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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-platform.svg","page_url":"https://www.marketnow.site/s/real-platform"},{"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. 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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-agentset.svg","page_url":"https://www.marketnow.site/s/real-agentset"},{"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. Language: Python. Last push: 2025-12-05T11:39:38Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":71,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-server-code-execution-mode.svg","page_url":"https://www.marketnow.site/s/real-mcp-server-code-execution-mode"},{"id":"mn-res-07667","name":"google-analytics-mcp","slug":"real-google-analytics-mcp","description":"Google Analytics 4 data to AI agents, agentic workflows, and MCP clients. Give agents analysis-ready access to website traffic, user behavior, and performance data with schema discovery, server-side a","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install google-analytics-mcp || uvx google-analytics-mcp","author":"surendranb","version":"1.0.0","tags":["mcp","real","python","surendranb","ai-agent"],"source":{"type":"github","url":"https://github.com/surendranb/google-analytics-mcp","note":"Real MCP server. 224 stars. Language: Python. Last push: 2026-07-04T16:17:09Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-google-analytics-mcp.svg","page_url":"https://www.marketnow.site/s/real-google-analytics-mcp"},{"id":"mn-gen-11102","name":"mcp-redis","slug":"real-mcp-redis","description":"The official Redis MCP Server is a natural language interface designed for agentic applications to manage and search data in Redis efficiently","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/redis/mcp-redis","author":"redis","version":"1.0.0","tags":["mcp","real","python","redis","database"],"source":{"type":"github","url":"https://github.com/redis/mcp-redis","note":"Real MCP server. 539 stars. Language: Python. Last push: 2026-06-22T11:06:06Z. 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-redis.svg","page_url":"https://www.marketnow.site/s/real-mcp-redis"},{"id":"mn-gen-12713","name":"agenticpay","slug":"real-agenticpay","description":"MCP-native pay-per-tool-call micropayments for AI agents (Solana + USDC + x402)","category":"Finance","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/krystiangw/agenticpay","author":"krystiangw","version":"1.0.0","tags":["mcp","real","typescript","krystiangw","agentic-payments"],"source":{"type":"github","url":"https://github.com/krystiangw/agenticpay","note":"Real MCP server. 3 stars. Language: TypeScript. Last push: 2026-07-03T09:31:11Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-agenticpay.svg","page_url":"https://www.marketnow.site/s/real-agenticpay"},{"id":"mn-gen-13146","name":"vibe-check-mcp-server","slug":"real-vibe-check-mcp-server","description":"Vibe Check is a tool that provides mentor-like feedback to AI Agents, preventing tunnel-vision, over-engineering and reasoning lock-in for complex and long-horizon agent workflows. KISS your over-eage","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/PV-Bhat/vibe-check-mcp-server","author":"PV-Bhat","version":"1.0.0","tags":["mcp","real","typescript","pv-bhat","agentic-ai"],"source":{"type":"github","url":"https://github.com/PV-Bhat/vibe-check-mcp-server","note":"Real MCP server. 496 stars. Language: TypeScript. Last push: 2026-06-12T19:27:11Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-vibe-check-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-vibe-check-mcp-server"},{"id":"mn-awmcp-agoragenticintegrati","name":"agoragentic-integrations","slug":"awmcp-agoragentic-integrations","description":"MCP server from rhein1/agoragentic-integrations. Imported from awesome-mcp-servers community list.","category":"Developer Tools","price":0,"free":true,"sentinel_score":6,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/rhein1/agoragentic-integrations","author":"rhein1","version":"1.0.0","tags":["mcp","awesome-mcp","community"],"source":{"type":"github","url":"https://github.com/rhein1/agoragentic-integrations","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-five-mcp.svg","page_url":"https://www.marketnow.site/s/real-five-mcp"},{"id":"mn-real-mcpcockroachdb","name":"mcp-cockroachdb","slug":"real-mcp-cockroachdb","description":"The CockroachDB MCP Server is a natural language interface designed for agentic applications to manage, monitor and query data in CockroachDB.","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install mcp-cockroachdb || uvx mcp-cockroachdb","author":"amineelkouhen","version":"1.0.0","tags":["mcp","real","python","amineelkouhen","cockroachdb"],"source":{"type":"github","url":"https://github.com/amineelkouhen/mcp-cockroachdb","note":"Real MCP server. 