{"page":1,"limit":100,"total":705,"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":8,"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-03440","name":"mcp-documentation-server","slug":"real-mcp-documentation-server","description":"MCP Documentation Server - Bridge the AI Knowledge Gap.  ✨ Features: Document management • Gemini integration • AI-powered semantic search • File uploads • Smart chunking • Multilingual support • Zero","category":"File System","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/andrea9293/mcp-documentation-server","author":"andrea9293","version":"1.0.0","tags":["mcp","real","typescript","andrea9293","documents"],"source":{"type":"github","url":"https://github.com/andrea9293/mcp-documentation-server","note":"Real MCP server. 335 stars. Language: TypeScript. Last push: 2026-06-23T09:27:30Z. 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-documentation-server.svg","page_url":"https://www.marketnow.site/s/real-mcp-documentation-server"},{"id":"mn-gen-04484","name":"git-insight-mcp","slug":"real-git-insight-mcp","description":"Semantic git queries via MCP. Beyond git log — answer who/what/when/why about any line, file, or branch.","category":"File System","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y git-insight-mcp","author":"HasanJahidul","version":"1.0.0","tags":["mcp","real","typescript","hasanjahidul","blame"],"source":{"type":"github","url":"https://github.com/HasanJahidul/git-insight-mcp","note":"Real MCP server. 2 stars. Language: TypeScript. Last push: 2026-05-11T07:12:30Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-git-insight-mcp.svg","page_url":"https://www.marketnow.site/s/real-git-insight-mcp"},{"id":"mn-gen-05621","name":"mcp-language-server","slug":"real-mcp-language-server","description":"mcp-language-server gives MCP enabled clients access semantic tools like get definition, references, rename, and diagnostics.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/isaacphi/mcp-language-server","author":"isaacphi","version":"1.0.0","tags":["mcp","real","go","isaacphi","ai"],"source":{"type":"github","url":"https://github.com/isaacphi/mcp-language-server","note":"Real MCP server. 1564 stars. Language: Go. Last push: 2026-03-01T23:27:09Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":81,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-language-server.svg","page_url":"https://www.marketnow.site/s/real-mcp-language-server"},{"id":"mn-gen-05929","name":"Agentic_Longterm_Memory","slug":"real-agentic-longterm-memory","description":"Sophisticated AI chatbot with long-term memory capabilities, complete Notion workspace integration, and MCP (Model Context Protocol) implementation. Features semantic, episodic, and procedural memory ","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/ankitmalik84/Agentic_Longterm_Memory","author":"ankitmalik84","version":"1.0.0","tags":["mcp","real","python","ankitmalik84","ai"],"source":{"type":"github","url":"https://github.com/ankitmalik84/Agentic_Longterm_Memory","note":"Real MCP server. 5 stars. Language: Python. Last push: 2025-11-11T17:17:02Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":61,"badge_url":"https://www.marketnow.site/api/badge/real-agentic-longterm-memory.svg","page_url":"https://www.marketnow.site/s/real-agentic-longterm-memory"},{"id":"mn-gen-06497","name":"decompose","slug":"real-decompose","description":"The missing cognitive primitive for AI agents. Decompose any text into classified semantic units — authority, risk, attention, entities. No LLM. Deterministic.","category":"Security","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install decompose || uvx decompose","author":"echology-io","version":"1.0.0","tags":["mcp","real","python","echology-io","ai-agents"],"source":{"type":"github","url":"https://github.com/echology-io/decompose","note":"Real MCP server. 10 stars. Language: Python. Last push: 2026-05-24T11:32:50Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-decompose.svg","page_url":"https://www.marketnow.site/s/real-decompose"},{"id":"mn-gen-09724","name":"obsidian-mcp-plugin","slug":"real-obsidian-mcp-plugin","description":"High-performance Model Context Protocol (MCP) server for Obsidian that provides AI tools with direct vault access through semantic operations and HTTP transport.","category":"Search","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"npx -y obsidian-mcp-plugin","author":"aaronsb","version":"1.0.0","tags":["mcp","real","typescript","aaronsb","ai"],"source":{"type":"github","url":"https://github.com/aaronsb/obsidian-mcp-plugin","note":"Real MCP server. 