.com/Shy2593666979/AgentChat","note":"Real MCP server. 794 stars. Language: Python. Last push: 2026-04-15T00:18:16Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-agentchat.svg","page_url":"https://www.marketnow.site/s/real-agentchat"},{"id":"mn-awmcp-tap","name":"tap","slug":"awmcp-tap","description":"MCP server from LeonTing1010/tap. Imported from awesome-mcp-servers community list.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y tap","author":"LeonTing1010","version":"1.0.0","tags":["mcp","awesome-mcp","community"],"source":{"type":"github","url":"https://github.com/LeonTing1010/tap","note":"Imported from awesome-mcp-servers. 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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-jitapi.svg","page_url":"https://www.marketnow.site/s/real-jitapi"},{"id":"mn-real-qaprobe","name":"qa-probe","slug":"real-qa-probe","description":"Local QA agent — maps frontend routes to backend APIs, probes every endpoint live, scores pages 0–100, and explains why data is missing. Built for LightShield SIEM. Works with any FastAPI / Express / ","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"npx -y qa-probe","author":"LS-SIEM-LLP","version":"1.0.0","tags":["mcp","real","javascript","ls-siem-llp","ai-agents"],"source":{"type":"github","url":"https://github.com/LS-SIEM-LLP/qa-probe","note":"Real MCP server. 2 stars. Language: JavaScript. Last push: 2026-06-25T08:01:52Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-qa-probe.svg","page_url":"https://www.marketnow.site/s/real-qa-probe"},{"id":"mn-real-memex","name":"memex","slug":"real-memex","description":"Production-grade persistent memory service for AI agents — FastAPI + pgvector + local ONNX embeddings","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install memex || uvx memex","author":"ayushagrawal288","version":"1.0.0","tags":["mcp","real","python","ayushagrawal288","ai-agents"],"source":{"type":"github","url":"https://github.com/ayushagrawal288/memex","note":"Real MCP server. 1 stars. Language: Python. Last push: 2026-06-04T10:20:46Z. 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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-stape-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-stape-mcp-server"},{"id":"mn-real-sentrymcprs","name":"sentry-mcp-rs","slug":"real-sentry-mcp-rs","description":"Fast and minimal Sentry MCP server written in Rust","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install sentry-mcp-rs","author":"utapyngo","version":"1.0.0","tags":["mcp","real","rust","utapyngo","mcp"],"source":{"type":"github","url":"https://github.com/utapyngo/sentry-mcp-rs","note":"Real MCP server. 9 stars. Language: Rust. Last push: 2026-03-22T11:29:37Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-sentry-mcp-rs.svg","page_url":"https://www.marketnow.site/s/real-sentry-mcp-rs"},{"id":"mn-real-contrastapi","name":"contrastapi","slug":"real-contrastapi","description":"MCP server with 55 security intelligence tools — CVE/KEV, MITRE ATLAS+D3FEND, Sigma detection rules, email security posture (SPF/DMARC), domain & web intel, threat intel.","category":"Security","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install contrastapi || uvx contrastapi","author":"UPinar","version":"1.0.0","tags":["mcp","real","python","upinar","ai-agents"],"source":{"type":"github","url":"https://github.com/UPinar/contrastapi","note":"Real MCP server. 31 stars. Language: Python. Last push: 2026-07-06T02:07:42Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-contrastapi.svg","page_url":"https://www.marketnow.site/s/real-contrastapi"},{"id":"mn-real-tiktapdownmcp","name":"tiktapdown-mcp","slug":"real-tiktapdown-mcp","description":"MCP server from farukkolip/tiktapdown-mcp","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y tiktapdown-mcp","author":"farukkolip","version":"1.0.0","tags":["mcp","real","javascript","farukkolip","anthropic"],"source":{"type":"github","url":"https://github.com/farukkolip/tiktapdown-mcp","note":"Real MCP server. 