11 stars. Language: Python. Last push: 2026-06-15T16:47:14Z. 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-cockroachdb.svg","page_url":"https://www.marketnow.site/s/real-mcp-cockroachdb"},{"id":"mn-real-pgmnemosynemcp","name":"pg-mnemosyne-mcp","slug":"real-pg-mnemosyne-mcp","description":"🧠 A high-performance PostgreSQL-backed MCP server acting as a super memory, task tracker, and dynamic database manager for AI agents. Features built-in connection pooling, a professional tasks schema","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install pg-mnemosyne-mcp || uvx pg-mnemosyne-mcp","author":"Janadasroor","version":"1.0.0","tags":["mcp","real","python","janadasroor","agentic-ai"],"source":{"type":"github","url":"https://github.com/Janadasroor/pg-mnemosyne-mcp","note":"Real MCP server. 1 stars. Language: Python. Last push: 2026-05-26T02:57:19Z. 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-managedagentcontrolm","name":"managed-agent-control-mcp","slug":"real-managed-agent-control-mcp","description":"Start, observe, and interact with Claude Managed Agents from any MCP client (Claude.ai, Claude Code, …). Pluggable auth (bearer/OIDC/Cognito); runs on stdio, Docker, or AWS Lambda.","category":"Security","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install managed-agent-control-mcp || uvx managed-agent-control-mcp","author":"modus-agendi","version":"1.0.0","tags":["mcp","real","python","modus-agendi","agentic"],"source":{"type":"github","url":"https://github.com/modus-agendi/managed-agent-control-mcp","note":"Real MCP server. 1 stars. Language: Python. Last push: 2026-06-29T09:55:49Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-managed-agent-control-mcp.svg","page_url":"https://www.marketnow.site/s/real-managed-agent-control-mcp"},{"id":"mn-real-axint","name":"axint","slug":"real-axint","description":"Apple-native execution layer for AI coding agents: compile, validate, repair, and prove Swift surfaces.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/agenticempire/axint","author":"agenticempire","version":"1.0.0","tags":["mcp","real","typescript","agenticempire","ai-agents"],"source":{"type":"github","url":"https://github.com/agenticempire/axint","note":"Real MCP server. 11 stars. Language: TypeScript. Last push: 2026-06-29T13:35:09Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-axint.svg","page_url":"https://www.marketnow.site/s/real-axint"},{"id":"mn-real-ontomics","name":"ontomics","slug":"real-ontomics","description":"Extract domain knowledge from codebases to reduce LLM token consumption by 20x and time in agentic search by 10x — gathers and makes concepts, naming conventions, and vocabulary queryable via MCP.","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install ontomics","author":"EtienneChollet","version":"1.0.0","tags":["mcp","real","rust","etiennechollet","agentic-coding"],"source":{"type":"github","url":"https://github.com/EtienneChollet/ontomics","note":"Real MCP server. 39 stars. Language: Rust. Last push: 2026-04-17T01:21:28Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-ontomics.svg","page_url":"https://www.marketnow.site/s/real-ontomics"},{"id":"mn-real-mcppointer","name":"mcp-pointer","slug":"real-mcp-pointer","description":"MCP tool: let you point at DOM elements for your favorite agentic coding tool. Let AI see what you see.","category":"Browser Automation","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/etsd-tech/mcp-pointer","author":"etsd-tech","version":"1.0.0","tags":["mcp","real","typescript","etsd-tech","agentic-coding"],"source":{"type":"github","url":"https://github.com/etsd-tech/mcp-pointer","note":"Real MCP server. 587 stars. Language: TypeScript. Last push: 2025-11-12T15:12:43Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":76,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-pointer.svg","page_url":"https://www.marketnow.site/s/real-mcp-pointer"},{"id":"mn-real-lightcms","name":"lightcms","slug":"real-lightcms","description":"Self-hosted CMS that works human or headless: full admin UI plus REST and MCP APIs, built-in semantic search and site chat, and content forking, versioning, diff/merge review, templates, approvals, an","category":"Search","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/jonradoff/lightcms","author":"jonradoff","version":"1.0.0","tags":["mcp","real","go","jonradoff","agentic-workflow"],"source":{"type":"github","url":"https://github.com/jonradoff/lightcms","note":"Real MCP server. 