{"id":27974124,"url":"https://github.com/monkdbofficial/monkdb-mcp","last_synced_at":"2026-02-23T15:31:13.078Z","repository":{"id":291904942,"uuid":"979146628","full_name":"monkdbofficial/monkdb-mcp","owner":"monkdbofficial","description":"An MCP server 🚀 for MonkDB, licensed under Apache 2.0 📜","archived":false,"fork":false,"pushed_at":"2025-12-22T06:44:01.000Z","size":156,"stargazers_count":2,"open_issues_count":1,"forks_count":1,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-12-23T17:00:21.384Z","etag":null,"topics":["ai-agents","ai-gateway","database","llm","llm-agent","mcp","mcp-server","monkdb","olap","python3","rag","typescript","unified-data-platform"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/monkdbofficial.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":"SECURITY.md","support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2025-05-07T04:21:32.000Z","updated_at":"2025-12-22T05:26:01.000Z","dependencies_parsed_at":"2025-05-07T06:25:30.331Z","dependency_job_id":"f8e46622-2fd6-4f6a-96f2-f87c28b8c91f","html_url":"https://github.com/monkdbofficial/monkdb-mcp","commit_stats":null,"previous_names":["monkdbofficial/monkdb-mcp"],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/monkdbofficial/monkdb-mcp","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/monkdbofficial%2Fmonkdb-mcp","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/monkdbofficial%2Fmonkdb-mcp/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/monkdbofficial%2Fmonkdb-mcp/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/monkdbofficial%2Fmonkdb-mcp/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/monkdbofficial","download_url":"https://codeload.github.com/monkdbofficial/monkdb-mcp/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/monkdbofficial%2Fmonkdb-mcp/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29746530,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-02-23T07:44:07.782Z","status":"ssl_error","status_checked_at":"2026-02-23T07:44:07.432Z","response_time":90,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai-agents","ai-gateway","database","llm","llm-agent","mcp","mcp-server","monkdb","olap","python3","rag","typescript","unified-data-platform"],"created_at":"2025-05-08T00:11:36.565Z","updated_at":"2026-02-23T15:31:13.049Z","avatar_url":"https://github.com/monkdbofficial.png","language":"Python","funding_links":[],"categories":["Database"],"sub_categories":[],"readme":"# MonkDB MCP Server\n\n![typescript-support](https://img.shields.io/badge/TypeScript-Supported-blue?logo=typescript)\n![python-support](https://img.shields.io/badge/Python-Supported-blueviolet?logo=python)\n\nA **Model Context Protocol (MCP)** server acts as a standardized bridge between large language models (LLMs) like Claude and databases such as MonkDB, allowing these models to perform advanced database operations securely and efficiently through natural language instructions.\n\n## What is MCP?\n\nThe Model Context Protocol (MCP) is an open standard designed to let AI systems connect with external data sources and tools. It provides a universal, structured communication channel between:\n\n- **MCP Clients**: AI assistants (e.g., Claude, Cursor.ai) that need data or tool access.\n- **MCP Servers**: Services exposing data or functionality (e.g., a MonkDB server) for use by LLMs\n\n## How Does an MCP Server Work with MonkDB?\n\nAn MCP server for MonkDB would expose MonkDB’s capabilities as a set of standardized, secure commands that LLMs can invoke. This enables LLMs to:\n\n- **Query the database**: Run searches, filter results, and retrieve specific documents or records.\n- **Inspect table/collection schemas**: Understand the structure, fields, and data types in MonkDB tables.\n- **Check server health**: Run diagnostics, monitor performance, and report on availability.\n\n## Key Features and Benefits\n\n- **Natural Language Interface**: LLMs translate user queries into MCP commands, making database interaction accessible to non-experts.\n- **Standardized Protocol**: Ensures consistent authentication, error handling, and data formatting across different clients and servers.\n- **Security**: Access control and validation are built into the server, preventing unauthorized or unsafe operations.\n- **Scalability**: MCP can support multiple LLM clients and MonkDB instances, facilitating horizontal scaling and robust data access.\n- **Extensibility**: New tools or database actions can be added to the MCP server as needed, future-proofing the integration.\n\n## Architecture Overview\n\n| Component    | Role                                                                                   |\n|--------------|----------------------------------------------------------------------------------------|\n| Host         | Embeds the LLM (e.g., a chatbot or IDE)                                                |\n| MCP Client   | Mediates between the host and MCP server, routing requests and injecting context       |\n| MCP Server   | Exposes MonkDB’s data and tools, handling requests and returning structured results    |\n\nThis separation allows for easier integration, better security, and more maintainable code.\n\n---\n\n## Directory Layout\n\n- `mcp_monkdb`- This directory contains the code of MonkDB's MCP server for Python3 stacks.\n- `typescript`- This directory contains the code of MonkDB's MCP server for TS stacks.\n\n---\n\n## README Index\n\n- [Python](./mcp_monkdb/README.md)\n- [Typescript](./typescript/README.md)\n\n---","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmonkdbofficial%2Fmonkdb-mcp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmonkdbofficial%2Fmonkdb-mcp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmonkdbofficial%2Fmonkdb-mcp/lists"}