430 stars. Language: TypeScript. Last push: 2026-07-05T18:17:03Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-obsidian-mcp-plugin.svg","page_url":"https://www.marketnow.site/s/real-obsidian-mcp-plugin"},{"id":"mn-dat-10009","name":"OpenMetadata","slug":"real-openmetadata","description":"The Open Context Layer for Data and AI ,  OpenMetadata is the open platform for building trusted data context and business semantics for humans, AI assistants, and agents.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/open-metadata/OpenMetadata","author":"open-metadata","version":"1.0.0","tags":["mcp","real","typescript","open-metadata","context"],"source":{"type":"github","url":"https://github.com/open-metadata/OpenMetadata","note":"Real MCP server. 14396 stars. Language: TypeScript. Last push: 2026-07-06T03:12:44Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":90,"badge_url":"https://www.marketnow.site/api/badge/real-openmetadata.svg","page_url":"https://www.marketnow.site/s/real-openmetadata"},{"id":"mn-gen-11802","name":"simplemem","slug":"real-simplemem","description":"A very simple semantic MCP memory store","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/jcdickinson/simplemem","author":"jcdickinson","version":"1.0.0","tags":["mcp","real","go","jcdickinson"],"source":{"type":"github","url":"https://github.com/jcdickinson/simplemem","note":"Real MCP server. 1 stars. Language: Go. Last push: 2025-09-11T06:03:23Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":61,"badge_url":"https://www.marketnow.site/api/badge/real-simplemem.svg","page_url":"https://www.marketnow.site/s/real-simplemem"},{"id":"mn-gen-11932","name":"smart-coding-mcp","slug":"real-smart-coding-mcp","description":"An extensible Model Context Protocol (MCP-Local-MRL-RAG-AST) server that provides intelligent semantic code search for AI assistants. Built with local AI models, inspired by Cursor's semantic search.","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y smart-coding-mcp","author":"omar-haris","version":"1.0.0","tags":["mcp","real","javascript","omar-haris","ai"],"source":{"type":"github","url":"https://github.com/omar-haris/smart-coding-mcp","note":"Real MCP server. 199 stars. Language: JavaScript. Last push: 2026-01-06T15:22:18Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":71,"badge_url":"https://www.marketnow.site/api/badge/real-smart-coding-mcp.svg","page_url":"https://www.marketnow.site/s/real-smart-coding-mcp"},{"id":"mn-gen-13695","name":"Yggdrasil","slug":"real-yggdrasil","description":"Durable, local-first memory for AI coding agents over MCP — zero-dependency, curated & semantically de-duped, you own the data (SQLite + Markdown). Works with Claude Code, Codex & any MCP host.","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install Yggdrasil || uvx Yggdrasil","author":"VonderVuflya","version":"1.0.0","tags":["mcp","real","python","vondervuflya","ai-agents"],"source":{"type":"github","url":"https://github.com/VonderVuflya/Yggdrasil","note":"Real MCP server. 16 stars. Language: Python. Last push: 2026-07-04T20:09:48Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-yggdrasil.svg","page_url":"https://www.marketnow.site/s/real-yggdrasil"},{"id":"mn-real-schemabrain","name":"schemabrain","slug":"real-schemabrain","description":"The trust and intelligence layer between AI agents and your database. Read-only by architecture, semantic knowledge graph + audit log, MCP-native.","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install schemabrain || uvx schemabrain","author":"Arun-kc","version":"1.0.0","tags":["mcp","real","python","arun-kc","agent-tools"],"source":{"type":"github","url":"https://github.com/Arun-kc/schemabrain","note":"Real MCP server. 