{"id":38559373,"url":"https://github.com/knuckles-team/documentdb-mcp","last_synced_at":"2026-06-13T21:00:56.020Z","repository":{"id":328758852,"uuid":"1115815048","full_name":"Knuckles-Team/documentdb-mcp","owner":"Knuckles-Team","description":"DocumentDB A2A + MCP Server ","archived":false,"fork":false,"pushed_at":"2026-06-10T03:45:48.000Z","size":1352,"stargazers_count":2,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2026-06-10T05:20:35.723Z","etag":null,"topics":["a2a","a2a-server","ag-ui","documentdb","mcp-server","python"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Knuckles-Team.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":"AGENTS.md","dco":null,"cla":null}},"created_at":"2025-12-13T15:59:02.000Z","updated_at":"2026-06-10T03:44:01.000Z","dependencies_parsed_at":"2026-05-07T01:01:47.345Z","dependency_job_id":null,"html_url":"https://github.com/Knuckles-Team/documentdb-mcp","commit_stats":null,"previous_names":["knuckles-team/documentdb-mcp"],"tags_count":93,"template":false,"template_full_name":null,"purl":"pkg:github/Knuckles-Team/documentdb-mcp","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Knuckles-Team%2Fdocumentdb-mcp","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Knuckles-Team%2Fdocumentdb-mcp/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Knuckles-Team%2Fdocumentdb-mcp/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Knuckles-Team%2Fdocumentdb-mcp/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Knuckles-Team","download_url":"https://codeload.github.com/Knuckles-Team/documentdb-mcp/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Knuckles-Team%2Fdocumentdb-mcp/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34300116,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-13T02:00:06.617Z","response_time":62,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"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":["a2a","a2a-server","ag-ui","documentdb","mcp-server","python"],"created_at":"2026-01-17T07:46:19.225Z","updated_at":"2026-06-13T21:00:56.008Z","avatar_url":"https://github.com/Knuckles-Team.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Documentdb Mcp\n## CLI or API | MCP | Agent\n\n![PyPI - Version](https://img.shields.io/pypi/v/documentdb-mcp)\n![MCP Server](https://badge.mcpx.dev?type=server 'MCP Server')\n![PyPI - Downloads](https://img.shields.io/pypi/dd/documentdb-mcp)\n![GitHub Repo stars](https://img.shields.io/github/stars/Knuckles-Team/documentdb-mcp)\n![GitHub forks](https://img.shields.io/github/forks/Knuckles-Team/documentdb-mcp)\n![GitHub contributors](https://img.shields.io/github/contributors/Knuckles-Team/documentdb-mcp)\n![PyPI - License](https://img.shields.io/pypi/l/documentdb-mcp)\n![GitHub](https://img.shields.io/github/license/Knuckles-Team/documentdb-mcp)\n![GitHub last commit (by committer)](https://img.shields.io/github/last-commit/Knuckles-Team/documentdb-mcp)\n![GitHub pull requests](https://img.shields.io/github/issues-pr/Knuckles-Team/documentdb-mcp)\n![GitHub closed pull requests](https://img.shields.io/github/issues-pr-closed/Knuckles-Team/documentdb-mcp)\n![GitHub issues](https://img.shields.io/github/issues/Knuckles-Team/documentdb-mcp)\n![GitHub top language](https://img.shields.io/github/languages/top/Knuckles-Team/documentdb-mcp)\n![GitHub language count](https://img.shields.io/github/languages/count/Knuckles-Team/documentdb-mcp)\n![GitHub repo size](https://img.shields.io/github/repo-size/Knuckles-Team/documentdb-mcp)\n![GitHub repo file count (file type)](https://img.shields.io/github/directory-file-count/Knuckles-Team/documentdb-mcp)\n![PyPI - Wheel](https://img.shields.io/pypi/wheel/documentdb-mcp)\n![PyPI - Implementation](https://img.shields.io/pypi/implementation/documentdb-mcp)\n\n*Version: 0.41.0*\n\n\u003e **Documentation** — Installation, deployment, usage across the API, CLI, MCP, and\n\u003e agent interfaces, and guidance for provisioning the DocumentDB backing service are\n\u003e maintained in the [official documentation](https://knuckles-team.github.io/documentdb-mcp/).