22 stars. Language: Go. Last push: 2026-07-04T21:38:52Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-lightcms.svg","page_url":"https://www.marketnow.site/s/real-lightcms"},{"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-scriptflowmcp","name":"scriptflow-mcp","slug":"real-scriptflow-mcp","description":"  Script workflow management via MCP. Converts AI workflows to persistent scripts, reducing tokens & delays while minimizing hallucination risks.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y scriptflow-mcp","author":"yanmxa","version":"1.0.0","tags":["mcp","real","typescript","yanmxa","agentic-workflows"],"source":{"type":"github","url":"https://github.com/yanmxa/scriptflow-mcp","note":"Real MCP server. 9 stars. Language: TypeScript. Last push: 2025-08-06T03:38:10Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":58,"badge_url":"https://www.marketnow.site/api/badge/real-scriptflow-mcp.svg","page_url":"https://www.marketnow.site/s/real-scriptflow-mcp"},{"id":"mn-real-patchistrymcpserver","name":"patchistry-mcp-server","slug":"real-patchistry-mcp-server","description":"Patchistry MCP server — AI agent commerce tools (list canvases, list patches, recommend builds, shipping, contact). Built with Model Context Protocol SDK. Deployable to Vercel free tier.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y patchistry-mcp-server","author":"patchistry","version":"1.0.0","tags":["mcp","real","javascript","patchistry","agentic-commerce"],"source":{"type":"github","url":"https://github.com/patchistry/patchistry-mcp-server","note":"Real MCP server. 1 stars. Language: JavaScript. Last push: 2026-06-15T20:05:23Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-patchistry-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-patchistry-mcp-server"},{"id":"mn-real-mcp-x22","name":"mcp","slug":"real-mcp-22","description":"Front door for the Token of Esteem MCP server: docs plus a minimal introspection stub. Live server hosted at mcp.tokenofesteem.com.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp","author":"tokenofesteem","version":"1.0.0","tags":["mcp","real","javascript","tokenofesteem","agentic-commerce"],"source":{"type":"github","url":"https://github.com/tokenofesteem/mcp","note":"Real MCP server. 1 stars. Language: JavaScript. Last push: 2026-06-08T17:12:11Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-22.svg","page_url":"https://www.marketnow.site/s/real-mcp-22"},{"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-blocksizeagenticpaym","name":"blocksize-agentic-payments-mcp","slug":"real-blocksize-agentic-payments-mcp","description":"Read-only MCP package for Blocksize agentic payments and x402 market-data discovery","category":"Finance","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install blocksize-agentic-payments-mcp || uvx blocksize-agentic-payments-mcp","author":"jf-cmyk","version":"1.0.0","tags":["mcp","real","python","jf-cmyk","agentic-payments"],"source":{"type":"github","url":"https://github.com/jf-cmyk/blocksize-agentic-payments-mcp","note":"Real MCP server. 1 stars. Language: Python. Last push: 2026-06-17T23:10:42Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-blocksize-agentic-payments-mcp.svg","page_url":"https://www.marketnow.site/s/real-blocksize-agentic-payments-mcp"},{"id":"mn-real-mcpserver-x19","name":"mcp-server","slug":"real-mcp-server-19","description":"The finmap.org MCP server provides comprehensive historical data from the US, UK, Russian and Turkish stock exchanges. Access sectors, tickers, company profiles, market cap, volume, value, and trade c","category":"File System","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp-server","author":"finmap-org","version":"1.0.0","tags":["mcp","real","typescript","finmap-org","agentic"],"source":{"type":"github","url":"https://github.com/finmap-org/mcp-server","note":"Real MCP server. 11 stars. Language: TypeScript. Last push: 2026-07-04T10:10:07Z. 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-server-19.svg","page_url":"https://www.marketnow.site/s/real-mcp-server-19"},{"id":"mn-real-maiatprotocol","name":"maiat-protocol","slug":"real-maiat-protocol","description":"The trust layer for agentic commerce. Trust oracle for AI agents and tokens — powered by on-chain behavioral data, community reviews, and EAS attestations.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/JhiNResH/maiat-protocol","author":"JhiNResH","version":"1.0.0","tags":["mcp","real","typescript","jhinresh"],"source":{"type":"github","url":"https://github.com/JhiNResH/maiat-protocol","note":"Real MCP server. 