9 stars. Language: Python. Last push: 2026-06-22T00:35:45Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-schemabrain.svg","page_url":"https://www.marketnow.site/s/real-schemabrain"},{"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-mcp-x15","name":"mcp","slug":"real-mcp-15","description":"MCP Server for Snowflake including Cortex AI, object management, SQL orchestration, semantic view consumption, and more","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install mcp || uvx mcp","author":"Snowflake-Labs","version":"1.0.0","tags":["mcp","real","python","snowflake-labs"],"source":{"type":"github","url":"https://github.com/Snowflake-Labs/mcp","note":"Real MCP server. 292 stars. Language: Python. Last push: 2026-05-15T16:30:51Z. 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-15.svg","page_url":"https://www.marketnow.site/s/real-mcp-15"},{"id":"mn-real-amnesic","name":"amnesic","slug":"real-amnesic","description":"Persistent semantic memory for SQL databases (Postgres, MySQL, MSSQL, SQLite) — the MCP server with the most ironic name. One-line install for Claude Code, Cursor, and any MCP-compatible client.","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install amnesic || uvx amnesic","author":"SurajKGoyal","version":"1.0.0","tags":["mcp","real","python","surajkgoyal","ai-tools"],"source":{"type":"github","url":"https://github.com/SurajKGoyal/amnesic","note":"Real MCP server. 1 stars. Language: Python. Last push: 2026-06-23T06:36:25Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-amnesic.svg","page_url":"https://www.marketnow.site/s/real-amnesic"},{"id":"mn-real-octocode","name":"octocode","slug":"real-octocode","description":"Semantic code searcher and codebase utility","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install octocode","author":"Muvon","version":"1.0.0","tags":["mcp","real","rust","muvon","ai"],"source":{"type":"github","url":"https://github.com/Muvon/octocode","note":"Real MCP server. 417 stars. Language: Rust. Last push: 2026-07-02T20:54:07Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-octocode.svg","page_url":"https://www.marketnow.site/s/real-octocode"},{"id":"mn-real-octocode-x2","name":"octocode","slug":"real-octocode-2","description":"MCP server for semantic code research and context generation on real-time using LLM patterns | Search naturally across public & private repos based on your permissions | Transform any accessible codeb","category":"Version Control","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y octocode","author":"bgauryy","version":"1.0.0","tags":["mcp","real","typescript","bgauryy","agent"],"source":{"type":"github","url":"https://github.com/bgauryy/octocode","note":"Real MCP server. 878 stars. Language: TypeScript. Last push: 2026-07-02T07:50:55Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-octocode-2.svg","page_url":"https://www.marketnow.site/s/real-octocode-2"},{"id":"mn-real-codebasecontext","name":"codebase-context","slug":"real-codebase-context","description":"Codebase Context gives AI agents understanding of your codebase through semantic code search, team conventions, patterns, and memory, so they use fewer tokens, spend less time, and produce better, mor","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y codebase-context","author":"PatrickSys","version":"1.0.0","tags":["mcp","real","typescript","patricksys","ai-agents"],"source":{"type":"github","url":"https://github.com/PatrickSys/codebase-context","note":"Real MCP server. 52 stars. Language: TypeScript. Last push: 2026-05-11T10:04:45Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-codebase-context.svg","page_url":"https://www.marketnow.site/s/real-codebase-context"},{"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-roslyncodelensmcp","name":"roslyn-codelens-mcp","slug":"real-roslyn-codelens-mcp","description":"Roslyn-based MCP server providing semantic code intelligence for .NET codebases — type hierarchies, call sites, DI registrations, and reflection usage for Claude Code","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y roslyn-codelens-mcp","author":"MarcelRoozekrans","version":"1.0.0","tags":["mcp","real","c#","marcelroozekrans","claude-code"],"source":{"type":"github","url":"https://github.com/MarcelRoozekrans/roslyn-codelens-mcp","note":"Real MCP server. 26 stars. Language: C#. Last push: 2026-07-05T19:28:59Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-roslyn-codelens-mcp.svg","page_url":"https://www.marketnow.site/s/real-roslyn-codelens-mcp"},{"id":"mn-real-javalensmcp","name":"javalens-mcp","slug":"real-javalens-mcp","description":"MCP server providing semantic Java code analysis for AI agents. Built on Eclipse JDT with tools for navigation, refactoring, search, and metrics.","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y javalens-mcp","author":"pzalutski-pixel","version":"1.0.0","tags":["mcp","real","java","pzalutski-pixel","ai-agents"],"source":{"type":"github","url":"https://github.com/pzalutski-pixel/javalens-mcp","note":"Real MCP server. 