\n\n---\n\n## Overview\n\n**Documentdb Mcp** is a production-grade Agent and Model Context Protocol (MCP) server designed to interface directly with DocumentDB MCP Server \u0026 A2A Server. DocumentDB is a MongoDB compatible open source document database built on PostgreSQL..\n\n---\n\n## Key Features\n\n- **Consolidated Action-Routed MCP Tools:** Minimizes token overhead and eliminates tool bloat in LLM contexts by grouping methods into optimized, togglable tool modules.\n- **Enterprise-Grade Security:** Comprehensive support for Eunomia policies, OIDC token delegation, and granular execution context tracking.\n- **Integrated Graph Agent:** Built-in Pydantic AI agent supporting the Agent Control Protocol (ACP) and standard Web interfaces (AG-UI).\n- **Native Telemetry \u0026 Tracing:** Out-of-the-box OpenTelemetry exports and native Langfuse tracing.\n\n---\n\n## CLI or API\n\nThis agent wraps the DocumentDB MCP Server \u0026 A2A Server. DocumentDB is a MongoDB compatible open source document database built on PostgreSQL. API. You can interact with it programmatically or via its integrated execution entrypoints.\n\nDetailed instructions on how to use the underlying API wrappers, extended schema bindings, and developer SDK references are maintained in [docs/index.md](docs/index.md).\n\n---\n\n## MCP\n\nThis server utilizes dynamic Action-Routed tools to optimize token overhead and maximize IDE compatibility.\n\n### Available MCP Tools\n| Tool Module | Toggle Env Var | Enabled by Default | Description \u0026 Nested Methods |\n|-------------|----------------|--------------------|------------------------------|\n| **System** | `SYSTEM_TOOL` | `True` | Register system tools.\n\n    CONCEPT:ECO-4.1 Action-routed methods: `binary_version`, `list_databases`, `run_command`. |\n| **Collections** | `COLLECTIONS_TOOL` | `True` | Register collections tools.\n\n    CONCEPT:ECO-4.1 Action-routed methods: `create_collection`, `create_database`, `drop_collection`, `drop_database`, `list_collections`, `rename_collection`. |\n| **Users** | `USERS_TOOL` | `True` | Register users tools.\n\n    CONCEPT:ECO-4.1 Action-routed methods: `create_user`, `drop_user`, `update_user`, `users_info`. |\n| **Crud** | `CRUD_TOOL` | `True` | Register crud tools.\n\n    CONCEPT:ECO-4.1 Action-routed methods: `count_documents`, `delete_many`, `delete_one`, `find`, `find_one`, `find_one_and_delete`, `find_one_and_replace`, `find_one_and_update`, `insert_many`, `insert_one`, `replace_one`, `update_many`, `update_one`. |\n| **Analysis** | `ANALYSIS_TOOL` | `True` | Register analysis tools.\n\n    CONCEPT:ECO-4.1 Action-routed methods: `aggregate`, `distinct`. |\n\n        Actions:\n          - 'binary_version': Call binary_version\n          - 'list_databases': Call list_databases\n          - 'run_command': Call run_command Action-routed methods: `binary_version`, `list_databases`, `run_command`. |\n| **Collections** | `COLLECTIONS_TOOL` | `True` | Manage collections operations.\n\n        Actions:\n          - 'list_collections': Call list_collections\n          - 'create_collection': Call create_collection\n          - 'drop_collection': Call drop_collection\n          - 'create_database': Call create_database\n          - 'drop_database': Call drop_database\n          - 'rename_collection': Call rename_collection Action-routed methods: `create_collection`, `create_database`, `drop_collection`, `drop_database`, `list_collections`, `rename_collection`. |\n| **Users** | `USERS_TOOL` | `True` | Manage users operations.