ceph-issue-kb
Provides tools for searching and analyzing Ceph issues from multiple issue trackers including Ceph Tracker, IBM Ceph JIRA, Red Hat Bugzilla, and Red Hat KB.
Provides CrewAI tools for issue search, similarity, workaround, and fix discovery.
Allows fetching and searching issues from IBM Ceph JIRA with API token authentication.
Provides LangChain tools for issue search, similarity, workaround, and fix discovery.
Allows fetching and searching issues from Red Hat Bugzilla and Red Hat Knowledge Base.
Allows fetching and searching issues from Ceph Tracker (Redmine) with authentication and signal extraction.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@ceph-issue-kbcheck if 'too many PGs per OSD' is a known issue"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Ceph Issue Intelligence KB
Searchable knowledge base of 14,600+ Ceph issues from IBM Ceph JIRA and Red Hat KB. Ships pre-built — clone, install, and immediately search known issues, workarounds, and fixes from your AI agent.
Setup
1. Clone and install
git clone https://github.com/pdhiran/ceph-issue-kb.git
cd ceph-issue-kb
pip install -e .2. Connect your agent
Choose the integration that matches your agent:
Cursor — add to ~/.cursor/mcp.json:
{
"mcpServers": {
"ceph-issue-kb": {
"command": "python3",
"args": ["-m", "ceph_issue_kb.server.mcp_server"],
"cwd": "/path/to/ceph-issue-kb"
}
}
}Restart Cursor. The MCP server starts automatically and pulls the latest issue data on startup — no manual git pull needed.
To disable auto-update, add "--no-auto-update" to args.
Claude Desktop — start the server, then add to claude_desktop_config.json:
python -m ceph_issue_kb.server.mcp_server --transport sse --port 8083{
"mcpServers": {
"ceph-issue-kb": { "url": "http://localhost:8083/sse" }
}
}Continue / Cline / Windsurf — start the server and point to the SSE endpoint:
python -m ceph_issue_kb.server.mcp_server --transport sse --port 8083Connect to http://localhost:8083/sse in the tool's MCP settings.
IBM Bob — Bob supports MCP over SSE natively:
python -m ceph_issue_kb.server.mcp_server --transport sse --host 0.0.0.0 --port 8083Add to Bob's .bob/mcp.json:
{
"mcpServers": {
"ceph-issue-kb": {
"url": "http://localhost:8083/sse",
"transport": "sse"
}
}
}If running on a shared server, replace localhost with the hostname.
REST API — for LangChain, CrewAI, or CI pipelines:
python -m ceph_issue_kb.server.rest_api --host 0.0.0.0 --port 8200# Search issues
curl -X POST http://localhost:8200/api/search_issues \
-H "Content-Type: application/json" \
-d '{"query": "OSD slow ops", "component": "rados"}'
# Check if an error is a known issue
curl -X POST http://localhost:8200/api/is_known_issue \
-H "Content-Type: application/json" \
-d '{"error_message": "FAILED ceph_assert(googly > 0)", "version": "19.2.0"}'
# Find workaround
curl -X POST http://localhost:8200/api/find_workaround \
-H "Content-Type: application/json" \
-d '{"query": "too many PGs per OSD"}'
# Health check
curl http://localhost:8200/healthSee BOB_INTEGRATION_GUIDE.md for the full REST API reference and agent integration examples.
3. Use it
Once connected, agents automatically check for known Ceph issues. You can also ask directly:
"Is
FAILED ceph_assert(googly > 0)a known issue?""Find workarounds for OSD slow ops during recovery"
"Search for issues related to HEALTH_WARN too many PGs per OSD"
"What are the hot issues in the rgw component?"
"Find issues with this stacktrace:
#0 in BlueStore::_do_write"
Related MCP server: ClimateTriage MCP Server
Available Tools
Tool | Description |
| Search issues across all sources with optional filters |
| Get full issue details including description and all comments |
| Find issues similar to a given problem description |
| Check if an error message matches a known issue |
| Search for known workarounds |
| Search for known fixes, commits, PRs |
| Get related/duplicate/linked issues |
| Find issues with similar stacktraces |
| Find issues related to a health warning |
| Most active recent issues by component |
| Open criticals, regressions, blockers for a component |
| Server capabilities and entity types |
| Connector status, issue counts, index status |
Active Sources
Source | Issues | Description |
IBM Ceph JIRA | 14,037 | Internal Ceph bug tracker and feature requests |
Red Hat KB | 600 | Customer-facing knowledge base articles |
The knowledge base is updated daily by the maintainer with the latest bugs and articles. Your MCP server automatically pulls new data every 12 hours — no action needed on your part.
VS Code Extension
Coming soon. See ceph-doc-kb and ceph-command-kb for existing VS Code extensions that complement this knowledge base.
Documentation
Document | Description |
MCP platform contract and entity schema | |
Architecture, source tree, maintainer guide | |
Credential setup for re-indexing sources | |
REST API reference, agent integration, deployment |
Running All Ceph MCPs Together
Three specialized MCPs work together as the Ceph Engineering Intelligence Platform:
MCP | Purpose | SSE Port | Repo |
ceph-cmd-kb | Commands, configs, test validation | 8081 | |
ceph-doc-kb | Documentation search, code examples | 8082 | |
ceph-issue-kb | Known issues, workarounds, fixes | 8083 |
Start all three for SSE clients (Bob, Claude Desktop, etc.):
python -m ceph_command_kb.server.mcp_server --transport sse --port 8081 &
python -m ceph_doc_kb.server.mcp_server --transport sse --port 8082 &
python -m ceph_issue_kb.server.mcp_server --transport sse --port 8083 &Combined agent config (.bob/mcp.json, claude_desktop_config.json, etc.):
{
"mcpServers": {
"ceph-cmd-kb": { "url": "http://localhost:8081/sse", "transport": "sse" },
"ceph-doc-kb": { "url": "http://localhost:8082/sse", "transport": "sse" },
"ceph-issue-kb": { "url": "http://localhost:8083/sse", "transport": "sse" }
}
}Development
pip install -e ".[dev]"
pytestSee DEVELOPMENT.md for architecture details and contributing.
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