33 stars. Language: Java. Last push: 2026-06-16T00:18:31Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-javalens-mcp.svg","page_url":"https://www.marketnow.site/s/real-javalens-mcp"},{"id":"mn-real-godotlensmcp","name":"godotlens-mcp","slug":"real-godotlens-mcp","description":"MCP server for GDScript semantic analysis via Godot's built-in language server","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install godotlens-mcp || uvx godotlens-mcp","author":"pzalutski-pixel","version":"1.0.0","tags":["mcp","real","python","pzalutski-pixel","ai-agents"],"source":{"type":"github","url":"https://github.com/pzalutski-pixel/godotlens-mcp","note":"Real MCP server. 4 stars. Language: Python. Last push: 2026-04-15T14:38:56Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-godotlens-mcp.svg","page_url":"https://www.marketnow.site/s/real-godotlens-mcp"},{"id":"mn-real-sharplensmcp","name":"sharplens-mcp","slug":"real-sharplens-mcp","description":"Roslyn-powered MCP server for AI-driven C# semantic analysis, refactoring, and code generation","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y sharplens-mcp","author":"pzalutski-pixel","version":"1.0.0","tags":["mcp","real","c#","pzalutski-pixel","ai"],"source":{"type":"github","url":"https://github.com/pzalutski-pixel/sharplens-mcp","note":"Real MCP server. 28 stars. Language: C#. Last push: 2026-07-05T21:09:33Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-sharplens-mcp.svg","page_url":"https://www.marketnow.site/s/real-sharplens-mcp"},{"id":"mn-real-srclight","name":"srclight","slug":"real-srclight","description":"Deep code indexing MCP server for AI agents. 25 tools: hybrid FTS5 + embedding search, call graphs, git blame/hotspots, build system analysis. Multi-repo workspaces, GPU-accelerated semantic search, 1","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install srclight || uvx srclight","author":"srclight","version":"1.0.0","tags":["mcp","real","python","srclight","code-indexing"],"source":{"type":"github","url":"https://github.com/srclight/srclight","note":"Real MCP server. 51 stars. Language: Python. Last push: 2026-04-27T03:03:18Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-srclight.svg","page_url":"https://www.marketnow.site/s/real-srclight"},{"id":"mn-real-sourcerermcp","name":"sourcerer-mcp","slug":"real-sourcerer-mcp","description":"MCP for semantic code search & navigation that reduces token waste","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/st3v3nmw/sourcerer-mcp","author":"st3v3nmw","version":"1.0.0","tags":["mcp","real","go","st3v3nmw","claude-code"],"source":{"type":"github","url":"https://github.com/st3v3nmw/sourcerer-mcp","note":"Real MCP server. 118 stars. Language: Go. Last push: 2025-11-10T17:34:40Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":71,"badge_url":"https://www.marketnow.site/api/badge/real-sourcerer-mcp.svg","page_url":"https://www.marketnow.site/s/real-sourcerer-mcp"},{"id":"mn-real-reftrixmcp","name":"ReftrixMCP","slug":"real-reftrixmcp","description":"MCP server with 39 tools for web design analysis — layout extraction, motion detection, quality scoring, accessibility audit, Core Web Vitals, design comparison, and semantic search via Playwright, pg","category":"Browser Automation","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/TKMD/ReftrixMCP","author":"TKMD","version":"1.0.0","tags":["mcp","real","typescript","tkmd","accessibility"],"source":{"type":"github","url":"https://github.com/TKMD/ReftrixMCP","note":"Real MCP server. 1 stars. Language: TypeScript. Last push: 2026-07-05T15:32:33Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-reftrixmcp.svg","page_url":"https://www.marketnow.site/s/real-reftrixmcp"},{"id":"mn-real-veris","name":"Veris","slug":"real-veris","description":"Behavioral Verification Infrastructure — MCP-native intelligence layer for autonomous software correctness. 