\n\n        Actions:\n          - 'create_user': Call create_user\n          - 'drop_user': Call drop_user\n          - 'update_user': Call update_user\n          - 'users_info': Call users_info Action-routed methods: `create_user`, `drop_user`, `update_user`, `users_info`. |\n| **Crud** | `CRUD_TOOL` | `True` | Manage crud operations.\n\n        Actions:\n          - 'insert_one': Call insert_one\n          - 'insert_many': Call insert_many\n          - 'find_one': Call find_one\n          - 'find': Call find\n          - 'replace_one': Call replace_one\n          - 'update_one': Call update_one\n          - 'update_many': Call update_many\n          - 'delete_one': Call delete_one\n          - 'delete_many': Call delete_many\n          - 'count_documents': Call count_documents\n          - 'find_one_and_update': Call find_one_and_update\n          - 'find_one_and_replace': Call find_one_and_replace\n          - 'find_one_and_delete': Call find_one_and_delete Action-routed methods: `count_documents`, `delete_many`, `delete_one`, `find`, `find_one`, `find_one_and_delete`, `find_one_and_replace`, `find_one_and_update`, `insert_many`, `insert_one`, `replace_one`, `update_many`, `update_one`. |\n| **Analysis** | `ANALYSIS_TOOL` | `True` | Manage analysis operations.\n\n        Actions:\n          - 'distinct': Call distinct\n          - 'aggregate': Call aggregate Action-routed methods: `aggregate`, `distinct`. |\n\n        Actions:\n          - 'binary_version': Call binary_version\n          - 'list_databases': Call list_databases\n          - 'run_command': Call run_command Action-routed methods: `binary_version`, `list_databases`, `run_command`. |\n| **Collections** | `COLLECTIONS_TOOL` | `True` | Manage collections operations.\n\n        Actions:\n          - 'list_collections': Call list_collections\n          - 'create_collection': Call create_collection\n          - 'drop_collection': Call drop_collection\n          - 'create_database': Call create_database\n          - 'drop_database': Call drop_database\n          - 'rename_collection': Call rename_collection Action-routed methods: `create_collection`, `create_database`, `drop_collection`, `drop_database`, `list_collections`, `rename_collection`. |\n| **Users** | `USERS_TOOL` | `True` | Manage users operations.\n\n        Actions:\n          - 'create_user': Call create_user\n          - 'drop_user': Call drop_user\n          - 'update_user': Call update_user\n          - 'users_info': Call users_info Action-routed methods: `create_user`, `drop_user`, `update_user`, `users_info`. |\n| **Crud** | `CRUD_TOOL` | `True` | Manage crud operations.\n\n        Actions:\n          - 'insert_one': Call insert_one\n          - 'insert_many': Call insert_many\n          - 'find_one': Call find_one\n          - 'find': Call find\n          - 'replace_one': Call replace_one\n          - 'update_one': Call update_one\n          - 'update_many': Call update_many\n          - 'delete_one': Call delete_one\n          - 'delete_many': Call delete_many\n          - 'count_documents': Call count_documents\n          - 'find_one_and_update': Call find_one_and_update\n          - 'find_one_and_replace': Call find_one_and_replace\n          - 'find_one_and_delete': Call find_one_and_delete Action-routed methods: `count_documents`, `delete_many`, `delete_one`, `find`, `find_one`, `find_one_and_delete`, `find_one_and_replace`, `find_one_and_update`, `insert_many`, `insert_one`, `replace_one`, `update_many`, `update_one`. |\n| **Analysis** | `ANALYSIS_TOOL` | `True` | Manage analysis operations.\n\n        Actions:\n          - 'distinct': Call distinct\n          - 'aggregate': Call aggregate Action-routed methods: `aggregate`, `distinct`. |\n\nDetailed tool schemas, parameter shapes, and validation constraints are preserved in [docs/mcp.md](docs/mcp.md).