3 stars. Language: TypeScript. Last push: 2026-06-27T02:17:41Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-maiat-protocol.svg","page_url":"https://www.marketnow.site/s/real-maiat-protocol"},{"id":"mn-real-t2000","name":"t2000","slug":"real-t2000","description":"Agentic finance infrastructure.","category":"Finance","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/mission69b/t2000","author":"mission69b","version":"1.0.0","tags":["mcp","real","typescript","mission69b","agent"],"source":{"type":"github","url":"https://github.com/mission69b/t2000","note":"Real MCP server. 22 stars. Language: TypeScript. Last push: 2026-07-06T02:37:05Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-t2000.svg","page_url":"https://www.marketnow.site/s/real-t2000"},{"id":"mn-real-mcpmifosx","name":"mcp-mifosx","slug":"real-mcp-mifosx","description":"Model Context Protocol - MCP for Mifos X","category":"Finance","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/openMF/mcp-mifosx","author":"openMF","version":"1.0.0","tags":["mcp","real","java","openmf","agentic"],"source":{"type":"github","url":"https://github.com/openMF/mcp-mifosx","note":"Real MCP server. 25 stars. Language: Java. Last push: 2026-07-04T23:47:22Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-mifosx.svg","page_url":"https://www.marketnow.site/s/real-mcp-mifosx"},{"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-memora","name":"memora","slug":"real-memora","description":"Give your AI agents persistent memory.","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install memora || uvx memora","author":"agentic-box","version":"1.0.0","tags":["mcp","real","python","agentic-box","agent-memory"],"source":{"type":"github","url":"https://github.com/agentic-box/memora","note":"Real MCP server. 427 stars. Language: Python. Last push: 2026-07-05T21:02:54Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-memora.svg","page_url":"https://www.marketnow.site/s/real-memora"},{"id":"mn-real-decisionnode","name":"DecisionNode","slug":"real-decisionnode","description":"CLI + Local MCP - A shared structured memory store across Claude Code, Cursor, Windsurf, Antigravity, and every MCP client. Semantically queryable.","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/decisionnode/DecisionNode","author":"decisionnode","version":"1.0.0","tags":["mcp","real","typescript","decisionnode","agentic-workflow"],"source":{"type":"github","url":"https://github.com/decisionnode/DecisionNode","note":"Real MCP server. 54 stars. Language: TypeScript. Last push: 2026-04-15T23:36:33Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-decisionnode.svg","page_url":"https://www.marketnow.site/s/real-decisionnode"},{"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-agentictasksystem","name":"agentic-task-system","slug":"real-agentic-task-system","description":"MCP server + CLI that turns the task manager you already use into persistent agent memory for Claude Code and any MCP client. Hybrid retrieval (RRF), no vector database. Adapters: TickTick, Obsidian, ","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/renezander030/agentic-task-system","author":"renezander030","version":"1.0.0","tags":["mcp","real","javascript","renezander030","agent-context"],"source":{"type":"github","url":"https://github.com/renezander030/agentic-task-system","note":"Real MCP server. 6 stars. Language: JavaScript. Last push: 2026-07-04T09:22:50Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-agentic-task-system.svg","page_url":"https://www.marketnow.site/s/real-agentic-task-system"},{"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-yourmemory","name":"YourMemory","slug":"real-yourmemory","description":"Agentic AI memory with Ebbinghaus forgetting curve decay. +16pp better recall than Mem0 on LoCoMo.","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install YourMemory || uvx YourMemory","author":"sachitrafa","version":"1.0.0","tags":["mcp","real","python","sachitrafa","agent-memory"],"source":{"type":"github","url":"https://github.com/sachitrafa/YourMemory","note":"Real MCP server. 248 stars. Language: Python. Last push: 2026-07-04T23:53:01Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-yourmemory.svg","page_url":"https://www.marketnow.site/s/real-yourmemory"},{"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-deckrunmcp","name":"deckrun-mcp","slug":"real-deckrun-mcp","description":"MCP server for Deckrun — generate presentation PDFs, videos, and audio from Markdown","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install deckrun-mcp || uvx deckrun-mcp","author":"agenticdecks","version":"1.0.0","tags":["mcp","real","python","agenticdecks"],"source":{"type":"github","url":"https://github.com/agenticdecks/deckrun-mcp","note":"Real MCP server. 