17 MCP tools, semantic workflow grouping, drift detection, counterfactual mode, adversarial ","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/vighriday/Veris","author":"vighriday","version":"1.0.0","tags":["mcp","real","typescript","vighriday","ai-agents"],"source":{"type":"github","url":"https://github.com/vighriday/Veris","note":"Real MCP server. 1 stars. Language: TypeScript. Last push: 2026-05-19T06:17:18Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-veris.svg","page_url":"https://www.marketnow.site/s/real-veris"},{"id":"mn-real-synapsecodemcp","name":"synapse-code-mcp","slug":"real-synapse-code-mcp","description":"Model Context Protocol server for code intelligence. Lets AI assistants explore your codebase on demand — semantic context with dependency graphs, compressed symbol indexes for TypeScript/JavaScript, ","category":"Version Control","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y synapse-code-mcp","author":"Eltortilla1","version":"1.0.0","tags":["mcp","real","typescript","eltortilla1"],"source":{"type":"github","url":"https://github.com/Eltortilla1/synapse-code-mcp","note":"Real MCP server. 3 stars. Language: TypeScript. Last push: 2026-06-28T18:46:18Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-synapse-code-mcp.svg","page_url":"https://www.marketnow.site/s/real-synapse-code-mcp"},{"id":"mn-real-smarttree","name":"smart-tree","slug":"real-smart-tree","description":"Smart Tree: not just a tree, a philosophy. A context-aware, AI-crafted replacement for 20+ tools with MEM8 quantum compression, semantic search, AST-smart editing, and partnership memory. Crafted with","category":"File System","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install smart-tree","author":"8b-is","version":"1.0.0","tags":["mcp","real","rust","8b-is","ai"],"source":{"type":"github","url":"https://github.com/8b-is/smart-tree","note":"Real MCP server. 257 stars. Language: Rust. Last push: 2026-06-03T05:31:29Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-smart-tree.svg","page_url":"https://www.marketnow.site/s/real-smart-tree"},{"id":"mn-real-cognirepo","name":"cognirepo","slug":"real-cognirepo","description":"Local cognitive infrastructure for AI coding agents — semantic memory, repository intelligence, and MCP tools to reduce token usage.","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install cognirepo || uvx cognirepo","author":"ashlesh-t","version":"1.0.0","tags":["mcp","real","python","ashlesh-t","ai"],"source":{"type":"github","url":"https://github.com/ashlesh-t/cognirepo","note":"Real MCP server. 14 stars. Language: Python. Last push: 2026-07-02T12:46:37Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-cognirepo.svg","page_url":"https://www.marketnow.site/s/real-cognirepo"},{"id":"mn-real-mengram","name":"mengram","slug":"real-mengram","description":"Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.","category":"Search","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install mengram || uvx mengram","author":"alibaizhanov","version":"1.0.0","tags":["mcp","real","python","alibaizhanov","agent-memory"],"source":{"type":"github","url":"https://github.com/alibaizhanov/mengram","note":"Real MCP server. 183 stars. Language: Python. Last push: 2026-06-17T20:04:20Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-mengram.svg","page_url":"https://www.marketnow.site/s/real-mengram"},{"id":"mn-real-callimachus","name":"callimachus","slug":"real-callimachus","description":"One local, searchable index of your AI coding-agent history Claude Code, Codex, Cursor, Gemini & more. Keyword + semantic search, MCP server, CLI & VS Code extension.","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install callimachus","author":"BetaBots-LLC","version":"1.0.0","tags":["mcp","real","rust","betabots-llc","ai-agents"],"source":{"type":"github","url":"https://github.com/BetaBots-LLC/callimachus","note":"Real MCP server. 17 stars. Language: Rust. Last push: 2026-06-30T00:28:03Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-callimachus.svg","page_url":"https://www.marketnow.site/s/real-callimachus"},{"id":"mn-real-cachlymcp","name":"cachly-mcp","slug":"real-cachly-mcp","description":"AI memory brain for Claude Code, Cursor, Copilot & Windsurf — 120+ MCP tools. Persistent sessions, lessons learned, semantic search, Team Brain, managed Valkey/Redis. Free tier.","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/cachly-dev/cachly-mcp","author":"cachly-dev","version":"1.0.0","tags":["mcp","real","typescript","cachly-dev","ai-memory"],"source":{"type":"github","url":"https://github.com/cachly-dev/cachly-mcp","note":"Real MCP server. 