\n\n### Dynamic Tool Selection \u0026 Visibility\n\nThis MCP server supports dynamic toolset selection and visibility filtering at runtime. This allows you to restrict the set of exposed tools in order to prevent blowing up the LLM's context window.\n\nYou can configure tool filtering via multiple input channels:\n\n- **CLI Arguments:** Pass `--tools` or `--toolsets` (or their disabled counterparts `--disabled-tools` and `--disabled-toolsets`) during startup.\n- **Environment Variables:** Define standard environment variables:\n  - `MCP_ENABLED_TOOLS` / `MCP_DISABLED_TOOLS`\n  - `MCP_ENABLED_TAGS` / `MCP_DISABLED_TAGS`\n- **HTTP SSE Request Headers:** Pass custom headers during transport initialization:\n  - `x-mcp-enabled-tools` / `x-mcp-disabled-tools`\n  - `x-mcp-enabled-tags` / `x-mcp-disabled-tags`\n- **HTTP SSE Request Query Parameters:** Append query parameters directly to your transport connection URL:\n  - `?tools=tool1,tool2`\n  - `?tags=tag1`\n\nWhen query strings or parameters are supplied, an LLM-free **Knowledge Graph resolution layer** (using `DynamicToolOrchestrator`) matches query intents against known tool tags, names, or descriptions, with safe fallback and automated 24-hour background cache refreshing.\n\n---\n\n### MCP Configuration Examples\n\n#### stdio Transport (Recommended for local IDEs e.g., Cursor, Claude Desktop)\nConfigure your IDE's `mcp.json` to launch the MCP server via `uvx`:\n\n```json\n{\n  \"mcpServers\": {\n    \"documentdb-mcp\": {\n      \"command\": \"uvx\",\n      \"args\": [\n        \"--from\",\n        \"documentdb-mcp\",\n        \"documentdb-mcp\"\n      ],\n      \"env\": {\n        \"DOCUMENT_DB_HOST\": \"your_document_db_host_here\",\n        \"DOCUMENT_DB_PORT\": \"your_document_db_port_here\",\n        \"DOCUMENT_DB_USERNAME\": \"your_document_db_username_here\",\n        \"DOCUMENT_DB_NAME\": \"your_document_db_name_here\",\n        \"DOCUMENT_DB_PASSWORD\": \"your_document_db_password_here\"\n      }\n    }\n  }\n}\n```\n\n#### Streamable-HTTP Transport (Recommended for production deployments)\nConfigure your client's `mcp.json` to launch the Streamable-HTTP server via `uvx` with explicit host and port definition:\n\n```json\n{\n  \"mcpServers\": {\n    \"documentdb-mcp\": {\n      \"command\": \"uvx\",\n      \"args\": [\n        \"--from\",\n        \"documentdb-mcp\",\n        \"documentdb-mcp\"\n      ],\n      \"env\": {\n        \"TRANSPORT\": \"streamable-http\",\n        \"HOST\": \"0.0.0.0\",\n        \"PORT\": \"8000\",\n        \"DOCUMENT_DB_HOST\": \"your_document_db_host_here\",\n        \"DOCUMENT_DB_PORT\": \"your_document_db_port_here\",\n        \"DOCUMENT_DB_USERNAME\": \"your_document_db_username_here\",\n        \"DOCUMENT_DB_NAME\": \"your_document_db_name_here\",\n        \"DOCUMENT_DB_PASSWORD\": \"your_document_db_password_here\"\n      }\n    }\n  }\n}\n```\n\nAlternatively, connect to a pre-deployed remote or local Streamable-HTTP instance:\n\n```json\n{\n  \"mcpServers\": {\n    \"documentdb-mcp\": {\n      \"url\": \"http://localhost:8000/documentdb-mcp/mcp\"\n    }\n  }\n}\n```\n\nDeploying the Streamable-HTTP server via Docker:\n\n```bash\ndocker run -d \\\n  --name documentdb-mcp-mcp \\\n  -p 8000:8000 \\\n  -e TRANSPORT=streamable-http \\\n  -e PORT=8000 \\\n  -e DOCUMENT_DB_HOST=\"your_value\" \\\n  -e DOCUMENT_DB_PORT=\"your_value\" \\\n  -e DOCUMENT_DB_USERNAME=\"your_value\" \\\n  -e DOCUMENT_DB_NAME=\"your_value\" \\\n  -e DOCUMENT_DB_PASSWORD=\"your_value\" \\\n  knucklessg1/documentdb-mcp:latest\n```\n\n---\n\n\u003c!