1 stars. Language: JavaScript. Last push: 2026-06-25T14:15:03Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-tiktapdown-mcp.svg","page_url":"https://www.marketnow.site/s/real-tiktapdown-mcp"},{"id":"mn-real-asktianmcp","name":"asktian-mcp","slug":"real-asktian-mcp","description":"MCP server for askTIAN — Chinese metaphysics (bazi, qimen, 5-element, daily energy) as decision-support tools for AI agents. npm: @asktian/mcp-server","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/douglasgan/asktian-mcp","author":"douglasgan","version":"1.0.0","tags":["mcp","real","typescript","douglasgan","ai-agents"],"source":{"type":"github","url":"https://github.com/douglasgan/asktian-mcp","note":"Real MCP server. 1 stars. Language: TypeScript. Last push: 2026-06-20T09:43:17Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-asktian-mcp.svg","page_url":"https://www.marketnow.site/s/real-asktian-mcp"},{"id":"mn-real-mcpremotecallpingpon","name":"mcp-remote-call-ping-pong","slug":"real-mcp-remote-call-ping-pong","description":"🏓 An experimental and educational script for Ping-pong server demonstrating remote MCP (Model Context Protocol) calls","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/kimtth/mcp-remote-call-ping-pong","author":"kimtth","version":"1.0.0","tags":["mcp","real","html","kimtth","fastapi"],"source":{"type":"github","url":"https://github.com/kimtth/mcp-remote-call-ping-pong","note":"Real MCP server. 2 stars. Language: HTML. Last push: 2025-04-08T07:46:39Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":58,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-remote-call-ping-pong.svg","page_url":"https://www.marketnow.site/s/real-mcp-remote-call-ping-pong"},{"id":"mn-real-fastapimcp","name":"fastapi_mcp","slug":"real-fastapi-mcp","description":"Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!","category":"Security","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install fastapi_mcp || uvx fastapi_mcp","author":"tadata-org","version":"1.0.0","tags":["mcp","real","python","tadata-org","ai"],"source":{"type":"github","url":"https://github.com/tadata-org/fastapi_mcp","note":"Real MCP server. 11937 stars. Language: Python. Last push: 2025-11-24T14:51:54Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":87,"badge_url":"https://www.marketnow.site/api/badge/real-fastapi-mcp.svg","page_url":"https://www.marketnow.site/s/real-fastapi-mcp"},{"id":"mn-real-minerutianshu","name":"mineru-tianshu","slug":"real-mineru-tianshu","description":"天枢 - 企业级 AI 一站式数据预处理平台 | PDF/Office转Markdown | 支持MCP协议AI助手集成 | Vue3+FastAPI全栈方案 | 文档解析 | 多模态信息提取","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install mineru-tianshu || uvx mineru-tianshu","author":"magicyuan876","version":"1.0.0","tags":["mcp","real","python","magicyuan876","deepseek-ocr"],"source":{"type":"github","url":"https://github.com/magicyuan876/mineru-tianshu","note":"Real MCP server. 703 stars. Language: Python. Last push: 2026-04-13T01:29:01Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-mineru-tianshu.svg","page_url":"https://www.marketnow.site/s/real-mineru-tianshu"},{"id":"mn-real-tapo","name":"tapo","slug":"real-tapo","description":"🦀 Rust API, 🐍 Python API, and 🤖 MCP Server for TP-Link Tapo smart devices","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install tapo","author":"mihai-dinculescu","version":"1.0.0","tags":["mcp","real","rust","mihai-dinculescu","iot"],"source":{"type":"github","url":"https://github.com/mihai-dinculescu/tapo","note":"Real MCP server. 768 stars. Language: Rust. Last push: 2026-06-25T12:32:45Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-tapo.svg","page_url":"https://www.marketnow.site/s/real-tapo"},{"id":"mn-real-mcpsqlalchemyserver","name":"mcp-sqlalchemy-server","slug":"real-mcp-sqlalchemy-server","description":"A simple MCP ODBC server using FastAPI, ODBC and SQLAlchemy.","category":"Data","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install mcp-sqlalchemy-server || uvx mcp-sqlalchemy-server","author":"OpenLinkSoftware","version":"1.0.0","tags":["mcp","real","python","openlinksoftware"],"source":{"type":"github","url":"https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server","note":"Real MCP server. 24 stars. Language: Python. Last push: 2025-05-23T16:12:57Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-sqlalchemy-server.svg","page_url":"https://www.marketnow.site/s/real-mcp-sqlalchemy-server"},{"id":"mn-real-openapi","name":"openapi","slug":"real-openapi","description":"Longport OpenAPI SDK Base.","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install openapi","author":"longportapp","version":"1.0.0","tags":["mcp","real","rust","longportapp"],"source":{"type":"github","url":"https://github.com/longportapp/openapi","note":"Real MCP server. 