2 stars. Language: TypeScript. Last push: 2026-07-05T22:43:55Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-cachly-mcp.svg","page_url":"https://www.marketnow.site/s/real-cachly-mcp"},{"id":"mn-real-chatcrystal","name":"ChatCrystal","slug":"real-chatcrystal","description":"Local-first AI PKM for coding conversations: import Claude Code/Cursor/Codex, distill notes, semantic search, tag graph, MCP memory.","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/ZengLiangYi/ChatCrystal","author":"ZengLiangYi","version":"1.0.0","tags":["mcp","real","typescript","zengliangyi","agent-skills"],"source":{"type":"github","url":"https://github.com/ZengLiangYi/ChatCrystal","note":"Real MCP server. 37 stars. Language: TypeScript. Last push: 2026-06-27T11:38:55Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-chatcrystal.svg","page_url":"https://www.marketnow.site/s/real-chatcrystal"},{"id":"mn-real-workspaceqdrantmcp","name":"workspace-qdrant-mcp","slug":"real-workspace-qdrant-mcp","description":"Project-aware collection management based on Qdrant, including a Rust MCP, daemon and CLI: hybrid semantic, pattern and full-text (FTS5) search into single or cross-concerns collection. Dedicated coll","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install workspace-qdrant-mcp","author":"ChrisGVE","version":"1.0.0","tags":["mcp","real","rust","chrisgve","bm25"],"source":{"type":"github","url":"https://github.com/ChrisGVE/workspace-qdrant-mcp","note":"Real MCP server. 3 stars. Language: Rust. Last push: 2026-07-02T21:24:37Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-workspace-qdrant-mcp.svg","page_url":"https://www.marketnow.site/s/real-workspace-qdrant-mcp"},{"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-engrammcp","name":"engram-mcp","slug":"real-engram-mcp","description":"MCP server for @cartisien/engram — persistent semantic memory for AI agents","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y engram-mcp","author":"Cartisien","version":"1.0.0","tags":["mcp","real","typescript","cartisien","ai"],"source":{"type":"github","url":"https://github.com/Cartisien/engram-mcp","note":"Real MCP server. 1 stars. Language: TypeScript. Last push: 2026-04-20T02:08:44Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-engram-mcp.svg","page_url":"https://www.marketnow.site/s/real-engram-mcp"},{"id":"mn-real-lore","name":"lore","slug":"real-lore","description":"Semantic search MCP server for Claude Code conversations. Hybrid vector + keyword search across all your sessions, fully local.","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y lore","author":"hyunjae-labs","version":"1.0.0","tags":["mcp","real","typescript","hyunjae-labs"],"source":{"type":"github","url":"https://github.com/hyunjae-labs/lore","note":"Real MCP server. 7 stars. Language: TypeScript. Last push: 2026-05-13T04:37:54Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-lore.svg","page_url":"https://www.marketnow.site/s/real-lore"},{"id":"mn-real-knowledgerag","name":"knowledge-rag","slug":"real-knowledge-rag","description":"Local RAG MCP server for Claude Code — hybrid search (semantic + BM25), cross-encoder reranking, 13 MCP tools, 20 format parsers. Zero external servers, zero API keys.","category":"Data","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install knowledge-rag || uvx knowledge-rag","author":"lyonzin","version":"1.0.0","tags":["mcp","real","python","lyonzin","antigravity"],"source":{"type":"github","url":"https://github.com/lyonzin/knowledge-rag","note":"Real MCP server. 219 stars. Language: Python. Last push: 2026-07-06T00:43:58Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-knowledge-rag.svg","page_url":"https://www.marketnow.site/s/real-knowledge-rag"},{"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-graphmemory","name":"graph-memory","slug":"real-graph-memory","description":"A personal knowledge graph for Claude that survives across sessions, devices, and tools. Neo4j + semantic embeddings, OAuth-secured, single-user-by-default but multi-tenant-ready.","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y graph-memory","author":"stevepridemore","version":"1.0.0","tags":["mcp","real","typescript","stevepridemore","agent-memory"],"source":{"type":"github","url":"https://github.com/stevepridemore/graph-memory","note":"Real MCP server. 