-- BEGIN GENERATED: additional-deployment-options --\u003e\n### Additional Deployment Options\n\n`documentdb-mcp` can also run as a **local container** (Docker / Podman / `uv`) or be\nconsumed from a **remote deployment**. The\n[Deployment guide](https://knuckles-team.github.io/documentdb-mcp/deployment/) has full, copy-paste\n`mcp_config.json` for all four transports — **stdio**, **streamable-http**,\n**local container / uv**, and **remote URL**:\n\n- **Local container / uv** — launch the server from `mcp_config.json` via `uvx`,\n  `docker run`, or `podman run`, or point at a local streamable-http container by `url`.\n- **Remote URL** — connect to a server deployed behind Caddy at\n  `http://documentdb-mcp.arpa/mcp` using the `\"url\"` key.\n\u003c!-- END GENERATED: additional-deployment-options --\u003e\n\n## Agent\n\nThis repository features a fully integrated Pydantic AI Graph Agent. It communicates over the **Agent Control Protocol (ACP)** and interacts seamlessly with the **Agent Web UI (AG-UI)** and Terminal interface.\n\n### Running the Agent CLI\nTo start the interactive command-line agent:\n\n```bash\n# Set credentials\nexport DOCUMENT_DB_HOST=\"your_value\"\nexport DOCUMENT_DB_PORT=\"your_value\"\nexport DOCUMENT_DB_USERNAME=\"your_value\"\nexport DOCUMENT_DB_NAME=\"your_value\"\nexport DOCUMENT_DB_PASSWORD=\"your_value\"\n\n# Run the agent server\ndocumentdb-agent --provider openai --model-id gpt-4o\n```\n\n### Docker Compose Orchestration\nThe following `docker/agent.compose.yml` configures the Agent, Web UI, and Terminal Interface together:\n\n```yaml\nversion: '3.8'\n\nservices:\n  documentdb-mcp-mcp:\n    image: knucklessg1/documentdb-mcp:latest\n    container_name: documentdb-mcp-mcp\n    hostname: documentdb-mcp-mcp\n    restart: always\n    env_file:\n      - ../.env\n    environment:\n      - PYTHONUNBUFFERED=1\n      - HOST=0.0.0.0\n      - PORT=8000\n      - TRANSPORT=streamable-http\n    ports:\n      - \"8000:8000\"\n    healthcheck:\n      test: [\"CMD\", \"python3\", \"-c\", \"import urllib.request; urllib.request.urlopen('http://localhost:8000/health')\"]\n      interval: 30s\n      timeout: 10s\n      retries: 3\n      start_period: 10s\n    logging:\n      driver: json-file\n      options:\n        max-size: \"10m\"\n        max-file: \"3\"\n\n  documentdb-mcp-agent:\n    image: knucklessg1/documentdb-mcp:latest\n    container_name: documentdb-mcp-agent\n    hostname: documentdb-mcp-agent\n    restart: always\n    depends_on:\n      - documentdb-mcp-mcp\n    env_file:\n      - ../.env\n    command: [ \"documentdb-agent\" ]\n    environment:\n      - PYTHONUNBUFFERED=1\n      - HOST=0.0.0.0\n      - PORT=9015\n      - MCP_URL=http://documentdb-mcp-mcp:8000/mcp\n      - PROVIDER=${PROVIDER:-openai}\n      - MODEL_ID=${MODEL_ID:-gpt-4o}\n      - ENABLE_WEB_UI=True\n      - ENABLE_OTEL=True\n    ports:\n      - \"9015:9015\"\n    healthcheck:\n      test: [\"CMD\", \"python3\", \"-c\", \"import urllib.request; urllib.request.urlopen('http://localhost:9015/health')\"]\n      interval: 30s\n      timeout: 10s\n      retries: 3\n      start_period: 10s\n    logging:\n      driver: json-file\n      options:\n        max-size: \"10m\"\n        max-file: \"3\"\n\n```\n\nDetailed graph node architecture explanations, custom skill configurations, and agentic trace guides are available in [docs/agent.md](docs/agent.md).\n\n---\n\n## Security \u0026 Governance\n\nBuilt directly upon the enterprise-ready [`agent-utilities`](https://github.com/Knuckles-Team/agent-utilities) core, standard security parameters are fully supported:\n\n### Access Control \u0026 Policy Enforcement\n- **Eunomia Policies:** Fine-grained, policy-driven tool authorization. Supports `none`, local `embedded` (`mcp_policies.json`), or centralized `remote` modes.\n- **OIDC Token Delegation:** Compliant with RFC 8693 token exchange for flowing authenticating user credentials from Web UI / ACP → Agent → MCP.\n- **Scoped Credentials:** Execution context runs restricted to the specific caller identity.