2 stars. Language: Rust. Last push: 2026-07-01T09:27:50Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-openapi.svg","page_url":"https://www.marketnow.site/s/real-openapi"},{"id":"mn-real-salaahmcp","name":"salaah-mcp","slug":"real-salaah-mcp","description":"A FastAPI and MCP service providing Islamic prayer times calculations ","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install salaah-mcp || uvx salaah-mcp","author":"yusufk","version":"1.0.0","tags":["mcp","real","python","yusufk","mcp-server"],"source":{"type":"github","url":"https://github.com/yusufk/salaah-mcp","note":"Real MCP server. 3 stars. Language: Python. Last push: 2025-06-04T16:42:16Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-salaah-mcp.svg","page_url":"https://www.marketnow.site/s/real-salaah-mcp"},{"id":"mn-real-mirroirmcp","name":"mirroir-mcp","slug":"real-mirroir-mcp","description":"MCP server for controlling a real iPhone via macOS iPhone Mirroring...and any MacOs app. Screenshot, tap, swipe, type — from any MCP client.","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mirroir-mcp","author":"jfarcand","version":"1.0.0","tags":["mcp","real","swift","jfarcand"],"source":{"type":"github","url":"https://github.com/jfarcand/mirroir-mcp","note":"Real MCP server. 130 stars."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-mirroir-mcp.svg","page_url":"https://www.marketnow.site/s/real-mirroir-mcp"},{"id":"mn-real-apitap","name":"apitap","slug":"real-apitap","description":"CLI, MCP server, and npm library that turns any website into an API — no docs, no SDK, no browser.","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y apitap","author":"n1byn1kt","version":"1.0.0","tags":["mcp","real","typescript","n1byn1kt"],"source":{"type":"github","url":"https://github.com/n1byn1kt/apitap","note":"Real MCP server. 90 stars."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-apitap.svg","page_url":"https://www.marketnow.site/s/real-apitap"},{"id":"mn-real-templatemcpserver","name":"template-mcp-server","slug":"real-template-mcp-server","description":"Production-ready Python template for building MCP servers with FastMCP, FastAPI, OAuth, and OpenShift deployment.","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install template-mcp-server","author":"redhat-data-and-ai","version":"1.0.0","tags":["mcp","real","python","redhat-data-and-ai"],"source":{"type":"github","url":"https://github.com/redhat-data-and-ai/template-mcp-server","note":"Real MCP server. 64 stars."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-template-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-template-mcp-server"},{"id":"mn-real-metasearchmcp","name":"MetaSearchMCP","slug":"real-metasearchmcp","description":"Open-source metasearch backend, MCP server, and AI search API for LLM agents. 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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.svg","page_url":"https://www.marketnow.site/s/real-ai-driven-multimodal-analytics"},{"id":"mn-real-mytasklymcp","name":"MyTaskly-mcp","slug":"real-mytaskly-mcp","description":"🔐 Build secure applications with the MyTaskly MCP server, featuring OAuth 2.1 JWT authentication and seamless FastAPI integration for efficient user management.","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install MyTaskly-mcp","author":"zaka265-star","version":"1.0.0","tags":["mcp","real","python","zaka265-star"],"source":{"type":"github","url":"https://github.com/zaka265-star/MyTaskly-mcp","note":"Real MCP server. 0 stars. 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Language: Python."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-ollama-local.svg","page_url":"https://www.marketnow.site/s/real-mcp-ollama-local"},{"id":"mn-real-mcpcloudtools","name":"mcpcloudtools","slug":"real-mcpcloudtools","description":"Dynamically generate and test MCP tools in real time from cURL inputs using a simple FastAPI Web Application.","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install mcpcloudtools","author":"risabhmishra","version":"1.0.0","tags":["mcp","real","python","risabhmishra"],"source":{"type":"github","url":"https://github.com/risabhmishra/mcpcloudtools","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-mcpcloudtools.svg","page_url":"https://www.marketnow.site/s/real-mcpcloudtools"},{"id":"mn-real-carrepair","name":"car_repair","slug":"real-car-repair","description":"A