2 stars. Language: TypeScript. Last push: 2026-05-17T20:03:17Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-graph-memory.svg","page_url":"https://www.marketnow.site/s/real-graph-memory"},{"id":"mn-real-tribal","name":"tribal","slug":"real-tribal","description":"Self-hosted semantic memory over MCP for an engineering team's tacit knowledge. Rust, Postgres + pgvector.","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install tribal","author":"tribal-memory","version":"1.0.0","tags":["mcp","real","rust","tribal-memory","ai"],"source":{"type":"github","url":"https://github.com/tribal-memory/tribal","note":"Real MCP server. 8 stars. Language: Rust. Last push: 2026-06-28T21:40:26Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-tribal.svg","page_url":"https://www.marketnow.site/s/real-tribal"},{"id":"mn-real-desktoptouchmcp","name":"desktop-touch-mcp","slug":"real-desktop-touch-mcp","description":"Windows computer-use MCP server: drive any desktop app via semantic discover-then-act targeting (entities + leases, not pixel coordinates), with per-action perception guards, a native Rust UIA engine,","category":"Browser Automation","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/Harusame64/desktop-touch-mcp","author":"Harusame64","version":"1.0.0","tags":["mcp","real","typescript","harusame64","agent"],"source":{"type":"github","url":"https://github.com/Harusame64/desktop-touch-mcp","note":"Real MCP server. 6 stars. Language: TypeScript. Last push: 2026-07-05T22:56:50Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-desktop-touch-mcp.svg","page_url":"https://www.marketnow.site/s/real-desktop-touch-mcp"},{"id":"mn-real-semanticapimcp","name":"semanticapi-mcp","slug":"real-semanticapi-mcp","description":"MCP server for Semantic API — discover and call any API using natural language","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install semanticapi-mcp || uvx semanticapi-mcp","author":"peter-j-thompson","version":"1.0.0","tags":["mcp","real","python","peter-j-thompson"],"source":{"type":"github","url":"https://github.com/peter-j-thompson/semanticapi-mcp","note":"Real MCP server. 1 stars. Language: Python. Last push: 2026-02-20T22:55:52Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":61,"badge_url":"https://www.marketnow.site/api/badge/real-semanticapi-mcp.svg","page_url":"https://www.marketnow.site/s/real-semanticapi-mcp"},{"id":"mn-real-vergabemcp","name":"vergabe-mcp","slug":"real-vergabe-mcp","description":"MCP server for German public procurement data — semantic search and tender matching for Claude, GPT, Cursor, and LM   Studio","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install vergabe-mcp","author":"qune-tech","version":"1.0.0","tags":["mcp","real","rust","qune-tech","claude"],"source":{"type":"github","url":"https://github.com/qune-tech/vergabe-mcp","note":"Real MCP server. 5 stars. Language: Rust. Last push: 2026-06-07T20:29:07Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-vergabe-mcp.svg","page_url":"https://www.marketnow.site/s/real-vergabe-mcp"},{"id":"mn-real-mcpguardian","name":"mcp-guardian","slug":"real-mcp-guardian","description":"Security, cost, and health governance proxy for MCP infrastructure — YAML policy engine, OAuth 2.1/OIDC, web dashboard, mTLS, semantic shell analysis, STRIDE threat model","category":"Security","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp-guardian","author":"rudraneel93","version":"1.0.0","tags":["mcp","real","typescript","rudraneel93","audit"],"source":{"type":"github","url":"https://github.com/rudraneel93/mcp-guardian","note":"Real MCP server. 3 stars. Language: TypeScript. Last push: 2026-06-07T21:54:02Z. 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-guardian.svg","page_url":"https://www.marketnow.site/s/real-mcp-guardian"},{"id":"mn-real-redditresearchmcp","name":"reddit-research-mcp","slug":"real-reddit-research-mcp","description":"Turn Reddit's chaos into structured insights with full citations. MCP server for competitive analysis, customer discovery, and market research. Zero-setup hosted solution with semantic search across 2","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install reddit-research-mcp || uvx reddit-research-mcp","author":"king-of-the-grackles","version":"1.0.0","tags":["mcp","real","python","king-of-the-grackles","ai-tools"],"source":{"type":"github","url":"https://github.com/king-of-the-grackles/reddit-research-mcp","note":"Real MCP server. 