2 stars. Language: Python. Last push: 2026-04-24T16:18:43Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-deckrun-mcp.svg","page_url":"https://www.marketnow.site/s/real-deckrun-mcp"},{"id":"mn-real-mcpdandan","name":"MCP-Dandan","slug":"real-mcp-dandan","description":"MCP Security Solution for Agentic AI — real-time proxying, behavior analysis, and malicious tool detection","category":"Security","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install MCP-Dandan || uvx MCP-Dandan","author":"82ch","version":"1.0.0","tags":["mcp","real","python","82ch","ai-security"],"source":{"type":"github","url":"https://github.com/82ch/MCP-Dandan","note":"Real MCP server. 64 stars. Language: Python. Last push: 2025-12-14T10:38:24Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":66,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-dandan.svg","page_url":"https://www.marketnow.site/s/real-mcp-dandan"},{"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-wanaku","name":"wanaku","slug":"real-wanaku","description":"Wanaku MCP Router","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/wanaku-ai/wanaku","author":"wanaku-ai","version":"1.0.0","tags":["mcp","real","java","wanaku-ai","agentic"],"source":{"type":"github","url":"https://github.com/wanaku-ai/wanaku","note":"Real MCP server. 127 stars. Language: Java. Last push: 2026-07-03T12:03:16Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-wanaku.svg","page_url":"https://www.marketnow.site/s/real-wanaku"},{"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-mcpuse","name":"mcp-use","slug":"real-mcp-use","description":"The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.","category":"Developer Tools","price":0,"free":true,"sentinel_score":6,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp-use","author":"mcp-use","version":"1.0.0","tags":["mcp","real","typescript","mcp-use","agentic-framework"],"source":{"type":"github","url":"https://github.com/mcp-use/mcp-use","note":"Real MCP server. 10252 stars. Language: TypeScript. Last push: 2026-07-05T18:19:18Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":90,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-use.svg","page_url":"https://www.marketnow.site/s/real-mcp-use"},{"id":"mn-real-dagu","name":"dagu","slug":"real-dagu","description":"Local-first workflow engine with a Web UI for small teams. Define DAGs in a declarative YAML format. Self-contained and no DBMS required. Use any AI agent to manage your DAGs.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/dagucloud/dagu","author":"dagucloud","version":"1.0.0","tags":["mcp","real","go","dagucloud","agentic-workflow"],"source":{"type":"github","url":"https://github.com/dagucloud/dagu","note":"Real MCP server. 3608 stars. Language: Go. Last push: 2026-07-05T12:09:10Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-dagu.svg","page_url":"https://www.marketnow.site/s/real-dagu"},{"id":"mn-real-leanctx","name":"lean-ctx","slug":"real-lean-ctx","description":"Control what your AI can see. LeanCTX (Lean Context) is the context intelligence layer for AI agents — one local Rust binary that decides what they read, remembers what they learn, guards what they to","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install lean-ctx","author":"yvgude","version":"1.0.0","tags":["mcp","real","rust","yvgude","agentic-coding"],"source":{"type":"github","url":"https://github.com/yvgude/lean-ctx","note":"Real MCP server. 3097 stars. Language: Rust. Last push: 2026-07-05T23:00:43Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-lean-ctx.svg","page_url":"https://www.marketnow.site/s/real-lean-ctx"},{"id":"mn-real-carbon","name":"carbon","slug":"real-carbon","description":"Carbon is an open source ERP, MES and QMS for manufacturing. Perfect for complex assembly, contract manufacturing, and configure to order manufacturing.","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y carbon","author":"crbnos","version":"1.0.0","tags":["mcp","real","typescript","crbnos","agentic-platform"],"source":{"type":"github","url":"https://github.com/crbnos/carbon","note":"Real MCP server. 