Ceph Command Knowledge Base MCP Server

Ceph Command Knowledge Base MCP Server

Enables AI agents to verify Ceph CLI commands, config parameters, and review test scripts using a pre-generated knowledge base.

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README

Ceph Command Knowledge Base

Verified knowledge base of 1,254 Ceph CLI commands and 2,660 config parameters for Ceph 20.2.1 (Tentacle). Ships pre-generated — no Ceph cluster needed to use.

Exposes an MCP server and REST API so AI agents can verify commands, configs, and review test scripts before generating automation. Eliminates command hallucinations.

Setup

1. Clone and install

git clone https://github.com/pdhiran/ceph-command-kb.git
cd ceph-command-kb
pip install -e .

2. Connect your agent

Choose the integration that matches your agent:


Cursor — add to ~/.cursor/mcp.json:

{
  "mcpServers": {
    "ceph-cmd-kb": {
      "command": "python3",
      "args": ["-m", "ceph_command_kb.server.mcp_server", "--kb-path", "/path/to/ceph-command-kb/knowledge/ceph-20.2.1-tentacle"],
      "cwd": "/path/to/ceph-command-kb"
    }
  }
}

Restart Cursor. The MCP server starts automatically.


Claude Desktop — start the server, then add to claude_desktop_config.json:

python -m ceph_command_kb.server.mcp_server --transport sse --port 8080
{
  "mcpServers": {
    "ceph-cmd-kb": { "url": "http://localhost:8080/sse" }
  }
}

Continue / Cline / Windsurf — start the server and point to the SSE endpoint:

python -m ceph_command_kb.server.mcp_server --transport sse --port 8080

Connect to http://localhost:8080/sse in the tool's MCP settings.


IBM watsonx / IBM Bob / LangChain / CrewAI / CI pipelines — use the REST API:

python -m ceph_command_kb.server.rest_api --host 0.0.0.0 --port 9090
# Verify a command
curl -X POST http://localhost:9090/api/verify_command \
  -H "Content-Type: application/json" \
  -d '{"command": "ceph osd pool create"}'

# Verify a config parameter
curl -X POST http://localhost:9090/api/verify_config \
  -H "Content-Type: application/json" \
  -d '{"name": "osd_pool_default_size"}'

# Search commands
curl -X POST http://localhost:9090/api/search_commands \
  -H "Content-Type: application/json" \
  -d '{"query": "nfs cluster create"}'

# Review a test script
curl -X POST http://localhost:9090/api/review_test \
  -H "Content-Type: application/json" \
  -d '{"script_content": "ceph osd pool create mypool 32\nrbd create img --size 1024"}'

# Health check
curl http://localhost:9090/health

Additional integration guides:

3. Use it

Once connected, agents automatically verify Ceph commands against the KB. You can also ask directly:

  • "Verify the command ceph osd pool create --size 3"
  • "What rbd commands are available for mirroring?"
  • "Show me the default value of osd_pool_default_size"
  • "Review this test file for issues"

Available Tools

Command Verification (12 tools)

Tool Purpose
verify_command Verify command + flags + arguments exist
find_command Look up a command by exact name
search_commands Search across names and descriptions
list_subcommands List subcommands under a prefix
search_flag Find which commands accept a flag
search_argument Find commands by argument name
get_help Get parsed help metadata
get_raw_help Get original help text
get_examples Get usage examples
list_versions List available KB versions
find_binary List all commands for a binary
search_keyword Search by keyword

Config Verification (4 tools)

Tool Purpose
verify_config Verify config exists, get type/default/constraints
search_config Search config parameters by name or description
get_config_help Get full config metadata
list_configs_by_section List all configs for a subsystem (e.g., osd, rgw)

Test Validation (2 tools)

Tool Purpose
validate_script Quick check — extract and verify commands
review_test Full review — verification, flags, cleanup, risk, duplicates

Supported Ceph Binaries

ceph, rbd, rados, cephadm, ceph-volume, ceph-authtool, ceph-bluestore-tool, ceph-objectstore-tool, crushtool, monmaptool, osdmaptool

Further Documentation

  • Development Guide — architecture, project structure, adding binaries, design decisions, maintainer guide

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