201 stars. Language: Python. Last push: 2026-07-02T09:22:02Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-reddit-research-mcp.svg","page_url":"https://www.marketnow.site/s/real-reddit-research-mcp"},{"id":"mn-real-foodrecipemcp","name":"Food-Recipe-MCP","slug":"real-food-recipe-mcp","description":"A production-grade semantic search server for food recipes — built for AI agents using the Model Context Protocol (MCP). Search across 50,000+ recipes with hybrid dense + sparse retrieval and cross-en","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install Food-Recipe-MCP || uvx Food-Recipe-MCP","author":"AIDataNordic","version":"1.0.0","tags":["mcp","real","python","aidatanordic","fastmcp"],"source":{"type":"github","url":"https://github.com/AIDataNordic/Food-Recipe-MCP","note":"Real MCP server. 1 stars. Language: Python. Last push: 2026-06-09T22:43:50Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-food-recipe-mcp.svg","page_url":"https://www.marketnow.site/s/real-food-recipe-mcp"},{"id":"mn-real-contextplus","name":"contextplus","slug":"real-contextplus","description":"Semantic Intelligence for Large-Scale Engineering. Context+ is an MCP server designed for developers who demand 99% accuracy. By combining RAG, Tree-sitter AST, Spectral Clustering, and Obsidian-style","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y contextplus","author":"forloopcodes","version":"1.0.0","tags":["mcp","real","typescript","forloopcodes","mcp-server"],"source":{"type":"github","url":"https://github.com/forloopcodes/contextplus","note":"Real MCP server. 1949 stars. Language: TypeScript. Last push: 2026-05-02T06:48:20Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-contextplus.svg","page_url":"https://www.marketnow.site/s/real-contextplus"},{"id":"mn-real-octocode-x3","name":"octocode","slug":"real-octocode-3","description":"MCP server for semantic code research and context generation on real-time using LLM patterns | Search naturally across public & private repos based on your permissions | Transform any accessible codeb","category":"Version Control","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y octocode","author":"bgauryy","version":"1.0.0","tags":["mcp","real","typescript","bgauryy","agent"],"source":{"type":"github","url":"https://github.com/bgauryy/octocode","note":"Real MCP server. 878 stars. Language: TypeScript. Last push: 2026-07-02T07:50:55Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-octocode-3.svg","page_url":"https://www.marketnow.site/s/real-octocode-3"},{"id":"mn-real-telemem","name":"telemem","slug":"real-telemem","description":"TeleMem is a high-performance drop-in replacement for Mem0, featuring semantic deduplication, long-term dialogue memory, and multimodal video reasoning.","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install telemem || uvx telemem","author":"TeleAI-UAGI","version":"1.0.0","tags":["mcp","real","python","teleai-uagi","agent"],"source":{"type":"github","url":"https://github.com/TeleAI-UAGI/telemem","note":"Real MCP server. 469 stars. Language: Python. Last push: 2026-06-12T19:23:34Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-telemem.svg","page_url":"https://www.marketnow.site/s/real-telemem"},{"id":"mn-real-atomicmemory","name":"atomicmemory","slug":"real-atomicmemory","description":"Portable semantic memory for AI agents: core engine, TypeScript SDK, framework adapters, MCP server, CLI, and host plugins.","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/atomicstrata/atomicmemory","author":"atomicstrata","version":"1.0.0","tags":["mcp","real","typescript","atomicstrata","agent-infrastructure"],"source":{"type":"github","url":"https://github.com/atomicstrata/atomicmemory","note":"Real MCP server. 433 stars. Language: TypeScript. Last push: 2026-06-23T21:16:53Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-atomicmemory.svg","page_url":"https://www.marketnow.site/s/real-atomicmemory"},{"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. 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