io.github.saajunaid/junai-mcp
junai Pipeline MCP
Is the junai Pipeline MCP server down? No. It answered initialize and tools/list in the probe of 2026-11-14.
Agentic pipeline orchestration MCP server for AI-driven development workflows.
alive probed 2026-11-14
8tools
1.6ktokens in Claude Opus 5.5
0.8 %of Claude's 200k window
0.6×the median server
9.4 sto initialize
693 msto list tools
- Run it
- uvx junai-mcp@0.1.1 (stdio, probed in a container with the network off)
- Host
- pypi.org
- Reports itself as
- junai-mcp 4.2.0
- Capabilities
- logging, prompts, resources, tools
- Instructions
- none
- Of a 1M window
- 0.2 % of a 1M context window
- Count
- 1.6k tokens in Claude Opus 5.5, exact, measured 2026-10-17. With the Claude Code prefix mcp__…__ on each tool name: 1.6k. The o200k_base estimate is 833. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/saajunaid/junai
- Registry
- active, updated 2026-02-22 · registry entry
Most expensive tools
The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.87×.
| Tool | ≈ Claude tokens | o200k estimate | Share of this server |
|---|---|---|---|
| run_command | 429 | 229 | 27 % |
| pipeline_init | 313 | 167 | 20 % |
| pipeline_reset | 245 | 131 | 16 % |
| notify_orchestrator | 204 | 109 | 13 % |
| validate_deferred_paths | 120 | 64 | 8 % |
Compare this server with others.
More servers
Other registry entries on pypi.org, the ones next to this name; all of them.
- mcp-audit io.github.saagpatel/mcp-audit · alive
- mcp-trust io.github.saagpatel/mcp-trust · alive
- mcpforge io.github.saagpatel/mcpforge · alive
- shadow-mcp io.github.saagpatel/shadow-mcp · alive
- Histopathology Annotation MCP io.github.sachinbkale27/label-image-mcp · alive
- YourMemory io.github.sachitrafa/yourmemory · needs env
- Jobinja Employer io.github.saeedsepehr/jobinja-employer-mcp · alive
- io.github.saicharanrajoju/letswork · crashed on start
Servers that mention pipeline.
- Calaf ai.calaf/calaf · needs auth
- DealFilter ai.dealfilter/mcp · needs auth
- Pipe2.ai ai.pipe2/mcp · alive
- Profusia AI ai.profusia/profusia · needs auth
- RadiusOS CRM ai.radiusos.www/crm · needs auth
- ResuMax ai.resumax/resumax · needs auth
- Searcher OS ai.searcheros/searcher-os · needs auth
- ai.vruum/mcp · needs auth
Badge for the README
The result of the latest probe, the tool count and the token cost. The feed has an entry for every probe that changed them.
A mail when this server changes
Stops answering, comes back, tool set or cost changes. One confirmation mail first, a stop link in every mail.
For the publisher
- The server answers initialize and tools/list. Nothing to fix.