\n\n### Runtime Security Grid\n| Feature | Functionality | Enablement |\n|---------|---------------|------------|\n| **Tool Guard** | Sensitivity inspection with human-in-the-loop validation | Enabled by default |\n| **Prompt Injection Defense** | Input scanning, repetition monitoring, and recursive loop blocks | Enabled by default |\n| **Context Safety Guard** | Stuck-loop detectors and contextual overflow preemptive alerts | Enabled by default |\n\n## Environment Variables\n\nThe server and agent can be configured using the following environment variables:\n\n| Variable | Description | Default |\n|----------|-------------|---------|\n| `MONGODB_URI` | The connection URI for the MongoDB/DocumentDB server. | `mongodb://localhost:27017/` |\n| `MONGODB_HOST` | The MongoDB/DocumentDB server host. | `localhost` |\n| `MONGODB_PORT` | The MongoDB/DocumentDB server port. | `27017` |\n| `AUTH_TYPE` | The authentication mechanism to use (scram-sha-256, scram-sha-1, none). | `scram-sha-256` |\n| `SYSTEMTOOL` | Toggle switch to enable or disable the System tool module. | `True` |\n| `COLLECTIONSTOOL` | Toggle switch to enable or disable the Collections tool module. | `True` |\n| `USERSTOOL` | Toggle switch to enable or disable the Users tool module. | `True` |\n| `CRUDTOOL` | Toggle switch to enable or disable the CRUD tool module. | `True` |\n| `ANALYSISTOOL` | Toggle switch to enable or disable the Analysis tool module. | `True` |\n| `EUNOMIA_TYPE` | Enterprise policy type (none, embedded, remote). | `none` |\n| `EUNOMIA_POLICY_FILE` | Path to Eunomia security policy configuration file. | `mcp_policies.json` |\n| `OTEL_EXPORTER_OTLP_ENDPOINT` | OpenTelemetry OTLP receiver endpoint. | `None` |\n\n---\n\n## Installation\n\nInstall the Python package locally:\n\n```bash\n# Using uv (highly recommended)\nuv pip install documentdb-mcp[all]\n\n# Using standard pip\npython -m pip install documentdb-mcp[all]\n```\n\n---\n\n## Documentation\n\nThe complete documentation is published as the\n[official documentation site](https://knuckles-team.github.io/documentdb-mcp/) and is\nthe recommended reference for installation, deployment, and day-to-day operation.\n\n| Page | Contents |\n|---|---|\n| [Installation](https://knuckles-team.github.io/documentdb-mcp/installation/) | pip, source, extras, prebuilt Docker image |\n| [Deployment](https://knuckles-team.github.io/documentdb-mcp/deployment/) | run the MCP server and agent, Compose, Caddy + Technitium, env config |\n| [Usage](https://knuckles-team.github.io/documentdb-mcp/usage/) | the MCP tools, the `DocumentDBApi` client, the CLI |\n| [Backing Platform](https://knuckles-team.github.io/documentdb-mcp/platform/) | deploy DocumentDB with Docker |\n| [Overview](https://knuckles-team.github.io/documentdb-mcp/overview/) | ecosystem role, tool modules, configuration |\n| [Concepts](https://knuckles-team.github.io/documentdb-mcp/concepts/) | concept registry (`CONCEPT:DOCDB-*`) |\n\n---\n\n## Repository Owners\n\n\u003cimg width=\"100%\" height=\"180em\" src=\"https://github-readme-stats.vercel.app/api?username=Knucklessg1\u0026show_icons=true\u0026hide_border=true\u0026\u0026count_private=true\u0026include_all_commits=true\" /\u003e\n\n![GitHub followers](https://img.shields.io/github/followers/Knucklessg1)\n![GitHub User's stars](https://img.shields.io/github/stars/Knucklessg1)\n\n---\n\n## Contribute\n\nContributions are welcome! Please ensure code quality by executing local checks before submitting pull requests:\n- Format code using `ruff format .`\n- Lint code using `ruff check .`\n- Validate type-safety with `mypy .`\n- Execute test suites using `pytest`\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fknuckles-team%2Fdocumentdb-mcp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fknuckles-team%2Fdocumentdb-mcp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fknuckles-team%2Fdocumentdb-mcp/lists"}