2242 stars. Language: TypeScript. Last push: 2026-07-06T02:45:48Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-carbon.svg","page_url":"https://www.marketnow.site/s/real-carbon"},{"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-capa","name":"capa","slug":"real-capa","description":"One capabilities.yaml wires skills, tools, rules, sub-agents, MCP servers, and plugins into Cursor, Claude Code, Codex, Windsurf, GitHub Copilot, and 30+ other AI coding agents","category":"Version Control","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y capa","author":"infragate","version":"1.0.0","tags":["mcp","real","typescript","infragate","agentic-workflow"],"source":{"type":"github","url":"https://github.com/infragate/capa","note":"Real MCP server. 678 stars. Language: TypeScript. Last push: 2026-07-03T21:34:29Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-capa.svg","page_url":"https://www.marketnow.site/s/real-capa"},{"id":"mn-real-storybloq","name":"storybloq","slug":"real-storybloq","description":"Cross-session context for Claude Code. CLI + MCP server + /story skill that tracks tickets, issues, handovers, and roadmap in a .story/ directory.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/Storybloq/storybloq","author":"Storybloq","version":"1.0.0","tags":["mcp","real","typescript","storybloq","agentic-development"],"source":{"type":"github","url":"https://github.com/Storybloq/storybloq","note":"Real MCP server. 646 stars. Language: TypeScript. Last push: 2026-07-05T20:58:02Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-storybloq.svg","page_url":"https://www.marketnow.site/s/real-storybloq"},{"id":"mn-real-cursortalktofigmamcp","name":"cursor-talk-to-figma-mcp","slug":"real-cursor-talk-to-figma-mcp","description":"TalkToFigma: MCP integration between AI Agent (Cursor, Claude Code, Codex) and Figma, allowing Agentic AI to communicate with Figma for reading designs and modifying them programmatically.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y cursor-talk-to-figma-mcp","author":"grab","version":"1.0.0","tags":["mcp","real","javascript","grab","agent"],"source":{"type":"github","url":"https://github.com/grab/cursor-talk-to-figma-mcp","note":"Real MCP server. 6874 stars. Language: JavaScript. Last push: 2026-04-29T11:05:19Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-cursor-talk-to-figma-mcp.svg","page_url":"https://www.marketnow.site/s/real-cursor-talk-to-figma-mcp"},{"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. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-deepseek-pp.svg","page_url":"https://www.marketnow.site/s/real-deepseek-pp"},{"id":"mn-real-awesomeopenclaw","name":"awesome-openclaw","slug":"real-awesome-openclaw","description":"A curated list of OpenClaw resources, tools, skills, tutorials & articles. OpenClaw (formerly Moltbot / Clawdbot) — open-source self-hosted AI agent for WhatsApp, Telegram, Discord & 50+ integrations.","category":"Communication","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/SamurAIGPT/awesome-openclaw","author":"SamurAIGPT","version":"1.0.0","tags":["mcp","real","unknown","samuraigpt","agentic-ai"],"source":{"type":"github","url":"https://github.com/SamurAIGPT/awesome-openclaw","note":"Real MCP server. 965 stars. Language: Unknown. Last push: 2026-06-16T14:20:43Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-awesome-openclaw.svg","page_url":"https://www.marketnow.site/s/real-awesome-openclaw"},{"id":"mn-real-ospec","name":"ospec","slug":"real-ospec","description":"Spec-driven, agentic workflow framework for AI coding agents. Turn a request into a verifiable goal loop — plan, act, verify — with durable specs and evidence in your repo. Works with Claude Code, Cod","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y ospec","author":"clawplays","version":"1.0.0","tags":["mcp","real","javascript","clawplays","agentic-ai"],"source":{"type":"github","url":"https://github.com/clawplays/ospec","note":"Real MCP server. 559 stars. Language: JavaScript. Last push: 2026-06-25T07:15:12Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-ospec.svg","page_url":"https://www.marketnow.site/s/real-ospec"},{"id":"mn-real-memora-x2","name":"memora","slug":"real-memora-2","description":"Give your AI agents persistent memory.","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install memora || uvx memora","author":"agentic-box","version":"1.0.0","tags":["mcp","real","python","agentic-box","agent-memory"],"source":{"type":"github","url":"https://github.com/agentic-box/memora","note":"Real MCP server. 