Wednesday, December 31, 2025

[389-users] [ANN] LDAP Assistant MCP v0.2.0 - AI-Powered 389 DS Diagnostics

Hello 389 Directory Server community,

I'm excited to share an experimental project: LDAP Assistant MCP - an AI-powered assistant for diagnosing 389 Directory Server instances.

What is it?

LDAP Assistant MCP is a Model Context Protocol (MCP) server that enables AI models like Claude to interact with your 389 DS instances. Instead of manually running dsconf/dsctl commands and parsing output, you can ask:

- "What's wrong across all my servers?"
- "Check replication status and tell me if there's any lag"
- "Are there any unindexed searches causing performance issues?"

The assistant runs the appropriate tools and provides actionable recommendations with severity levels.

Key Features (v0.2.0)

- Health & Diagnostics: first_look() for multi-server health overview, run_healthcheck() equivalent to dsctl healthcheck
- Replication: status checks, topology mapping, lag analysis (CSN comparison), conflict detection
- Performance: cache statistics, connection analysis, operation metrics, thread utilization
- Index Analysis: list indexes, analyze against best practices, find unindexed searches from access logs
- Configuration: server config retrieval, multi-server comparison, plugin listing
- User & Group Management: list, search, filter users by status, check groups

Use Cases

Support Engineers: Rapid root cause analysis, multi-server health scans, replication troubleshooting
LDAP Administrators: Performance tuning, index optimization, configuration audits

Getting Started

Prerequisites:
- Python 3.13+
- uv package manager
- MCP client (Claude Desktop, Claude Code, Cursor, or any MCP-compatible client)

Quick Setup:

1. Clone and install:
   git clone https://github.com/droideck/ldap-assistant-mcp.git
   cd ldap-assistant-mcp
   uv venv
   source .venv/bin/activate
   uv pip install -r requirements.txt

2. Create servers.json with your server(s). You can configure local servers (with is_local: true and serverid for full diagnostics including disk/logs/etc) or remote servers (LDAP-only).

3. Install to your MCP client:
   fastmcp install claude-desktop fastmcp.json
   or
   fastmcp install claude-code fastmcp.json

4. Edit MCP client config to set LDAP_SERVERS_CONFIG path to your servers.json

5. Restart and start asking questions!

Important Notes

- Experimental - Early-stage project, APIs may change
- Read-only - No write operations yet
- Privacy mode - Set LDAP_MCP_EXPOSE_SENSITIVE_DATA=false to anonymize output
- Plain text passwords - Use restrictive file permissions on config files

Feedback

I'd love to hear your thoughts:
- What diagnostics would be most useful?
- What operations would you want AI assistance with?

GitHub: https://github.com/droideck/ldap-assistant-mcp
Issues: https://github.com/droideck/ldap-assistant-mcp/issues

References:
- Model Context Protocol: https://modelcontextprotocol.io/introduction
- FastMCP: https://gofastmcp.com

Kind regards,
Simon


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