production-ready FastAPI application demonstrating enterprise-grade integration between business applications and Large Language Models using the Model Context Protocol (MCP).","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install car_repair","author":"giffeler","version":"1.0.0","tags":["mcp","real","python","giffeler"],"source":{"type":"github","url":"https://github.com/giffeler/car_repair","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-car-repair.svg","page_url":"https://www.marketnow.site/s/real-car-repair"},{"id":"mn-real-financialdata","name":"financial-data","slug":"real-financial-data","description":"A FastAPI-based financial data service that provides comprehensive stock market information through RESTful APIs and MCP.","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install financial-data","author":"aostock","version":"1.0.0","tags":["mcp","real","python","aostock"],"source":{"type":"github","url":"https://github.com/aostock/financial-data","note":"Real MCP server. 2 stars. Language: Python."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-financial-data.svg","page_url":"https://www.marketnow.site/s/real-financial-data"},{"id":"mn-real-frontappmcpserver","name":"frontapp-mcp-server","slug":"real-frontapp-mcp-server","description":"MCP Server for Front App","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/iktakahiro/frontapp-mcp-server","author":"iktakahiro","version":"1.0.0","tags":["mcp","real","typescript","iktakahiro"],"source":{"type":"github","url":"https://github.com/iktakahiro/frontapp-mcp-server","note":"Real MCP server. 1 stars. Language: TypeScript."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-frontapp-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-frontapp-mcp-server"},{"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-mcptarot","name":"mcp-tarot","slug":"real-mcp-tarot","description":"MCP server for tarot card readings and search via tarotapi.dev","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-tarot","author":"pipeworx-io","version":"1.0.0","tags":["mcp","real","typescript","pipeworx-io"],"source":{"type":"github","url":"https://github.com/pipeworx-io/mcp-tarot","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-mcp-tarot.svg","page_url":"https://www.marketnow.site/s/real-mcp-tarot"},{"id":"mn-real-homebrewtap","name":"homebrew-tap","slug":"real-homebrew-tap","description":"EveryAPI CLI / MCP server Homebrew tap (brew tap everyapi-ai/tap)","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/everyapi-ai/homebrew-tap","author":"everyapi-ai","version":"1.0.0","tags":["mcp","real","ruby","everyapi-ai"],"source":{"type":"github","url":"https://github.com/everyapi-ai/homebrew-tap","note":"Real MCP server. 0 stars. Language: Ruby."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":54,"badge_url":"https://www.marketnow.site/api/badge/real-homebrew-tap.svg","page_url":"https://www.marketnow.site/s/real-homebrew-tap"},{"id":"mn-real-oraclememory","name":"Oracle-memory","slug":"real-oracle-memory","description":"File-backed MCP memory server for AI agents. BM25 + vector search + entity graph + auto-consolidation. No database needed.","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/JonusNattapong/Oracle-memory","author":"JonusNattapong","version":"1.0.0","tags":["mcp","real","typescript","jonusnattapong"],"source":{"type":"github","url":"https://github.com/JonusNattapong/Oracle-memory","note":"Real MCP server. 0 stars. Language: TypeScript."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":54,"badge_url":"https://www.marketnow.site/api/badge/real-oracle-memory.svg","page_url":"https://www.marketnow.site/s/real-oracle-memory"},{"id":"mn-real-ollamamcpoadapter","name":"ollama-mcpo-adapter","slug":"real-ollama-mcpo-adapter","description":"Adapter to expose MCPO, the MCP-to-OpenAPI proxy server, tools in Ollama-compatible format","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install ollama-mcpo-adapter","author":"tappi287","version":"1.0.0","tags":["mcp","real","python","tappi287"],"source":{"type":"github","url":"https://github.com/tappi287/ollama-mcpo-adapter","note":"Real MCP server. 4 stars. 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