427 stars. Language: Python. Last push: 2026-07-05T21:02:54Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-memora-2.svg","page_url":"https://www.marketnow.site/s/real-memora-2"},{"id":"mn-real-coworkos","name":"CoWork-OS","slug":"real-cowork-os","description":"Local-first personal agentic OS and everything app for coding, knowledge work, web design, automations, and artifacts.","category":"Communication","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/CoWork-OS/CoWork-OS","author":"CoWork-OS","version":"1.0.0","tags":["mcp","real","typescript","cowork-os","ai-assistants"],"source":{"type":"github","url":"https://github.com/CoWork-OS/CoWork-OS","note":"Real MCP server. 379 stars. Language: TypeScript. Last push: 2026-07-05T06:49:20Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-cowork-os.svg","page_url":"https://www.marketnow.site/s/real-cowork-os"},{"id":"mn-real-orimnemos","name":"Ori-Mnemos","slug":"real-ori-mnemos","description":"Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/aayoawoyemi/Ori-Mnemos","author":"aayoawoyemi","version":"1.0.0","tags":["mcp","real","typescript","aayoawoyemi","agent-memory"],"source":{"type":"github","url":"https://github.com/aayoawoyemi/Ori-Mnemos","note":"Real MCP server. 313 stars. Language: TypeScript. Last push: 2026-06-21T06:05:22Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-ori-mnemos.svg","page_url":"https://www.marketnow.site/s/real-ori-mnemos"},{"id":"mn-real-lavern","name":"lavern","slug":"real-lavern","description":"An agentic law firm. Yours. 67 specialist AI agents that review documents through evidence-backed debate, with mandatory human gates and a 10-pass verification loop. Apache 2.0.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/AnttiHero/lavern","author":"AnttiHero","version":"1.0.0","tags":["mcp","real","typescript","anttihero","agentic-ai"],"source":{"type":"github","url":"https://github.com/AnttiHero/lavern","note":"Real MCP server. 266 stars. Language: TypeScript. Last push: 2026-07-04T20:17:40Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-lavern.svg","page_url":"https://www.marketnow.site/s/real-lavern"},{"id":"mn-real-contextengineeringfo","name":"Context-Engineering-for-Multi-Agent-Systems","slug":"real-context-engineering-for-multi-agent-syst","description":"Save thousands of lines of code by building universal, domain-agnostic Multi-Agent Systems (MAS) through high-level semantic orchestration. This repository provides a production-ready blueprint for th","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/Denis2054/Context-Engineering-for-Multi-Agent-Systems","author":"Denis2054","version":"1.0.0","tags":["mcp","real","jupyter notebook","denis2054","agentic-ai"],"source":{"type":"github","url":"https://github.com/Denis2054/Context-Engineering-for-Multi-Agent-Systems","note":"Real MCP server. 262 stars. Language: Jupyter Notebook. Last push: 2026-06-22T18:44:36Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-context-engineering-for-multi-agent-syst.svg","page_url":"https://www.marketnow.site/s/real-context-engineering-for-multi-agent-syst"},{"id":"mn-real-mcpdevlatam","name":"mcp-dev-latam","slug":"real-mcp-dev-latam","description":"Open-source MCP servers for Latin American commerce — Pix, NF-e, banking, fiscal, logistics, and messaging across Brazil, Mexico, Argentina, Colombia, Chile, and Peru. MIT, on npm.","category":"Finance","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/codespar/mcp-dev-latam","author":"codespar","version":"1.0.0","tags":["mcp","real","javascript","codespar","agentic-commerce"],"source":{"type":"github","url":"https://github.com/codespar/mcp-dev-latam","note":"Real MCP server. 259 stars. Language: JavaScript. Last push: 2026-07-05T05:07:16Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-dev-latam.svg","page_url":"https://www.marketnow.site/s/real-mcp-dev-latam"},{"id":"mn-real-wavefront","name":"wavefront","slug":"real-wavefront","description":"🔥🔥🔥 Enterprise AI middleware, alternative to unifyapps, n8n, lyzr","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install wavefront || uvx wavefront","author":"rootflo","version":"1.0.0","tags":["mcp","real","python","rootflo","agentic-ai"],"source":{"type":"github","url":"https://github.com/rootflo/wavefront","note":"Real MCP server. 200 stars. Language: Python. Last push: 2026-07-05T09:59:50Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-wavefront.svg","page_url":"https://www.marketnow.site/s/real-wavefront"},{"id":"mn-real-mcpguardian-x2","name":"mcp-guardian","slug":"real-mcp-guardian-2","description":"Manage / Proxy / Secure your MCP Servers","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install mcp-guardian","author":"eqtylab","version":"1.0.0","tags":["mcp","real","rust","eqtylab","agentic-ai"],"source":{"type":"github","url":"https://github.com/eqtylab/mcp-guardian","note":"Real MCP server. 200 stars. Language: Rust. Last push: 2025-08-08T01:17:20Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":68,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-guardian-2.svg","page_url":"https://www.marketnow.site/s/real-mcp-guardian-2"},{"id":"mn-real-aura","name":"aura","slug":"real-aura","description":"AURA is an agentic harness that turns an LLM model into a reliable, autonomous service capable of executing real SRE work. AURA provides the guardrails, API servers, state management, authentication, ","category":"AI/ML","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install aura","author":"mezmo","version":"1.0.0","tags":["mcp","real","rust","mezmo","ai-agent-framework"],"source":{"type":"github","url":"https://github.com/mezmo/aura","note":"Real MCP server. 199 stars. Language: Rust. Last push: 2026-07-01T20:42:32Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-aura.svg","page_url":"https://www.marketnow.site/s/real-aura"},{"id":"mn-real-mcpchecklists","name":"MCP-Checklists","slug":"real-mcp-checklists","description":"MCP server from MCP-Manager/MCP-Checklists","category":"Security","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/MCP-Manager/MCP-Checklists","author":"MCP-Manager","version":"1.0.0","tags":["mcp","real","javascript","mcp-manager","agentic-ai"],"source":{"type":"github","url":"https://github.com/MCP-Manager/MCP-Checklists","note":"Real MCP server. 194 stars. Language: JavaScript. Last push: 2025-10-23T15:18:56Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":71,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-checklists.svg","page_url":"https://www.marketnow.site/s/real-mcp-checklists"},{"id":"mn-real-claudecodeultimategu","name":"claude-code-ultimate-guide","slug":"real-claude-code-ultimate-guide","description":"The most comprehensive Claude Code guide: agentic workflows, hooks, skills, MCP servers, quizzes, and production-ready templates. 430K+ lines.","category":"Security","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install claude-code-ultimate-guide || uvx claude-code-ultimate-guide","author":"FlorianBruniaux","version":"1.0.0","tags":["mcp","real","python","florianbruniaux","agentic-coding"],"source":{"type":"github","url":"https://github.com/FlorianBruniaux/claude-code-ultimate-guide","note":"Real MCP server. 5340 stars. Language: Python. Last push: 2026-07-04T15:33:58Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-claude-code-ultimate-guide.svg","page_url":"https://www.marketnow.site/s/real-claude-code-ultimate-guide"},{"id":"mn-real-aci","name":"aci","slug":"real-aci","description":"ACI.dev is the open source tool-calling platform that hooks up 600+ tools into any agentic IDE or custom AI agent through direct function calling or a unified MCP server. The birthplace of VibeOps.","category":"Security","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install aci || uvx aci","author":"aipotheosis-labs","version":"1.0.0","tags":["mcp","real","python","aipotheosis-labs","agents"],"source":{"type":"github","url":"https://github.com/aipotheosis-labs/aci","note":"Real MCP server. 4814 stars. Language: Python. Last push: 2026-05-28T11:32:35Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-aci.svg","page_url":"https://www.marketnow.site/s/real-aci"},{"id":"mn-real-agentgateway","name":"agentgateway","slug":"real-agentgateway","description":"Next Generation Agentic Proxy for AI Agents and MCP servers","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install agentgateway","author":"agentgateway","version":"1.0.0","tags":["mcp","real","rust","agentgateway","agents"],"source":{"type":"github","url":"https://github.com/agentgateway/agentgateway","note":"Real MCP server. 3697 stars. Language: Rust. Last push: 2026-07-02T22:13:47Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-agentgateway.svg","page_url":"https://www.marketnow.site/s/real-agentgateway"},{"id":"mn-real-mcpgatewayregistry","name":"mcp-gateway-registry","slug":"real-mcp-gateway-registry","description":"Enterprise-ready MCP Gateway & Registry that centralizes AI development tools with secure OAuth authentication, dynamic tool discovery, and unified access for both autonomous AI agents and AI coding a","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install mcp-gateway-registry || uvx mcp-gateway-registry","author":"agentic-community","version":"1.0.0","tags":["mcp","real","python","agentic-community","a2a"],"source":{"type":"github","url":"https://github.com/agentic-community/mcp-gateway-registry","note":"Real MCP server. 767 stars. Language: Python. 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